--- model-index: - name: stella_en_400M_v5 results: - dataset: config: en name: MTEB AmazonCounterfactualClassification (en) revision: e8379541af4e31359cca9fbcf4b00f2671dba205 split: test type: mteb/amazon_counterfactual metrics: - type: accuracy value: 92.35820895522387 - type: ap value: 70.81322736988783 - type: ap_weighted value: 70.81322736988783 - type: f1 value: 88.9505466159595 - type: f1_weighted value: 92.68630932872613 - type: main_score value: 92.35820895522387 task: type: Classification - dataset: config: default name: MTEB AmazonPolarityClassification revision: e2d317d38cd51312af73b3d32a06d1a08b442046 split: test type: mteb/amazon_polarity metrics: - type: accuracy value: 97.1945 - type: ap value: 96.08192192244094 - type: ap_weighted value: 96.08192192244094 - type: f1 value: 97.1936887167346 - type: f1_weighted value: 97.1936887167346 - type: main_score value: 97.1945 task: type: Classification - dataset: config: en name: MTEB AmazonReviewsClassification (en) revision: 1399c76144fd37290681b995c656ef9b2e06e26d split: test type: mteb/amazon_reviews_multi metrics: - type: accuracy value: 59.528000000000006 - type: f1 value: 59.21016819840188 - type: f1_weighted value: 59.21016819840188 - type: main_score value: 59.528000000000006 task: type: Classification - dataset: config: default name: MTEB ArguAna revision: c22ab2a51041ffd869aaddef7af8d8215647e41a split: test type: mteb/arguana metrics: - type: main_score value: 64.24 - type: map_at_1 value: 40.398 - type: map_at_10 value: 56.215 - type: map_at_100 value: 56.833999999999996 - type: map_at_1000 value: 56.835 - type: map_at_20 value: 56.747 - type: map_at_3 value: 52.181 - type: map_at_5 value: 54.628 - type: mrr_at_1 value: 41.25177809388336 - type: mrr_at_10 value: 56.570762491815216 - type: mrr_at_100 value: 57.17548614361504 - type: mrr_at_1000 value: 57.176650626377466 - type: mrr_at_20 value: 57.08916253512566 - type: mrr_at_3 value: 52.47747747747754 - type: mrr_at_5 value: 54.94547178757718 - type: nauc_map_at_1000_diff1 value: 22.408086887100158 - type: nauc_map_at_1000_max value: -8.730419096847543 - type: nauc_map_at_1000_std value: -17.789262741255737 - type: nauc_map_at_100_diff1 value: 22.407371684274025 - type: nauc_map_at_100_max value: -8.732263549026266 - type: nauc_map_at_100_std value: -17.79550515579994 - type: nauc_map_at_10_diff1 value: 21.925005073301246 - type: nauc_map_at_10_max value: -8.990323944492134 - type: nauc_map_at_10_std value: -18.199246301671458 - type: nauc_map_at_1_diff1 value: 26.23276644969203 - type: nauc_map_at_1_max value: -12.376511389571245 - type: nauc_map_at_1_std value: -18.11411715207284 - type: nauc_map_at_20_diff1 value: 22.32455790850922 - type: nauc_map_at_20_max value: -8.664671547236034 - type: nauc_map_at_20_std value: -17.8290016125137 - type: nauc_map_at_3_diff1 value: 22.395462147465064 - type: nauc_map_at_3_max value: -8.206580750918844 - type: nauc_map_at_3_std value: -17.604490446911484 - type: nauc_map_at_5_diff1 value: 21.95307379904799 - type: nauc_map_at_5_max value: -8.03958102978443 - type: nauc_map_at_5_std value: -17.36578866595004 - type: nauc_mrr_at_1000_diff1 value: 20.124236798365587 - type: nauc_mrr_at_1000_max value: -9.587376069575898 - type: nauc_mrr_at_1000_std value: -17.79191612151833 - type: nauc_mrr_at_100_diff1 value: 20.123612603474033 - type: nauc_mrr_at_100_max value: -9.589187218607831 - type: nauc_mrr_at_100_std value: -17.7981617777748 - type: nauc_mrr_at_10_diff1 value: 19.723683875738075 - type: nauc_mrr_at_10_max value: -9.774151729178815 - type: nauc_mrr_at_10_std value: -18.168668675495162 - type: nauc_mrr_at_1_diff1 value: 23.945332059908132 - type: nauc_mrr_at_1_max value: -12.260461466152819 - type: nauc_mrr_at_1_std value: -18.007194922921148 - type: nauc_mrr_at_20_diff1 value: 20.04819461810257 - type: nauc_mrr_at_20_max value: -9.518368283588936 - type: nauc_mrr_at_20_std value: -17.831608149836136 - type: nauc_mrr_at_3_diff1 value: 19.8571785245832 - type: nauc_mrr_at_3_max value: -9.464375021240478 - type: nauc_mrr_at_3_std value: -17.728533927330453 - type: nauc_mrr_at_5_diff1 value: 19.670313652167827 - type: nauc_mrr_at_5_max value: -8.966372585728434 - type: nauc_mrr_at_5_std value: -17.468955834324817 - type: nauc_ndcg_at_1000_diff1 value: 21.863049281767417 - type: nauc_ndcg_at_1000_max value: -8.18698520924057 - type: nauc_ndcg_at_1000_std value: -17.634483364794804 - type: nauc_ndcg_at_100_diff1 value: 21.849924385738586 - type: nauc_ndcg_at_100_max value: -8.226437560889345 - type: nauc_ndcg_at_100_std value: -17.774648478087002 - type: nauc_ndcg_at_10_diff1 value: 19.888395590413573 - type: nauc_ndcg_at_10_max value: -8.968706085632382 - type: nauc_ndcg_at_10_std value: -19.31386964628115 - type: nauc_ndcg_at_1_diff1 value: 26.23276644969203 - type: nauc_ndcg_at_1_max value: -12.376511389571245 - type: nauc_ndcg_at_1_std value: -18.11411715207284 - type: nauc_ndcg_at_20_diff1 value: 21.38413342416933 - type: nauc_ndcg_at_20_max value: -7.636238194084164 - type: nauc_ndcg_at_20_std value: -17.946390844693028 - type: nauc_ndcg_at_3_diff1 value: 21.29169165029195 - type: nauc_ndcg_at_3_max value: -6.793840499730093 - type: nauc_ndcg_at_3_std value: -17.52359001586737 - type: nauc_ndcg_at_5_diff1 value: 20.238297656671364 - type: nauc_ndcg_at_5_max value: -6.424992706950072 - type: nauc_ndcg_at_5_std value: -17.082391132291356 - type: nauc_precision_at_1000_diff1 value: -7.05195108528572 - type: nauc_precision_at_1000_max value: 34.439879624882145 - type: nauc_precision_at_1000_std value: 68.72436351659353 - type: nauc_precision_at_100_diff1 value: -2.769464113932605 - type: nauc_precision_at_100_max value: 9.89562961226698 - type: nauc_precision_at_100_std value: -0.5880967482224028 - type: nauc_precision_at_10_diff1 value: 2.1371544726832323 - type: nauc_precision_at_10_max value: -11.93051325147756 - type: nauc_precision_at_10_std value: -30.83144187392059 - type: nauc_precision_at_1_diff1 value: 26.23276644969203 - type: nauc_precision_at_1_max value: -12.376511389571245 - type: nauc_precision_at_1_std value: -18.11411715207284 - type: nauc_precision_at_20_diff1 value: 3.780146814257504 - type: nauc_precision_at_20_max value: 17.06527540214615 - type: nauc_precision_at_20_std value: -20.36832563035565 - type: nauc_precision_at_3_diff1 value: 17.63894384012077 - type: nauc_precision_at_3_max value: -2.0220490624638887 - type: nauc_precision_at_3_std value: -17.285601413493918 - type: nauc_precision_at_5_diff1 value: 12.557855071944601 - type: nauc_precision_at_5_max value: 0.5840236463956658 - type: nauc_precision_at_5_std value: -15.827224420217846 - type: nauc_recall_at_1000_diff1 value: -7.051951085286463 - type: nauc_recall_at_1000_max value: 34.43987962487738 - type: nauc_recall_at_1000_std value: 68.724363516591 - type: nauc_recall_at_100_diff1 value: -2.769464113930314 - type: nauc_recall_at_100_max value: 9.895629612270017 - type: nauc_recall_at_100_std value: -0.58809674821745 - type: nauc_recall_at_10_diff1 value: 2.1371544726834495 - type: nauc_recall_at_10_max value: -11.930513251477253 - type: nauc_recall_at_10_std value: -30.83144187392047 - type: nauc_recall_at_1_diff1 value: 26.23276644969203 - type: nauc_recall_at_1_max value: -12.376511389571245 - type: nauc_recall_at_1_std value: -18.11411715207284 - type: nauc_recall_at_20_diff1 value: 3.7801468142575922 - type: nauc_recall_at_20_max value: 17.0652754021456 - type: nauc_recall_at_20_std value: -20.36832563035559 - type: nauc_recall_at_3_diff1 value: 17.63894384012074 - type: nauc_recall_at_3_max value: -2.02204906246383 - type: nauc_recall_at_3_std value: -17.28560141349386 - type: nauc_recall_at_5_diff1 value: 12.55785507194463 - type: nauc_recall_at_5_max value: 0.5840236463957296 - type: nauc_recall_at_5_std value: -15.827224420217856 - type: ndcg_at_1 value: 40.398 - type: ndcg_at_10 value: 64.24 - type: ndcg_at_100 value: 66.631 - type: ndcg_at_1000 value: 66.65100000000001 - type: ndcg_at_20 value: 66.086 - type: ndcg_at_3 value: 55.938 - type: ndcg_at_5 value: 60.370000000000005 - type: precision_at_1 value: 40.398 - type: precision_at_10 value: 8.962 - type: precision_at_100 value: 0.9950000000000001 - type: precision_at_1000 value: 0.1 - type: precision_at_20 value: 4.836 - type: precision_at_3 value: 22.262 - type: precision_at_5 value: 15.519 - type: recall_at_1 value: 40.398 - type: recall_at_10 value: 89.616 - type: recall_at_100 value: 99.502 - type: recall_at_1000 value: 99.644 - type: recall_at_20 value: 96.72800000000001 - type: recall_at_3 value: 66.78500000000001 - type: recall_at_5 value: 77.596 task: type: Retrieval - dataset: config: default name: MTEB ArxivClusteringP2P revision: a122ad7f3f0291bf49cc6f4d32aa80929df69d5d split: test type: mteb/arxiv-clustering-p2p metrics: - type: main_score value: 55.1564333205451 - type: v_measure value: 55.1564333205451 - type: v_measure_std value: 14.696883012214512 task: type: Clustering - dataset: config: default name: MTEB ArxivClusteringS2S revision: f910caf1a6075f7329cdf8c1a6135696f37dbd53 split: test type: mteb/arxiv-clustering-s2s metrics: - type: main_score value: 49.823698316694795 - type: v_measure value: 49.823698316694795 - type: v_measure_std value: 14.951660654298186 task: type: Clustering - dataset: config: default name: MTEB AskUbuntuDupQuestions revision: 2000358ca161889fa9c082cb41daa8dcfb161a54 split: test type: mteb/askubuntudupquestions-reranking metrics: - type: main_score value: 66.15294503553424 - type: map value: 66.15294503553424 - type: mrr value: 78.53438420612935 - type: nAUC_map_diff1 value: 12.569697092717997 - type: nAUC_map_max value: 21.50670312412572 - type: nAUC_map_std value: 16.943786429229064 - type: nAUC_mrr_diff1 value: 15.590272897361238 - type: nAUC_mrr_max value: 34.96072022474653 - type: nAUC_mrr_std value: 21.649217605241045 task: type: Reranking - dataset: config: default name: MTEB BIOSSES revision: d3fb88f8f02e40887cd149695127462bbcf29b4a split: test type: mteb/biosses-sts metrics: - type: cosine_pearson value: 85.7824546319275 - type: cosine_spearman value: 83.29587385660628 - type: euclidean_pearson value: 84.58764190565167 - type: euclidean_spearman value: 83.30069324352772 - type: main_score value: 83.29587385660628 - type: manhattan_pearson value: 84.95996839947179 - type: manhattan_spearman value: 83.87480271054358 - type: pearson value: 85.7824546319275 - type: spearman value: 83.29587385660628 task: type: STS - dataset: config: default name: MTEB Banking77Classification revision: 0fd18e25b25c072e09e0d92ab615fda904d66300 split: test type: mteb/banking77 metrics: - type: accuracy value: 89.30194805194806 - type: f1 value: 89.26182507266391 - type: f1_weighted value: 89.26182507266391 - type: main_score value: 89.30194805194806 task: type: Classification - dataset: config: default name: MTEB BiorxivClusteringP2P revision: 65b79d1d13f80053f67aca9498d9402c2d9f1f40 split: test type: mteb/biorxiv-clustering-p2p metrics: - type: main_score value: 50.67972171889736 - type: v_measure value: 50.67972171889736 - type: v_measure_std value: 0.7687409980036303 task: type: Clustering - dataset: config: default name: MTEB BiorxivClusteringS2S revision: 258694dd0231531bc1fd9de6ceb52a0853c6d908 split: test type: mteb/biorxiv-clustering-s2s metrics: - type: main_score value: 45.80539715556144 - type: v_measure value: 45.80539715556144 - type: v_measure_std value: 0.9601346216579142 task: type: Clustering - dataset: config: default name: MTEB CQADupstackRetrieval revision: 4ffe81d471b1924886b33c7567bfb200e9eec5c4 split: test type: mteb/cqadupstack metrics: - type: main_score value: 44.361250000000005 - type: map_at_1 value: 28.304499999999997 - type: map_at_10 value: 38.54841666666666 - type: map_at_100 value: 39.83141666666667 - type: map_at_1000 value: 39.944750000000006 - type: map_at_20 value: 39.25341666666667 - type: map_at_3 value: 35.406749999999995 - type: map_at_5 value: 37.15558333333333 - type: mrr_at_1 value: 34.09077232860122 - type: mrr_at_10 value: 43.15445393211421 - type: mrr_at_100 value: 43.98645286848257 - type: mrr_at_1000 value: 44.037631313469404 - type: mrr_at_20 value: 43.64045813249614 - type: mrr_at_3 value: 40.674138648480486 - type: mrr_at_5 value: 42.106251182620255 - type: nauc_map_at_1000_diff1 value: 46.250011739434996 - type: nauc_map_at_1000_max value: 30.13664446260598 - type: nauc_map_at_1000_std value: 5.422301791618935 - type: nauc_map_at_100_diff1 value: 46.253631351999395 - type: nauc_map_at_100_max value: 30.12612918885181 - type: nauc_map_at_100_std value: 5.367077019987172 - type: nauc_map_at_10_diff1 value: 46.328171341741346 - type: nauc_map_at_10_max value: 29.80274612581464 - type: nauc_map_at_10_std value: 4.62996685176396 - type: nauc_map_at_1_diff1 value: 51.56118117729493 - type: nauc_map_at_1_max value: 27.94885243863768 - type: nauc_map_at_1_std value: 1.700366508927356 - type: nauc_map_at_20_diff1 value: 46.286750260299094 - type: nauc_map_at_20_max value: 29.979205290353278 - type: nauc_map_at_20_std value: 5.010588412441873 - type: nauc_map_at_3_diff1 value: 47.10018183619064 - type: nauc_map_at_3_max value: 29.062318206078753 - type: nauc_map_at_3_std value: 3.2235696254694197 - type: nauc_map_at_5_diff1 value: 46.41971733050039 - type: nauc_map_at_5_max value: 29.456798617695657 - type: nauc_map_at_5_std value: 4.0921691023077145 - type: nauc_mrr_at_1000_diff1 value: 45.88888977975723 - type: nauc_mrr_at_1000_max value: 32.162138978089544 - type: nauc_mrr_at_1000_std value: 6.2811943424217915 - type: nauc_mrr_at_100_diff1 value: 45.87480433011124 - type: nauc_mrr_at_100_max value: 32.16011334212834 - type: nauc_mrr_at_100_std value: 6.2865717772421785 - type: nauc_mrr_at_10_diff1 value: 45.849652904658825 - type: nauc_mrr_at_10_max value: 32.13847916232293 - type: nauc_mrr_at_10_std value: 6.105718728141999 - type: nauc_mrr_at_1_diff1 value: 51.013730325062156 - type: nauc_mrr_at_1_max value: 32.77457396492779 - type: nauc_mrr_at_1_std value: 4.415684893471724 - type: nauc_mrr_at_20_diff1 value: 45.86663046255274 - type: nauc_mrr_at_20_max value: 32.15219360697865 - type: nauc_mrr_at_20_std value: 6.19603046412763 - type: nauc_mrr_at_3_diff1 value: 46.522376582423185 - type: nauc_mrr_at_3_max value: 32.18259009733714 - type: nauc_mrr_at_3_std value: 5.288000648220897 - type: nauc_mrr_at_5_diff1 value: 45.86611481369745 - type: nauc_mrr_at_5_max value: 32.14261639054921 - type: nauc_mrr_at_5_std value: 5.8811238177073735 - type: nauc_ndcg_at_1000_diff1 value: 44.5055097547565 - type: nauc_ndcg_at_1000_max value: 31.149682057975458 - type: nauc_ndcg_at_1000_std value: 8.157937194901333 - type: nauc_ndcg_at_100_diff1 value: 44.12398363638596 - type: nauc_ndcg_at_100_max value: 30.878064321409994 - type: nauc_ndcg_at_100_std value: 8.40493441452808 - type: nauc_ndcg_at_10_diff1 value: 44.200093505221474 - type: nauc_ndcg_at_10_max value: 30.15267107733158 - type: nauc_ndcg_at_10_std value: 6.407495361566107 - type: nauc_ndcg_at_1_diff1 value: 51.013730325062156 - type: nauc_ndcg_at_1_max value: 32.77457396492779 - type: nauc_ndcg_at_1_std value: 4.415684893471724 - type: nauc_ndcg_at_20_diff1 value: 44.16988321564116 - type: nauc_ndcg_at_20_max value: 30.333532500651213 - type: nauc_ndcg_at_20_std value: 7.10024701386895 - type: nauc_ndcg_at_3_diff1 value: 45.35982873879988 - type: nauc_ndcg_at_3_max value: 30.288312457948702 - type: nauc_ndcg_at_3_std value: 4.653900898293395 - type: nauc_ndcg_at_5_diff1 value: 44.324558115380185 - type: nauc_ndcg_at_5_max value: 30.048149698941373 - type: nauc_ndcg_at_5_std value: 5.6684459618413205 - type: nauc_precision_at_1000_diff1 value: -7.282175798304458 - type: nauc_precision_at_1000_max value: 7.820142031765352 - type: nauc_precision_at_1000_std value: 11.736131836431172 - type: nauc_precision_at_100_diff1 value: 1.0222940256506976 - type: nauc_precision_at_100_max value: 16.12346497070298 - type: nauc_precision_at_100_std value: 18.202607395247874 - type: nauc_precision_at_10_diff1 value: 18.289439185857837 - type: nauc_precision_at_10_max value: 26.116517399154375 - type: nauc_precision_at_10_std value: 13.921214069982302 - type: nauc_precision_at_1_diff1 value: 51.013730325062156 - type: nauc_precision_at_1_max value: 32.77457396492779 - type: nauc_precision_at_1_std value: 4.415684893471724 - type: nauc_precision_at_20_diff1 value: 12.365165405210886 - type: nauc_precision_at_20_max value: 22.946297258937367 - type: nauc_precision_at_20_std value: 16.13862870358933 - type: nauc_precision_at_3_diff1 value: 32.063423642849685 - type: nauc_precision_at_3_max value: 30.140965811989407 - type: nauc_precision_at_3_std value: 8.501746262550146 - type: nauc_precision_at_5_diff1 value: 24.777203357717948 - type: nauc_precision_at_5_max value: 28.401579566848472 - type: nauc_precision_at_5_std value: 11.643246774390914 - type: nauc_recall_at_1000_diff1 value: 30.04216463401409 - type: nauc_recall_at_1000_max value: 34.98067760563842 - type: nauc_recall_at_1000_std value: 48.01453905250591 - type: nauc_recall_at_100_diff1 value: 31.193415507513972 - type: nauc_recall_at_100_max value: 28.69740149270981 - type: nauc_recall_at_100_std value: 25.20960758920368 - type: nauc_recall_at_10_diff1 value: 36.18870823636506 - type: nauc_recall_at_10_max value: 26.005625231341238 - type: nauc_recall_at_10_std value: 8.891983977041376 - type: nauc_recall_at_1_diff1 value: 51.56118117729493 - type: nauc_recall_at_1_max value: 27.94885243863768 - type: nauc_recall_at_1_std value: 1.700366508927356 - type: nauc_recall_at_20_diff1 value: 34.93996118564803 - type: nauc_recall_at_20_max value: 26.149961715956138 - type: nauc_recall_at_20_std value: 12.0657502367633 - type: nauc_recall_at_3_diff1 value: 40.80743946709512 - type: nauc_recall_at_3_max value: 26.443127773025783 - type: nauc_recall_at_3_std value: 3.7011448604241477 - type: nauc_recall_at_5_diff1 value: 37.608535157055776 - type: nauc_recall_at_5_max value: 26.168016189725822 - type: nauc_recall_at_5_std value: 6.344191564595316 - type: ndcg_at_1 value: 34.09083333333333 - type: ndcg_at_10 value: 44.361250000000005 - type: ndcg_at_100 value: 49.586166666666664 - type: ndcg_at_1000 value: 51.623583333333336 - type: ndcg_at_20 value: 46.40158333333333 - type: ndcg_at_3 value: 39.27733333333333 - type: ndcg_at_5 value: 41.662333333333336 - type: precision_at_1 value: 34.09083333333333 - type: precision_at_10 value: 7.957000000000002 - type: precision_at_100 value: 1.2521666666666669 - type: precision_at_1000 value: 0.16125 - type: precision_at_20 value: 4.6755 - type: precision_at_3 value: 18.402083333333334 - type: precision_at_5 value: 13.104333333333335 - type: recall_at_1 value: 28.304499999999997 - type: recall_at_10 value: 56.80666666666667 - type: recall_at_100 value: 79.66208333333334 - type: recall_at_1000 value: 93.6455 - type: recall_at_20 value: 64.2495 - type: recall_at_3 value: 42.431333333333335 - type: recall_at_5 value: 48.665416666666665 task: type: Retrieval - dataset: config: default name: MTEB ClimateFEVER revision: 47f2ac6acb640fc46020b02a5b59fdda04d39380 split: test type: mteb/climate-fever metrics: - type: main_score value: 43.525999999999996 - type: map_at_1 value: 19.291 - type: map_at_10 value: 33.471000000000004 - type: map_at_100 value: 35.388999999999996 - type: map_at_1000 value: 35.568 - type: map_at_20 value: 34.496 - type: map_at_3 value: 28.713 - type: map_at_5 value: 31.384 - type: mrr_at_1 value: 43.77850162866449 - type: mrr_at_10 value: 56.28576598934912 - type: mrr_at_100 value: 56.8588518168194 - type: mrr_at_1000 value: 56.878236725973544 - type: mrr_at_20 value: 56.6409328120183 - type: mrr_at_3 value: 53.56134636264935 - type: mrr_at_5 value: 55.27795874049956 - type: nauc_map_at_1000_diff1 value: 27.262513153363876 - type: nauc_map_at_1000_max value: 40.099398684385584 - type: nauc_map_at_1000_std value: 18.847812394005512 - type: nauc_map_at_100_diff1 value: 27.238993503030745 - type: nauc_map_at_100_max value: 40.07730434492169 - type: nauc_map_at_100_std value: 18.795349250833684 - type: nauc_map_at_10_diff1 value: 27.70929180366227 - type: nauc_map_at_10_max value: 39.55987024970173 - type: nauc_map_at_10_std value: 17.214881544648996 - type: nauc_map_at_1_diff1 value: 43.34155892182403 - type: nauc_map_at_1_max value: 38.23324890148018 - type: nauc_map_at_1_std value: 6.0781444393516075 - type: nauc_map_at_20_diff1 value: 27.311577477800103 - type: nauc_map_at_20_max value: 39.624414083413456 - type: nauc_map_at_20_std value: 18.149811054163287 - type: nauc_map_at_3_diff1 value: 30.475965062734367 - type: nauc_map_at_3_max value: 38.49324825043695 - type: nauc_map_at_3_std value: 13.357656038648487 - type: nauc_map_at_5_diff1 value: 28.425110095017747 - type: nauc_map_at_5_max value: 39.017894870747796 - type: nauc_map_at_5_std value: 15.543817194122564 - type: nauc_mrr_at_1000_diff1 value: 33.16689354701644 - type: nauc_mrr_at_1000_max value: 41.70755363247148 - type: nauc_mrr_at_1000_std value: 24.61667417463176 - type: nauc_mrr_at_100_diff1 value: 33.147229262917506 - type: nauc_mrr_at_100_max value: 41.712455697170725 - type: nauc_mrr_at_100_std value: 24.6418922043652 - type: nauc_mrr_at_10_diff1 value: 32.94185191112572 - type: nauc_mrr_at_10_max value: 41.64272730141954 - type: nauc_mrr_at_10_std value: 24.663391015702707 - type: nauc_mrr_at_1_diff1 value: 39.571969559016395 - type: nauc_mrr_at_1_max value: 39.396249211263495 - type: nauc_mrr_at_1_std value: 16.984149923258357 - type: nauc_mrr_at_20_diff1 value: 33.10040770334742 - type: nauc_mrr_at_20_max value: 41.807565560083034 - type: nauc_mrr_at_20_std value: 24.8064180365271 - type: nauc_mrr_at_3_diff1 value: 33.065406161485704 - type: nauc_mrr_at_3_max value: 41.049510969934694 - type: nauc_mrr_at_3_std value: 23.18371458928609 - type: nauc_mrr_at_5_diff1 value: 33.2389593543916 - type: nauc_mrr_at_5_max value: 41.629486918949915 - type: nauc_mrr_at_5_std value: 24.5777253036149 - type: nauc_ndcg_at_1000_diff1 value: 25.868840609197637 - type: nauc_ndcg_at_1000_max value: 42.79564910784761 - type: nauc_ndcg_at_1000_std value: 27.035091271680113 - type: nauc_ndcg_at_100_diff1 value: 25.019789319579942 - type: nauc_ndcg_at_100_max value: 42.482345143533735 - type: nauc_ndcg_at_100_std value: 26.76872010731345 - type: nauc_ndcg_at_10_diff1 value: 25.949464660653238 - type: nauc_ndcg_at_10_max value: 40.79769544643906 - type: nauc_ndcg_at_10_std value: 22.486116508973204 - type: nauc_ndcg_at_1_diff1 value: 39.571969559016395 - type: nauc_ndcg_at_1_max value: 39.396249211263495 - type: nauc_ndcg_at_1_std value: 16.984149923258357 - type: nauc_ndcg_at_20_diff1 value: 25.173455685962214 - type: nauc_ndcg_at_20_max value: 40.88873540662413 - type: nauc_ndcg_at_20_std value: 24.4451041955519 - type: nauc_ndcg_at_3_diff1 value: 28.185416070726333 - type: nauc_ndcg_at_3_max value: 39.10600031163912 - type: nauc_ndcg_at_3_std value: 18.42694044215541 - type: nauc_ndcg_at_5_diff1 value: 27.112647584005583 - type: nauc_ndcg_at_5_max value: 40.154045682322526 - type: nauc_ndcg_at_5_std value: 20.26822517176828 - type: nauc_precision_at_1000_diff1 value: -16.42087927044017 - type: nauc_precision_at_1000_max value: 3.5326295053913 - type: nauc_precision_at_1000_std value: 24.406810708493197 - type: nauc_precision_at_100_diff1 value: -12.17648135724982 - type: nauc_precision_at_100_max value: 15.895489260126183 - type: nauc_precision_at_100_std value: 32.48346122610907 - type: nauc_precision_at_10_diff1 value: -1.2493131347748072 - type: nauc_precision_at_10_max value: 26.409459305604376 - type: nauc_precision_at_10_std value: 31.115432019300016 - type: nauc_precision_at_1_diff1 value: 39.571969559016395 - type: nauc_precision_at_1_max value: 39.396249211263495 - type: nauc_precision_at_1_std value: 16.984149923258357 - type: nauc_precision_at_20_diff1 value: -6.597509397240593 - type: nauc_precision_at_20_max value: 21.461984620659695 - type: nauc_precision_at_20_std value: 32.9450259748889 - type: nauc_precision_at_3_diff1 value: 9.46378764865453 - type: nauc_precision_at_3_max value: 32.03650819375425 - type: nauc_precision_at_3_std value: 26.489382638510765 - type: nauc_precision_at_5_diff1 value: 3.5987036728169537 - type: nauc_precision_at_5_max value: 30.633955978579703 - type: nauc_precision_at_5_std value: 30.532430088014443 - type: nauc_recall_at_1000_diff1 value: 10.714633106872254 - type: nauc_recall_at_1000_max value: 43.94958623961 - type: nauc_recall_at_1000_std value: 51.78914468954123 - type: nauc_recall_at_100_diff1 value: 9.63781472255557 - type: nauc_recall_at_100_max value: 38.50917465255336 - type: nauc_recall_at_100_std value: 37.78623984642377 - type: nauc_recall_at_10_diff1 value: 16.480342820841688 - type: nauc_recall_at_10_max value: 35.982566867357406 - type: nauc_recall_at_10_std value: 23.30688188788895 - type: nauc_recall_at_1_diff1 value: 43.34155892182403 - type: nauc_recall_at_1_max value: 38.23324890148018 - type: nauc_recall_at_1_std value: 6.0781444393516075 - type: nauc_recall_at_20_diff1 value: 13.521048985146367 - type: nauc_recall_at_20_max value: 34.62462209239834 - type: nauc_recall_at_20_std value: 27.85924191501618 - type: nauc_recall_at_3_diff1 value: 23.57032748533523 - type: nauc_recall_at_3_max value: 36.32703197635613 - type: nauc_recall_at_3_std value: 15.730238734014337 - type: nauc_recall_at_5_diff1 value: 19.61387036368584 - type: nauc_recall_at_5_max value: 36.22030835529556 - type: nauc_recall_at_5_std value: 19.76310648649897 - type: ndcg_at_1 value: 43.779 - type: ndcg_at_10 value: 43.525999999999996 - type: ndcg_at_100 value: 50.138000000000005 - type: ndcg_at_1000 value: 52.991 - type: ndcg_at_20 value: 46.083 - type: ndcg_at_3 value: 38.002 - type: ndcg_at_5 value: 39.842 - type: precision_at_1 value: 43.779 - type: precision_at_10 value: 13.205 - type: precision_at_100 value: 2.051 - type: precision_at_1000 value: 0.259 - type: precision_at_20 value: 7.722999999999999 - type: precision_at_3 value: 28.903000000000002 - type: precision_at_5 value: 21.368000000000002 - type: recall_at_1 value: 19.291 - type: recall_at_10 value: 48.754 - type: recall_at_100 value: 70.97200000000001 - type: recall_at_1000 value: 86.611 - type: recall_at_20 value: 55.884 - type: recall_at_3 value: 34.101 - type: recall_at_5 value: 40.784 task: type: Retrieval - dataset: config: default name: MTEB DBPedia revision: c0f706b76e590d620bd6618b3ca8efdd34e2d659 split: test type: mteb/dbpedia metrics: - type: main_score value: 49.884 - type: map_at_1 value: 9.913 - type: map_at_10 value: 23.186999999999998 - type: map_at_100 value: 34.207 - type: map_at_1000 value: 36.318 - type: map_at_20 value: 27.419 - type: map_at_3 value: 15.656 - type: map_at_5 value: 18.945999999999998 - type: mrr_at_1 value: 75.75 - type: mrr_at_10 value: 82.16279761904761 - type: mrr_at_100 value: 82.48445635330299 - type: mrr_at_1000 value: 82.4870246719901 - type: mrr_at_20 value: 82.36203632968338 - type: mrr_at_3 value: 81.29166666666666 - type: mrr_at_5 value: 82.02916666666667 - type: nauc_map_at_1000_diff1 value: 17.0739966990996 - type: nauc_map_at_1000_max value: 28.440065298437133 - type: nauc_map_at_1000_std value: 20.83498154003865 - type: nauc_map_at_100_diff1 value: 17.75982086107111 - type: nauc_map_at_100_max value: 26.87850835673573 - type: nauc_map_at_100_std value: 18.350282298599275 - type: nauc_map_at_10_diff1 value: 17.15984258564116 - type: nauc_map_at_10_max value: 10.846179132675553 - type: nauc_map_at_10_std value: -6.263534464094614 - type: nauc_map_at_1_diff1 value: 24.014897777973694 - type: nauc_map_at_1_max value: -4.556638938723358 - type: nauc_map_at_1_std value: -22.7844467526989 - type: nauc_map_at_20_diff1 value: 16.3179372493187 - type: nauc_map_at_20_max value: 17.176378915498915 - type: nauc_map_at_20_std value: 1.9378637630340372 - type: nauc_map_at_3_diff1 value: 19.12786794046792 - type: nauc_map_at_3_max value: 0.09063919305677291 - type: nauc_map_at_3_std value: -16.713143158330492 - type: nauc_map_at_5_diff1 value: 18.76504725420023 - type: nauc_map_at_5_max value: 5.040867712207419 - type: nauc_map_at_5_std value: -12.382578318931165 - type: nauc_mrr_at_1000_diff1 value: 54.61266255011247 - type: nauc_mrr_at_1000_max value: 60.83961280977112 - type: nauc_mrr_at_1000_std value: 32.70429260443016 - type: nauc_mrr_at_100_diff1 value: 54.61346236538542 - type: nauc_mrr_at_100_max value: 60.8407974416647 - type: nauc_mrr_at_100_std value: 32.69272843993462 - type: nauc_mrr_at_10_diff1 value: 54.74633685810871 - type: nauc_mrr_at_10_max value: 61.084525933097865 - type: nauc_mrr_at_10_std value: 33.001220210025565 - type: nauc_mrr_at_1_diff1 value: 56.12708423835806 - type: nauc_mrr_at_1_max value: 58.9314540998289 - type: nauc_mrr_at_1_std value: 27.39422607651012 - type: nauc_mrr_at_20_diff1 value: 54.58896150245695 - type: nauc_mrr_at_20_max value: 60.890929983464815 - type: nauc_mrr_at_20_std value: 32.65559641276393 - type: nauc_mrr_at_3_diff1 value: 54.38229071443791 - type: nauc_mrr_at_3_max value: 59.987849044098596 - type: nauc_mrr_at_3_std value: 33.439813880719974 - type: nauc_mrr_at_5_diff1 value: 54.961790262449824 - type: nauc_mrr_at_5_max value: 61.17705173908951 - type: nauc_mrr_at_5_std value: 33.30939850734856 - type: nauc_ndcg_at_1000_diff1 value: 29.27465932507067 - type: nauc_ndcg_at_1000_max value: 47.952543312315214 - type: nauc_ndcg_at_1000_std value: 36.17132236391485 - type: nauc_ndcg_at_100_diff1 value: 28.63072328980134 - type: nauc_ndcg_at_100_max value: 41.460833419186564 - type: nauc_ndcg_at_100_std value: 27.157100358988135 - type: nauc_ndcg_at_10_diff1 value: 23.41488013023301 - type: nauc_ndcg_at_10_max value: 39.27798133072349 - type: nauc_ndcg_at_10_std value: 21.979241438928312 - type: nauc_ndcg_at_1_diff1 value: 46.12120543657642 - type: nauc_ndcg_at_1_max value: 47.28452124039853 - type: nauc_ndcg_at_1_std value: 19.799884708952543 - type: nauc_ndcg_at_20_diff1 value: 23.627669045115574 - type: nauc_ndcg_at_20_max value: 35.88225062457673 - type: nauc_ndcg_at_20_std value: 18.218628030529498 - type: nauc_ndcg_at_3_diff1 value: 25.37309228946118 - type: nauc_ndcg_at_3_max value: 40.64426332992231 - type: nauc_ndcg_at_3_std value: 24.608330645901482 - type: nauc_ndcg_at_5_diff1 value: 24.055798594999654 - type: nauc_ndcg_at_5_max value: 41.16180524175431 - type: nauc_ndcg_at_5_std value: 24.048305528761315 - type: nauc_precision_at_1000_diff1 value: -18.234943251015576 - type: nauc_precision_at_1000_max value: 0.48708502364659184 - type: nauc_precision_at_1000_std value: 2.4473601543134027 - type: nauc_precision_at_100_diff1 value: -3.0077810947381227 - type: nauc_precision_at_100_max value: 25.27249321108913 - type: nauc_precision_at_100_std value: 37.36575792126928 - type: nauc_precision_at_10_diff1 value: -0.2393778190297635 - type: nauc_precision_at_10_max value: 36.40513293547299 - type: nauc_precision_at_10_std value: 37.4827885766009 - type: nauc_precision_at_1_diff1 value: 56.12708423835806 - type: nauc_precision_at_1_max value: 58.9314540998289 - type: nauc_precision_at_1_std value: 27.39422607651012 - type: nauc_precision_at_20_diff1 value: -1.2010133229402933 - type: nauc_precision_at_20_max value: 34.117541814385966 - type: nauc_precision_at_20_std value: 39.13273254177449 - type: nauc_precision_at_3_diff1 value: 11.757378092198486 - type: nauc_precision_at_3_max value: 42.637962482588875 - type: nauc_precision_at_3_std value: 37.42465077352342 - type: nauc_precision_at_5_diff1 value: 7.233177203405101 - type: nauc_precision_at_5_max value: 43.1663582897407 - type: nauc_precision_at_5_std value: 38.848449220750055 - type: nauc_recall_at_1000_diff1 value: 27.33938551969145 - type: nauc_recall_at_1000_max value: 45.5614254479334 - type: nauc_recall_at_1000_std value: 50.58528916250458 - type: nauc_recall_at_100_diff1 value: 23.610383761920097 - type: nauc_recall_at_100_max value: 31.422168485847184 - type: nauc_recall_at_100_std value: 25.58649926458304 - type: nauc_recall_at_10_diff1 value: 14.62495111808408 - type: nauc_recall_at_10_max value: 7.4295041277681095 - type: nauc_recall_at_10_std value: -9.32297089600654 - type: nauc_recall_at_1_diff1 value: 24.014897777973694 - type: nauc_recall_at_1_max value: -4.556638938723358 - type: nauc_recall_at_1_std value: -22.7844467526989 - type: nauc_recall_at_20_diff1 value: 14.027862330014662 - type: nauc_recall_at_20_max value: 12.437478731690844 - type: nauc_recall_at_20_std value: -3.0740743798103676 - type: nauc_recall_at_3_diff1 value: 16.354018356566712 - type: nauc_recall_at_3_max value: -2.9812231240997917 - type: nauc_recall_at_3_std value: -18.27746460743442 - type: nauc_recall_at_5_diff1 value: 16.81486583473587 - type: nauc_recall_at_5_max value: 2.420128513974744 - type: nauc_recall_at_5_std value: -14.441820321214108 - type: ndcg_at_1 value: 63.87500000000001 - type: ndcg_at_10 value: 49.884 - type: ndcg_at_100 value: 54.738 - type: ndcg_at_1000 value: 61.635 - type: ndcg_at_20 value: 48.894999999999996 - type: ndcg_at_3 value: 54.287 - type: ndcg_at_5 value: 52.40899999999999 - type: precision_at_1 value: 75.75 - type: precision_at_10 value: 40.9 - type: precision_at_100 value: 13.139999999999999 - type: precision_at_1000 value: 2.533 - type: precision_at_20 value: 30.8 - type: precision_at_3 value: 57.667 - type: precision_at_5 value: 51.05 - type: recall_at_1 value: 9.913 - type: recall_at_10 value: 28.591 - type: recall_at_100 value: 61.017999999999994 - type: recall_at_1000 value: 83.383 - type: recall_at_20 value: 37.834 - type: recall_at_3 value: 17.049 - type: recall_at_5 value: 21.685 task: type: Retrieval - dataset: config: default name: MTEB EmotionClassification revision: 4f58c6b202a23cf9a4da393831edf4f9183cad37 split: test type: mteb/emotion metrics: - type: accuracy value: 78.77499999999999 - type: f1 value: 73.74058240799386 - type: f1_weighted value: 79.78804377638227 - type: main_score value: 78.77499999999999 task: type: Classification - dataset: config: default name: MTEB FEVER revision: bea83ef9e8fb933d90a2f1d5515737465d613e12 split: test type: mteb/fever metrics: - type: main_score value: 90.986 - type: map_at_1 value: 81.601 - type: map_at_10 value: 88.242 - type: map_at_100 value: 88.46000000000001 - type: map_at_1000 value: 88.472 - type: map_at_20 value: 88.375 - type: map_at_3 value: 87.237 - type: map_at_5 value: 87.85300000000001 - type: mrr_at_1 value: 87.81878187818782 - type: mrr_at_10 value: 92.20301196786335 - type: mrr_at_100 value: 92.24884236673292 - type: mrr_at_1000 value: 92.2496338899362 - type: mrr_at_20 value: 92.23112073283473 - type: mrr_at_3 value: 91.77417741774165 - type: mrr_at_5 value: 92.03970397039689 - type: nauc_map_at_1000_diff1 value: 56.54670664910505 - type: nauc_map_at_1000_max value: 33.08375749975477 - type: nauc_map_at_1000_std value: 2.7491595418252865 - type: nauc_map_at_100_diff1 value: 56.50887688686924 - type: nauc_map_at_100_max value: 33.075487189958494 - type: nauc_map_at_100_std value: 2.7675869969253375 - type: nauc_map_at_10_diff1 value: 56.08080806610569 - type: nauc_map_at_10_max value: 32.776972098819066 - type: nauc_map_at_10_std value: 2.5904846711290097 - type: nauc_map_at_1_diff1 value: 60.645344065853145 - type: nauc_map_at_1_max value: 31.232776777514797 - type: nauc_map_at_1_std value: -1.1946138176109171 - type: nauc_map_at_20_diff1 value: 56.28378454162355 - type: nauc_map_at_20_max value: 32.98207150385811 - type: nauc_map_at_20_std value: 2.8469814040214025 - type: nauc_map_at_3_diff1 value: 55.81958007095375 - type: nauc_map_at_3_max value: 31.602707711038313 - type: nauc_map_at_3_std value: 0.8117019292273401 - type: nauc_map_at_5_diff1 value: 55.706025752316535 - type: nauc_map_at_5_max value: 32.16032683604737 - type: nauc_map_at_5_std value: 1.8853201503498669 - type: nauc_mrr_at_1000_diff1 value: 75.4997173366251 - type: nauc_mrr_at_1000_max value: 41.49117135484116 - type: nauc_mrr_at_1000_std value: -2.0636172883680852 - type: nauc_mrr_at_100_diff1 value: 75.50118860648519 - type: nauc_mrr_at_100_max value: 41.49490161517194 - type: nauc_mrr_at_100_std value: -2.057024385178682 - type: nauc_mrr_at_10_diff1 value: 75.47295153099428 - type: nauc_mrr_at_10_max value: 41.55003304042536 - type: nauc_mrr_at_10_std value: -2.0353663198929253 - type: nauc_mrr_at_1_diff1 value: 76.632058433229 - type: nauc_mrr_at_1_max value: 39.754483718891656 - type: nauc_mrr_at_1_std value: -2.962241058101701 - type: nauc_mrr_at_20_diff1 value: 75.47221882396194 - type: nauc_mrr_at_20_max value: 41.50779280480839 - type: nauc_mrr_at_20_std value: -1.9620212266426307 - type: nauc_mrr_at_3_diff1 value: 75.5682297897137 - type: nauc_mrr_at_3_max value: 41.53543801506081 - type: nauc_mrr_at_3_std value: -3.391681195945978 - type: nauc_mrr_at_5_diff1 value: 75.37562775183947 - type: nauc_mrr_at_5_max value: 41.42028509006753 - type: nauc_mrr_at_5_std value: -2.418698675622726 - type: nauc_ndcg_at_1000_diff1 value: 59.364557011624 - type: nauc_ndcg_at_1000_max value: 35.4112238125149 - type: nauc_ndcg_at_1000_std value: 3.717516193303376 - type: nauc_ndcg_at_100_diff1 value: 58.55706703023122 - type: nauc_ndcg_at_100_max value: 35.352285999934594 - type: nauc_ndcg_at_100_std value: 4.273437944266781 - type: nauc_ndcg_at_10_diff1 value: 56.77422701267037 - type: nauc_ndcg_at_10_max value: 34.24909893882957 - type: nauc_ndcg_at_10_std value: 4.178151434006727 - type: nauc_ndcg_at_1_diff1 value: 76.632058433229 - type: nauc_ndcg_at_1_max value: 39.754483718891656 - type: nauc_ndcg_at_1_std value: -2.962241058101701 - type: nauc_ndcg_at_20_diff1 value: 57.27343398231262 - type: nauc_ndcg_at_20_max value: 34.7416626740278 - type: nauc_ndcg_at_20_std value: 4.955858766014002 - type: nauc_ndcg_at_3_diff1 value: 57.69267803121093 - type: nauc_ndcg_at_3_max value: 33.13744317023105 - type: nauc_ndcg_at_3_std value: 0.40380284030057023 - type: nauc_ndcg_at_5_diff1 value: 56.57461019113917 - type: nauc_ndcg_at_5_max value: 33.244657840804386 - type: nauc_ndcg_at_5_std value: 2.5121440827702046 - type: nauc_precision_at_1000_diff1 value: -14.54492513449718 - type: nauc_precision_at_1000_max value: -5.94552147573623 - type: nauc_precision_at_1000_std value: 1.2446209816057374 - type: nauc_precision_at_100_diff1 value: -15.452676132568344 - type: nauc_precision_at_100_max value: -3.760241749847617 - type: nauc_precision_at_100_std value: 4.623534605290865 - type: nauc_precision_at_10_diff1 value: -12.712908026086176 - type: nauc_precision_at_10_max value: 0.45241316994816805 - type: nauc_precision_at_10_std value: 7.849478570138391 - type: nauc_precision_at_1_diff1 value: 76.632058433229 - type: nauc_precision_at_1_max value: 39.754483718891656 - type: nauc_precision_at_1_std value: -2.962241058101701 - type: nauc_precision_at_20_diff1 value: -14.514618673172041 - type: nauc_precision_at_20_max value: -1.113635490621818 - type: nauc_precision_at_20_std value: 8.599811730457576 - type: nauc_precision_at_3_diff1 value: 6.1367799850003815 - type: nauc_precision_at_3_max value: 8.466271950897857 - type: nauc_precision_at_3_std value: 1.7458051543195068 - type: nauc_precision_at_5_diff1 value: -5.804548945783379 - type: nauc_precision_at_5_max value: 3.4060251839074818 - type: nauc_precision_at_5_std value: 5.583410511782371 - type: nauc_recall_at_1000_diff1 value: 19.329432953574095 - type: nauc_recall_at_1000_max value: 43.260442595158736 - type: nauc_recall_at_1000_std value: 53.89644660661804 - type: nauc_recall_at_100_diff1 value: 21.265326296051235 - type: nauc_recall_at_100_max value: 38.573000195373695 - type: nauc_recall_at_100_std value: 42.169391082152785 - type: nauc_recall_at_10_diff1 value: 29.785129558987432 - type: nauc_recall_at_10_max value: 28.379657867558034 - type: nauc_recall_at_10_std value: 21.132574624091973 - type: nauc_recall_at_1_diff1 value: 60.645344065853145 - type: nauc_recall_at_1_max value: 31.232776777514797 - type: nauc_recall_at_1_std value: -1.1946138176109171 - type: nauc_recall_at_20_diff1 value: 25.88845612373954 - type: nauc_recall_at_20_max value: 30.24785945821152 - type: nauc_recall_at_20_std value: 31.73911437468067 - type: nauc_recall_at_3_diff1 value: 42.2968464797395 - type: nauc_recall_at_3_max value: 26.494318009870018 - type: nauc_recall_at_3_std value: 2.6045977160467544 - type: nauc_recall_at_5_diff1 value: 35.81340094401374 - type: nauc_recall_at_5_max value: 25.91082947510634 - type: nauc_recall_at_5_std value: 9.759404930864779 - type: ndcg_at_1 value: 87.819 - type: ndcg_at_10 value: 90.986 - type: ndcg_at_100 value: 91.69 - type: ndcg_at_1000 value: 91.863 - type: ndcg_at_20 value: 91.293 - type: ndcg_at_3 value: 89.621 - type: ndcg_at_5 value: 90.333 - type: precision_at_1 value: 87.819 - type: precision_at_10 value: 10.753 - type: precision_at_100 value: 1.138 - type: precision_at_1000 value: 0.117 - type: precision_at_20 value: 5.4879999999999995 - type: precision_at_3 value: 33.703 - type: precision_at_5 value: 20.831 - type: recall_at_1 value: 81.601 - type: recall_at_10 value: 95.44200000000001 - type: recall_at_100 value: 98.14399999999999 - type: recall_at_1000 value: 99.157 - type: recall_at_20 value: 96.43 - type: recall_at_3 value: 91.729 - type: recall_at_5 value: 93.552 task: type: Retrieval - dataset: config: default name: MTEB FiQA2018 revision: 27a168819829fe9bcd655c2df245fb19452e8e06 split: test type: mteb/fiqa metrics: - type: main_score value: 56.056 - type: map_at_1 value: 28.666000000000004 - type: map_at_10 value: 47.437000000000005 - type: map_at_100 value: 49.537 - type: map_at_1000 value: 49.665 - type: map_at_20 value: 48.618 - type: map_at_3 value: 41.355 - type: map_at_5 value: 44.525 - type: mrr_at_1 value: 55.55555555555556 - type: mrr_at_10 value: 63.705173427395614 - type: mrr_at_100 value: 64.25449940779741 - type: mrr_at_1000 value: 64.27635581092147 - type: mrr_at_20 value: 64.03796029079103 - type: mrr_at_3 value: 61.49691358024688 - type: mrr_at_5 value: 62.73148148148143 - type: nauc_map_at_1000_diff1 value: 43.24282910397747 - type: nauc_map_at_1000_max value: 28.506093180265644 - type: nauc_map_at_1000_std value: -13.040508386155054 - type: nauc_map_at_100_diff1 value: 43.23650442904607 - type: nauc_map_at_100_max value: 28.470565635459156 - type: nauc_map_at_100_std value: -12.988098780714935 - type: nauc_map_at_10_diff1 value: 43.393840733087686 - type: nauc_map_at_10_max value: 26.637302062720153 - type: nauc_map_at_10_std value: -14.47500292113762 - type: nauc_map_at_1_diff1 value: 47.705150227211725 - type: nauc_map_at_1_max value: 15.354189686550129 - type: nauc_map_at_1_std value: -14.559819859039067 - type: nauc_map_at_20_diff1 value: 43.14121075706104 - type: nauc_map_at_20_max value: 27.811170590408395 - type: nauc_map_at_20_std value: -13.459413585283583 - type: nauc_map_at_3_diff1 value: 44.33938667720801 - type: nauc_map_at_3_max value: 21.785619884549398 - type: nauc_map_at_3_std value: -15.569980103071593 - type: nauc_map_at_5_diff1 value: 43.39280905665027 - type: nauc_map_at_5_max value: 25.021492190645017 - type: nauc_map_at_5_std value: -14.48856622187443 - type: nauc_mrr_at_1000_diff1 value: 52.971563939946286 - type: nauc_mrr_at_1000_max value: 38.88019486172324 - type: nauc_mrr_at_1000_std value: -12.412991642381616 - type: nauc_mrr_at_100_diff1 value: 52.978468139876945 - type: nauc_mrr_at_100_max value: 38.89751787948751 - type: nauc_mrr_at_100_std value: -12.3677876252269 - type: nauc_mrr_at_10_diff1 value: 52.78507148048174 - type: nauc_mrr_at_10_max value: 38.55079809310022 - type: nauc_mrr_at_10_std value: -12.944127025078755 - type: nauc_mrr_at_1_diff1 value: 55.52626805861546 - type: nauc_mrr_at_1_max value: 40.49306809164979 - type: nauc_mrr_at_1_std value: -12.886607701317681 - type: nauc_mrr_at_20_diff1 value: 52.9592152665678 - type: nauc_mrr_at_20_max value: 38.88514014589964 - type: nauc_mrr_at_20_std value: -12.434464359819444 - type: nauc_mrr_at_3_diff1 value: 52.73696844091174 - type: nauc_mrr_at_3_max value: 38.61018727252859 - type: nauc_mrr_at_3_std value: -13.123989867364166 - type: nauc_mrr_at_5_diff1 value: 53.037110010188 - type: nauc_mrr_at_5_max value: 38.44770729849151 - type: nauc_mrr_at_5_std value: -13.49318771828972 - type: nauc_ndcg_at_1000_diff1 value: 44.73813840091289 - type: nauc_ndcg_at_1000_max value: 33.70113904685389 - type: nauc_ndcg_at_1000_std value: -10.328687058192742 - type: nauc_ndcg_at_100_diff1 value: 44.595174119928835 - type: nauc_ndcg_at_100_max value: 33.4788285112467 - type: nauc_ndcg_at_100_std value: -8.695355259716946 - type: nauc_ndcg_at_10_diff1 value: 44.39837225263 - type: nauc_ndcg_at_10_max value: 29.188289725593393 - type: nauc_ndcg_at_10_std value: -13.67608323673103 - type: nauc_ndcg_at_1_diff1 value: 55.52626805861546 - type: nauc_ndcg_at_1_max value: 40.49306809164979 - type: nauc_ndcg_at_1_std value: -12.886607701317681 - type: nauc_ndcg_at_20_diff1 value: 44.24661739902305 - type: nauc_ndcg_at_20_max value: 31.667868318249965 - type: nauc_ndcg_at_20_std value: -10.65470780066342 - type: nauc_ndcg_at_3_diff1 value: 43.39857166975522 - type: nauc_ndcg_at_3_max value: 31.764668313577495 - type: nauc_ndcg_at_3_std value: -14.494866954678152 - type: nauc_ndcg_at_5_diff1 value: 43.16976647347281 - type: nauc_ndcg_at_5_max value: 29.878329062643143 - type: nauc_ndcg_at_5_std value: -13.987689089179739 - type: nauc_precision_at_1000_diff1 value: -9.807973252625484 - type: nauc_precision_at_1000_max value: 26.6279603849494 - type: nauc_precision_at_1000_std value: 7.113187103520632 - type: nauc_precision_at_100_diff1 value: -4.777149603323976 - type: nauc_precision_at_100_max value: 31.03410463692187 - type: nauc_precision_at_100_std value: 10.463144150275435 - type: nauc_precision_at_10_diff1 value: 8.691528703215962 - type: nauc_precision_at_10_max value: 33.329579434123374 - type: nauc_precision_at_10_std value: -0.8002015226329403 - type: nauc_precision_at_1_diff1 value: 55.52626805861546 - type: nauc_precision_at_1_max value: 40.49306809164979 - type: nauc_precision_at_1_std value: -12.886607701317681 - type: nauc_precision_at_20_diff1 value: 3.4564653474184284 - type: nauc_precision_at_20_max value: 34.401070158471136 - type: nauc_precision_at_20_std value: 5.813431200164549 - type: nauc_precision_at_3_diff1 value: 22.463219705462187 - type: nauc_precision_at_3_max value: 34.77413976546924 - type: nauc_precision_at_3_std value: -7.083890789741479 - type: nauc_precision_at_5_diff1 value: 14.011006004883154 - type: nauc_precision_at_5_max value: 35.73655466853702 - type: nauc_precision_at_5_std value: -2.8395172077771598 - type: nauc_recall_at_1000_diff1 value: 16.478046357391555 - type: nauc_recall_at_1000_max value: 43.231704288282344 - type: nauc_recall_at_1000_std value: 38.430684937573645 - type: nauc_recall_at_100_diff1 value: 30.764718344602436 - type: nauc_recall_at_100_max value: 31.769050487166655 - type: nauc_recall_at_100_std value: 23.48468311677149 - type: nauc_recall_at_10_diff1 value: 34.47339565324045 - type: nauc_recall_at_10_max value: 19.054212335800454 - type: nauc_recall_at_10_std value: -11.039734015330437 - type: nauc_recall_at_1_diff1 value: 47.705150227211725 - type: nauc_recall_at_1_max value: 15.354189686550129 - type: nauc_recall_at_1_std value: -14.559819859039067 - type: nauc_recall_at_20_diff1 value: 32.1011474016873 - type: nauc_recall_at_20_max value: 25.546372988304423 - type: nauc_recall_at_20_std value: -0.007233471152482897 - type: nauc_recall_at_3_diff1 value: 37.5708138019065 - type: nauc_recall_at_3_max value: 16.66410785756736 - type: nauc_recall_at_3_std value: -15.404817020108966 - type: nauc_recall_at_5_diff1 value: 35.714519648479595 - type: nauc_recall_at_5_max value: 19.02075233009296 - type: nauc_recall_at_5_std value: -13.180963359760725 - type: ndcg_at_1 value: 55.556000000000004 - type: ndcg_at_10 value: 56.056 - type: ndcg_at_100 value: 62.44 - type: ndcg_at_1000 value: 64.263 - type: ndcg_at_20 value: 58.638999999999996 - type: ndcg_at_3 value: 51.722 - type: ndcg_at_5 value: 52.701 - type: precision_at_1 value: 55.556000000000004 - type: precision_at_10 value: 15.679000000000002 - type: precision_at_100 value: 2.252 - type: precision_at_1000 value: 0.257 - type: precision_at_20 value: 9.02 - type: precision_at_3 value: 34.619 - type: precision_at_5 value: 25.093 - type: recall_at_1 value: 28.666000000000004 - type: recall_at_10 value: 63.717999999999996 - type: recall_at_100 value: 86.938 - type: recall_at_1000 value: 97.603 - type: recall_at_20 value: 71.649 - type: recall_at_3 value: 46.663 - type: recall_at_5 value: 53.313 task: type: Retrieval - dataset: config: default name: MTEB HotpotQA revision: ab518f4d6fcca38d87c25209f94beba119d02014 split: test type: mteb/hotpotqa metrics: - type: main_score value: 71.74199999999999 - type: map_at_1 value: 41.729 - type: map_at_10 value: 63.168 - type: map_at_100 value: 64.132 - type: map_at_1000 value: 64.199 - type: map_at_20 value: 63.736000000000004 - type: map_at_3 value: 59.826 - type: map_at_5 value: 61.882000000000005 - type: mrr_at_1 value: 83.45712356515868 - type: mrr_at_10 value: 87.850342432719 - type: mrr_at_100 value: 88.0016320691113 - type: mrr_at_1000 value: 88.00576596968136 - type: mrr_at_20 value: 87.94463253190389 - type: mrr_at_3 value: 87.13706954760278 - type: mrr_at_5 value: 87.59419311276136 - type: nauc_map_at_1000_diff1 value: 13.635446621095054 - type: nauc_map_at_1000_max value: 18.670632529445633 - type: nauc_map_at_1000_std value: 10.444842636150575 - type: nauc_map_at_100_diff1 value: 13.599262398010783 - type: nauc_map_at_100_max value: 18.636389405484806 - type: nauc_map_at_100_std value: 10.460027483576043 - type: nauc_map_at_10_diff1 value: 13.235053919323942 - type: nauc_map_at_10_max value: 18.252140477080047 - type: nauc_map_at_10_std value: 9.9075337042203 - type: nauc_map_at_1_diff1 value: 76.51940497836482 - type: nauc_map_at_1_max value: 51.251419487235474 - type: nauc_map_at_1_std value: 0.16714896857146574 - type: nauc_map_at_20_diff1 value: 13.4178245722222 - type: nauc_map_at_20_max value: 18.40988771210718 - type: nauc_map_at_20_std value: 10.216685163366282 - type: nauc_map_at_3_diff1 value: 13.38370761663418 - type: nauc_map_at_3_max value: 17.760962555456537 - type: nauc_map_at_3_std value: 7.15741965624388 - type: nauc_map_at_5_diff1 value: 13.138133309724855 - type: nauc_map_at_5_max value: 17.871761295251044 - type: nauc_map_at_5_std value: 8.475147426940074 - type: nauc_mrr_at_1000_diff1 value: 75.82650818891959 - type: nauc_mrr_at_1000_max value: 53.6736100668434 - type: nauc_mrr_at_1000_std value: 1.8025016349213916 - type: nauc_mrr_at_100_diff1 value: 75.82530574210111 - type: nauc_mrr_at_100_max value: 53.68067545829002 - type: nauc_mrr_at_100_std value: 1.8147470536495791 - type: nauc_mrr_at_10_diff1 value: 75.8330135686799 - type: nauc_mrr_at_10_max value: 53.78626885349077 - type: nauc_mrr_at_10_std value: 1.7975782717226636 - type: nauc_mrr_at_1_diff1 value: 76.51940497836482 - type: nauc_mrr_at_1_max value: 51.251419487235474 - type: nauc_mrr_at_1_std value: 0.16714896857146574 - type: nauc_mrr_at_20_diff1 value: 75.82783382464166 - type: nauc_mrr_at_20_max value: 53.68364567043885 - type: nauc_mrr_at_20_std value: 1.742037904463963 - type: nauc_mrr_at_3_diff1 value: 75.6944609768663 - type: nauc_mrr_at_3_max value: 53.803941340341666 - type: nauc_mrr_at_3_std value: 1.1849945458077804 - type: nauc_mrr_at_5_diff1 value: 75.73006960604903 - type: nauc_mrr_at_5_max value: 53.62223096420106 - type: nauc_mrr_at_5_std value: 1.6144067563410909 - type: nauc_ndcg_at_1000_diff1 value: 21.58025241642726 - type: nauc_ndcg_at_1000_max value: 24.675747527001153 - type: nauc_ndcg_at_1000_std value: 13.075943547492718 - type: nauc_ndcg_at_100_diff1 value: 20.30260137544846 - type: nauc_ndcg_at_100_max value: 23.757528813872018 - type: nauc_ndcg_at_100_std value: 13.648994687574062 - type: nauc_ndcg_at_10_diff1 value: 18.995052360997818 - type: nauc_ndcg_at_10_max value: 22.254260808196037 - type: nauc_ndcg_at_10_std value: 11.27212390633054 - type: nauc_ndcg_at_1_diff1 value: 76.51940497836482 - type: nauc_ndcg_at_1_max value: 51.251419487235474 - type: nauc_ndcg_at_1_std value: 0.16714896857146574 - type: nauc_ndcg_at_20_diff1 value: 19.333742380695757 - type: nauc_ndcg_at_20_max value: 22.527779834633364 - type: nauc_ndcg_at_20_std value: 12.161009000707917 - type: nauc_ndcg_at_3_diff1 value: 20.013329040965534 - type: nauc_ndcg_at_3_max value: 21.99692460311921 - type: nauc_ndcg_at_3_std value: 6.8076290638386165 - type: nauc_ndcg_at_5_diff1 value: 19.08226315942471 - type: nauc_ndcg_at_5_max value: 21.71185964294168 - type: nauc_ndcg_at_5_std value: 8.671911269518214 - type: nauc_precision_at_1000_diff1 value: 2.4462475489446764 - type: nauc_precision_at_1000_max value: 29.145662064268578 - type: nauc_precision_at_1000_std value: 49.20704909525856 - type: nauc_precision_at_100_diff1 value: 0.11271196725540299 - type: nauc_precision_at_100_max value: 17.37584606388067 - type: nauc_precision_at_100_std value: 34.66099346244071 - type: nauc_precision_at_10_diff1 value: 2.9923183951227825 - type: nauc_precision_at_10_max value: 14.261884731124264 - type: nauc_precision_at_10_std value: 18.084188795498378 - type: nauc_precision_at_1_diff1 value: 76.51940497836482 - type: nauc_precision_at_1_max value: 51.251419487235474 - type: nauc_precision_at_1_std value: 0.16714896857146574 - type: nauc_precision_at_20_diff1 value: 1.9180293008303761 - type: nauc_precision_at_20_max value: 13.832269193468512 - type: nauc_precision_at_20_std value: 21.65284406055607 - type: nauc_precision_at_3_diff1 value: 7.226609484731811 - type: nauc_precision_at_3_max value: 15.162908526977272 - type: nauc_precision_at_3_std value: 8.451859972962776 - type: nauc_precision_at_5_diff1 value: 4.705236845538159 - type: nauc_precision_at_5_max value: 14.022910843582666 - type: nauc_precision_at_5_std value: 11.777269322821605 - type: nauc_recall_at_1000_diff1 value: 2.446247548945172 - type: nauc_recall_at_1000_max value: 29.14566206426889 - type: nauc_recall_at_1000_std value: 49.20704909525879 - type: nauc_recall_at_100_diff1 value: 0.1127119672553316 - type: nauc_recall_at_100_max value: 17.37584606388062 - type: nauc_recall_at_100_std value: 34.660993462440686 - type: nauc_recall_at_10_diff1 value: 2.9923183951227927 - type: nauc_recall_at_10_max value: 14.261884731124299 - type: nauc_recall_at_10_std value: 18.08418879549837 - type: nauc_recall_at_1_diff1 value: 76.51940497836482 - type: nauc_recall_at_1_max value: 51.251419487235474 - type: nauc_recall_at_1_std value: 0.16714896857146574 - type: nauc_recall_at_20_diff1 value: 1.918029300830432 - type: nauc_recall_at_20_max value: 13.832269193468566 - type: nauc_recall_at_20_std value: 21.65284406055605 - type: nauc_recall_at_3_diff1 value: 7.226609484731802 - type: nauc_recall_at_3_max value: 15.162908526977182 - type: nauc_recall_at_3_std value: 8.451859972962634 - type: nauc_recall_at_5_diff1 value: 4.705236845538197 - type: nauc_recall_at_5_max value: 14.02291084358265 - type: nauc_recall_at_5_std value: 11.777269322821638 - type: ndcg_at_1 value: 83.45700000000001 - type: ndcg_at_10 value: 71.74199999999999 - type: ndcg_at_100 value: 75.008 - type: ndcg_at_1000 value: 76.242 - type: ndcg_at_20 value: 73.114 - type: ndcg_at_3 value: 67.128 - type: ndcg_at_5 value: 69.645 - type: precision_at_1 value: 83.45700000000001 - type: precision_at_10 value: 14.747 - type: precision_at_100 value: 1.73 - type: precision_at_1000 value: 0.189 - type: precision_at_20 value: 7.8149999999999995 - type: precision_at_3 value: 42.323 - type: precision_at_5 value: 27.381 - type: recall_at_1 value: 41.729 - type: recall_at_10 value: 73.734 - type: recall_at_100 value: 86.502 - type: recall_at_1000 value: 94.60499999999999 - type: recall_at_20 value: 78.14999999999999 - type: recall_at_3 value: 63.483999999999995 - type: recall_at_5 value: 68.45400000000001 task: type: Retrieval - dataset: config: default name: MTEB ImdbClassification revision: 3d86128a09e091d6018b6d26cad27f2739fc2db7 split: test type: mteb/imdb metrics: - type: accuracy value: 96.4904 - type: ap value: 94.85481918794709 - type: ap_weighted value: 94.85481918794709 - type: f1 value: 96.4898592305707 - type: f1_weighted value: 96.4898592305707 - type: main_score value: 96.4904 task: type: Classification - dataset: config: default name: MTEB MSMARCO revision: c5a29a104738b98a9e76336939199e264163d4a0 split: dev type: mteb/msmarco metrics: - type: main_score value: 43.692 - type: map_at_1 value: 23.751 - type: map_at_10 value: 36.553999999999995 - type: map_at_100 value: 37.721 - type: map_at_1000 value: 37.763999999999996 - type: map_at_20 value: 37.289 - type: map_at_3 value: 32.643 - type: map_at_5 value: 34.851 - type: mrr_at_1 value: 24.455587392550143 - type: mrr_at_10 value: 37.18388706963206 - type: mrr_at_100 value: 38.28330737932916 - type: mrr_at_1000 value: 38.32054399710817 - type: mrr_at_20 value: 37.8818001216278 - type: mrr_at_3 value: 33.35721107927405 - type: mrr_at_5 value: 35.52483285577843 - type: nauc_map_at_1000_diff1 value: 36.3576177260684 - type: nauc_map_at_1000_max value: 7.854511605962703 - type: nauc_map_at_1000_std value: -17.701121059746878 - type: nauc_map_at_100_diff1 value: 36.356075649230505 - type: nauc_map_at_100_max value: 7.862168042999533 - type: nauc_map_at_100_std value: -17.670102459097233 - type: nauc_map_at_10_diff1 value: 36.22122978875574 - type: nauc_map_at_10_max value: 7.80848606967416 - type: nauc_map_at_10_std value: -18.3265151386167 - type: nauc_map_at_1_diff1 value: 39.28605466408357 - type: nauc_map_at_1_max value: 6.20202977590459 - type: nauc_map_at_1_std value: -15.734334090045026 - type: nauc_map_at_20_diff1 value: 36.33637880909657 - type: nauc_map_at_20_max value: 7.843437969476022 - type: nauc_map_at_20_std value: -17.917533363025996 - type: nauc_map_at_3_diff1 value: 36.24864976076741 - type: nauc_map_at_3_max value: 7.420345251835957 - type: nauc_map_at_3_std value: -18.71678497722944 - type: nauc_map_at_5_diff1 value: 36.0789619291824 - type: nauc_map_at_5_max value: 7.7314285669514495 - type: nauc_map_at_5_std value: -18.748688764538706 - type: nauc_mrr_at_1000_diff1 value: 36.23912675623378 - type: nauc_mrr_at_1000_max value: 7.690553436255147 - type: nauc_mrr_at_1000_std value: -17.609526070212304 - type: nauc_mrr_at_100_diff1 value: 36.23782651189002 - type: nauc_mrr_at_100_max value: 7.70075095171647 - type: nauc_mrr_at_100_std value: -17.575714144960184 - type: nauc_mrr_at_10_diff1 value: 36.125229472534215 - type: nauc_mrr_at_10_max value: 7.635472248755658 - type: nauc_mrr_at_10_std value: -18.208166616511086 - type: nauc_mrr_at_1_diff1 value: 39.20986875554532 - type: nauc_mrr_at_1_max value: 6.062668487561363 - type: nauc_mrr_at_1_std value: -16.04130340817602 - type: nauc_mrr_at_20_diff1 value: 36.21207088739667 - type: nauc_mrr_at_20_max value: 7.699610250145951 - type: nauc_mrr_at_20_std value: -17.778245221724028 - type: nauc_mrr_at_3_diff1 value: 36.03957583885305 - type: nauc_mrr_at_3_max value: 7.225515576504581 - type: nauc_mrr_at_3_std value: -18.74478742943741 - type: nauc_mrr_at_5_diff1 value: 35.969152496648974 - type: nauc_mrr_at_5_max value: 7.584059789018233 - type: nauc_mrr_at_5_std value: -18.569374723129332 - type: nauc_ndcg_at_1000_diff1 value: 35.894655529841806 - type: nauc_ndcg_at_1000_max value: 8.579327424366236 - type: nauc_ndcg_at_1000_std value: -16.359677367747896 - type: nauc_ndcg_at_100_diff1 value: 35.89861902483983 - type: nauc_ndcg_at_100_max value: 8.830873623962242 - type: nauc_ndcg_at_100_std value: -15.173125564722978 - type: nauc_ndcg_at_10_diff1 value: 35.36499811105169 - type: nauc_ndcg_at_10_max value: 8.449267180956992 - type: nauc_ndcg_at_10_std value: -18.41978802362402 - type: nauc_ndcg_at_1_diff1 value: 39.15422481210622 - type: nauc_ndcg_at_1_max value: 6.055515791928331 - type: nauc_ndcg_at_1_std value: -16.042779610876252 - type: nauc_ndcg_at_20_diff1 value: 35.73402868264468 - type: nauc_ndcg_at_20_max value: 8.695705518210847 - type: nauc_ndcg_at_20_std value: -16.7735829470466 - type: nauc_ndcg_at_3_diff1 value: 35.31358242856231 - type: nauc_ndcg_at_3_max value: 7.645692789058997 - type: nauc_ndcg_at_3_std value: -19.460003734786874 - type: nauc_ndcg_at_5_diff1 value: 35.05216588927143 - type: nauc_ndcg_at_5_max value: 8.216690520604715 - type: nauc_ndcg_at_5_std value: -19.3982054492159 - type: nauc_precision_at_1000_diff1 value: -4.440002625111349 - type: nauc_precision_at_1000_max value: 7.886988951901723 - type: nauc_precision_at_1000_std value: 9.88111187048247 - type: nauc_precision_at_100_diff1 value: 15.728286119463325 - type: nauc_precision_at_100_max value: 13.218650824470654 - type: nauc_precision_at_100_std value: 16.113245895522553 - type: nauc_precision_at_10_diff1 value: 29.51218489610567 - type: nauc_precision_at_10_max value: 10.197432401942912 - type: nauc_precision_at_10_std value: -16.950603431359493 - type: nauc_precision_at_1_diff1 value: 39.15422481210622 - type: nauc_precision_at_1_max value: 6.055515791928331 - type: nauc_precision_at_1_std value: -16.042779610876252 - type: nauc_precision_at_20_diff1 value: 27.825993070397338 - type: nauc_precision_at_20_max value: 11.437632287846007 - type: nauc_precision_at_20_std value: -7.450353566405601 - type: nauc_precision_at_3_diff1 value: 32.14135556796588 - type: nauc_precision_at_3_max value: 7.989252443574163 - type: nauc_precision_at_3_std value: -21.566254595671055 - type: nauc_precision_at_5_diff1 value: 30.68778685307082 - type: nauc_precision_at_5_max value: 9.332160758499892 - type: nauc_precision_at_5_std value: -20.928554713448914 - type: nauc_recall_at_1000_diff1 value: 25.00810478716878 - type: nauc_recall_at_1000_max value: 46.518165765201644 - type: nauc_recall_at_1000_std value: 61.4734635576085 - type: nauc_recall_at_100_diff1 value: 33.895581318261726 - type: nauc_recall_at_100_max value: 20.10706035872801 - type: nauc_recall_at_100_std value: 24.204226584457047 - type: nauc_recall_at_10_diff1 value: 32.363127359576296 - type: nauc_recall_at_10_max value: 10.729923804989545 - type: nauc_recall_at_10_std value: -18.1335370184202 - type: nauc_recall_at_1_diff1 value: 39.28605466408357 - type: nauc_recall_at_1_max value: 6.20202977590459 - type: nauc_recall_at_1_std value: -15.734334090045026 - type: nauc_recall_at_20_diff1 value: 33.47804003169795 - type: nauc_recall_at_20_max value: 12.781494765263382 - type: nauc_recall_at_20_std value: -9.263970132202658 - type: nauc_recall_at_3_diff1 value: 32.71001429428999 - type: nauc_recall_at_3_max value: 8.353439197382693 - type: nauc_recall_at_3_std value: -21.235097744366954 - type: nauc_recall_at_5_diff1 value: 31.87451464963415 - type: nauc_recall_at_5_max value: 9.635051450907305 - type: nauc_recall_at_5_std value: -21.113235357132794 - type: ndcg_at_1 value: 24.47 - type: ndcg_at_10 value: 43.692 - type: ndcg_at_100 value: 49.211 - type: ndcg_at_1000 value: 50.244 - type: ndcg_at_20 value: 46.278000000000006 - type: ndcg_at_3 value: 35.719 - type: ndcg_at_5 value: 39.652 - type: precision_at_1 value: 24.47 - type: precision_at_10 value: 6.857 - type: precision_at_100 value: 0.9610000000000001 - type: precision_at_1000 value: 0.105 - type: precision_at_20 value: 3.968 - type: precision_at_3 value: 15.181000000000001 - type: precision_at_5 value: 11.117 - type: recall_at_1 value: 23.751 - type: recall_at_10 value: 65.64 - type: recall_at_100 value: 90.967 - type: recall_at_1000 value: 98.738 - type: recall_at_20 value: 75.639 - type: recall_at_3 value: 43.927 - type: recall_at_5 value: 53.366 task: type: Retrieval - dataset: config: en name: MTEB MTOPDomainClassification (en) revision: d80d48c1eb48d3562165c59d59d0034df9fff0bf split: test type: mteb/mtop_domain metrics: - type: accuracy value: 98.82580939352485 - type: f1 value: 98.75201754333801 - type: f1_weighted value: 98.82795205108245 - type: main_score value: 98.82580939352485 task: type: Classification - dataset: config: en name: MTEB MTOPIntentClassification (en) revision: ae001d0e6b1228650b7bd1c2c65fb50ad11a8aba split: test type: mteb/mtop_intent metrics: - type: accuracy value: 92.29822161422709 - type: f1 value: 77.75210224871594 - type: f1_weighted value: 93.58661422540348 - type: main_score value: 92.29822161422709 task: type: Classification - dataset: config: en name: MTEB MassiveIntentClassification (en) revision: 4672e20407010da34463acc759c162ca9734bca6 split: test type: mteb/amazon_massive_intent metrics: - type: accuracy value: 85.17484868863484 - type: f1 value: 81.94484244487094 - type: f1_weighted value: 85.21022593423332 - type: main_score value: 85.17484868863484 task: type: Classification - dataset: config: en name: MTEB MassiveScenarioClassification (en) revision: fad2c6e8459f9e1c45d9315f4953d921437d70f8 split: test type: mteb/amazon_massive_scenario metrics: - type: accuracy value: 89.61667787491594 - type: f1 value: 89.02701927621264 - type: f1_weighted value: 89.56306982022801 - type: main_score value: 89.61667787491594 task: type: Classification - dataset: config: default name: MTEB MedrxivClusteringP2P revision: e7a26af6f3ae46b30dde8737f02c07b1505bcc73 split: test type: mteb/medrxiv-clustering-p2p metrics: - type: main_score value: 46.318282423948574 - type: v_measure value: 46.318282423948574 - type: v_measure_std value: 0.9729055662461538 task: type: Clustering - dataset: config: default name: MTEB MedrxivClusteringS2S revision: 35191c8c0dca72d8ff3efcd72aa802307d469663 split: test type: mteb/medrxiv-clustering-s2s metrics: - type: main_score value: 44.29033625273981 - type: v_measure value: 44.29033625273981 - type: v_measure_std value: 1.0596383629128594 task: type: Clustering - dataset: config: default name: MTEB MindSmallReranking revision: 59042f120c80e8afa9cdbb224f67076cec0fc9a7 split: test type: mteb/mind_small metrics: - type: main_score value: 33.0526129239962 - type: map value: 33.0526129239962 - type: mrr value: 34.29260046890935 - type: nAUC_map_diff1 value: 12.579738077238032 - type: nAUC_map_max value: -20.936629344962 - type: nAUC_map_std value: -1.6096805784945216 - type: nAUC_mrr_diff1 value: 11.597584463580807 - type: nAUC_mrr_max value: -15.723702838537504 - type: nAUC_mrr_std value: 0.2719172965777737 task: type: Reranking - dataset: config: default name: MTEB NFCorpus revision: ec0fa4fe99da2ff19ca1214b7966684033a58814 split: test type: mteb/nfcorpus metrics: - type: main_score value: 41.486000000000004 - type: map_at_1 value: 6.866 - type: map_at_10 value: 15.895999999999999 - type: map_at_100 value: 21.093 - type: map_at_1000 value: 23.067 - type: map_at_20 value: 18.125 - type: map_at_3 value: 11.421000000000001 - type: map_at_5 value: 13.415 - type: mrr_at_1 value: 52.63157894736842 - type: mrr_at_10 value: 61.486805248415166 - type: mrr_at_100 value: 62.08211009182091 - type: mrr_at_1000 value: 62.10828701365016 - type: mrr_at_20 value: 61.904411187915784 - type: mrr_at_3 value: 59.90712074303407 - type: mrr_at_5 value: 60.91331269349847 - type: nauc_map_at_1000_diff1 value: 25.484625278529403 - type: nauc_map_at_1000_max value: 31.206600396418853 - type: nauc_map_at_1000_std value: 15.569448072357156 - type: nauc_map_at_100_diff1 value: 27.636750226316764 - type: nauc_map_at_100_max value: 29.66992681250722 - type: nauc_map_at_100_std value: 10.570600484002671 - type: nauc_map_at_10_diff1 value: 32.76642525548697 - type: nauc_map_at_10_max value: 21.459225397237663 - type: nauc_map_at_10_std value: -3.546494734209264 - type: nauc_map_at_1_diff1 value: 48.8002894871328 - type: nauc_map_at_1_max value: 5.7236722609868815 - type: nauc_map_at_1_std value: -13.283554044471352 - type: nauc_map_at_20_diff1 value: 30.57169701502308 - type: nauc_map_at_20_max value: 25.79666139518404 - type: nauc_map_at_20_std value: 1.781732492989651 - type: nauc_map_at_3_diff1 value: 40.076315947201095 - type: nauc_map_at_3_max value: 12.862524429140054 - type: nauc_map_at_3_std value: -9.188349777126817 - type: nauc_map_at_5_diff1 value: 36.9918718052938 - type: nauc_map_at_5_max value: 16.74234374361876 - type: nauc_map_at_5_std value: -7.818523349307494 - type: nauc_mrr_at_1000_diff1 value: 26.88183002609805 - type: nauc_mrr_at_1000_max value: 47.10209348428658 - type: nauc_mrr_at_1000_std value: 32.067825924992924 - type: nauc_mrr_at_100_diff1 value: 26.871482491566745 - type: nauc_mrr_at_100_max value: 47.11303868498556 - type: nauc_mrr_at_100_std value: 32.08961428818868 - type: nauc_mrr_at_10_diff1 value: 26.6356914977722 - type: nauc_mrr_at_10_max value: 47.091624558810366 - type: nauc_mrr_at_10_std value: 31.942424120660164 - type: nauc_mrr_at_1_diff1 value: 28.19774198483673 - type: nauc_mrr_at_1_max value: 41.44380927834253 - type: nauc_mrr_at_1_std value: 25.18222691885917 - type: nauc_mrr_at_20_diff1 value: 26.86487347109452 - type: nauc_mrr_at_20_max value: 47.1987778214726 - type: nauc_mrr_at_20_std value: 32.143517921610034 - type: nauc_mrr_at_3_diff1 value: 27.34340373236422 - type: nauc_mrr_at_3_max value: 46.358726506276646 - type: nauc_mrr_at_3_std value: 31.74924155572593 - type: nauc_mrr_at_5_diff1 value: 27.209667205060672 - type: nauc_mrr_at_5_max value: 46.79883369072009 - type: nauc_mrr_at_5_std value: 31.655605306670758 - type: nauc_ndcg_at_1000_diff1 value: 18.940195769769687 - type: nauc_ndcg_at_1000_max value: 46.48551313937331 - type: nauc_ndcg_at_1000_std value: 33.64819502089232 - type: nauc_ndcg_at_100_diff1 value: 19.50885253809146 - type: nauc_ndcg_at_100_max value: 40.53174462354878 - type: nauc_ndcg_at_100_std value: 28.516152877751118 - type: nauc_ndcg_at_10_diff1 value: 16.01699218096564 - type: nauc_ndcg_at_10_max value: 41.17322878314514 - type: nauc_ndcg_at_10_std value: 29.002233224832196 - type: nauc_ndcg_at_1_diff1 value: 27.443547710102205 - type: nauc_ndcg_at_1_max value: 40.66529763309582 - type: nauc_ndcg_at_1_std value: 24.15016766225869 - type: nauc_ndcg_at_20_diff1 value: 17.541197675685062 - type: nauc_ndcg_at_20_max value: 40.53231266973844 - type: nauc_ndcg_at_20_std value: 29.54096347876548 - type: nauc_ndcg_at_3_diff1 value: 18.649628357473716 - type: nauc_ndcg_at_3_max value: 41.18603570171764 - type: nauc_ndcg_at_3_std value: 27.125524188420396 - type: nauc_ndcg_at_5_diff1 value: 17.519593751448483 - type: nauc_ndcg_at_5_max value: 42.715997890377345 - type: nauc_ndcg_at_5_std value: 27.902627839899868 - type: nauc_precision_at_1000_diff1 value: -15.528797630565155 - type: nauc_precision_at_1000_max value: 13.741640921778671 - type: nauc_precision_at_1000_std value: 44.50896053788372 - type: nauc_precision_at_100_diff1 value: -14.491464489721887 - type: nauc_precision_at_100_max value: 23.136434418999457 - type: nauc_precision_at_100_std value: 49.73145147863128 - type: nauc_precision_at_10_diff1 value: -4.829188942994277 - type: nauc_precision_at_10_max value: 40.327612559528866 - type: nauc_precision_at_10_std value: 39.34919529635044 - type: nauc_precision_at_1_diff1 value: 28.19774198483673 - type: nauc_precision_at_1_max value: 41.44380927834253 - type: nauc_precision_at_1_std value: 25.18222691885917 - type: nauc_precision_at_20_diff1 value: -7.210726293112847 - type: nauc_precision_at_20_max value: 37.195679576636984 - type: nauc_precision_at_20_std value: 45.4597096418357 - type: nauc_precision_at_3_diff1 value: 7.578219537774854 - type: nauc_precision_at_3_max value: 41.59775233475654 - type: nauc_precision_at_3_std value: 30.764584790895118 - type: nauc_precision_at_5_diff1 value: 1.655451789039598 - type: nauc_precision_at_5_max value: 43.435739407610455 - type: nauc_precision_at_5_std value: 33.42552263325999 - type: nauc_recall_at_1000_diff1 value: 5.030705700690516 - type: nauc_recall_at_1000_max value: 19.108072570815583 - type: nauc_recall_at_1000_std value: 14.697734974217308 - type: nauc_recall_at_100_diff1 value: 14.746540318132407 - type: nauc_recall_at_100_max value: 21.798705033854795 - type: nauc_recall_at_100_std value: 11.416195108842587 - type: nauc_recall_at_10_diff1 value: 25.548642427860486 - type: nauc_recall_at_10_max value: 18.711677681987474 - type: nauc_recall_at_10_std value: -5.988904818971677 - type: nauc_recall_at_1_diff1 value: 48.8002894871328 - type: nauc_recall_at_1_max value: 5.7236722609868815 - type: nauc_recall_at_1_std value: -13.283554044471352 - type: nauc_recall_at_20_diff1 value: 23.39140739154809 - type: nauc_recall_at_20_max value: 19.351150636155474 - type: nauc_recall_at_20_std value: -2.757280266915132 - type: nauc_recall_at_3_diff1 value: 38.17453576012812 - type: nauc_recall_at_3_max value: 13.47003839643972 - type: nauc_recall_at_3_std value: -8.75780163862688 - type: nauc_recall_at_5_diff1 value: 33.02812855226899 - type: nauc_recall_at_5_max value: 15.477626408978477 - type: nauc_recall_at_5_std value: -9.072206441070708 - type: ndcg_at_1 value: 50.773999999999994 - type: ndcg_at_10 value: 41.486000000000004 - type: ndcg_at_100 value: 39.051 - type: ndcg_at_1000 value: 48.106 - type: ndcg_at_20 value: 39.432 - type: ndcg_at_3 value: 47.428 - type: ndcg_at_5 value: 45.227000000000004 - type: precision_at_1 value: 52.632 - type: precision_at_10 value: 31.146 - type: precision_at_100 value: 10.328 - type: precision_at_1000 value: 2.432 - type: precision_at_20 value: 23.793 - type: precision_at_3 value: 45.201 - type: precision_at_5 value: 39.876 - type: recall_at_1 value: 6.866 - type: recall_at_10 value: 20.447000000000003 - type: recall_at_100 value: 40.607 - type: recall_at_1000 value: 73.411 - type: recall_at_20 value: 26.082 - type: recall_at_3 value: 12.484 - type: recall_at_5 value: 15.847 task: type: Retrieval - dataset: config: default name: MTEB NQ revision: b774495ed302d8c44a3a7ea25c90dbce03968f31 split: test type: mteb/nq metrics: - type: main_score value: 69.072 - type: map_at_1 value: 45.483000000000004 - type: map_at_10 value: 62.050000000000004 - type: map_at_100 value: 62.693 - type: map_at_1000 value: 62.702999999999996 - type: map_at_20 value: 62.498 - type: map_at_3 value: 58.285 - type: map_at_5 value: 60.711000000000006 - type: mrr_at_1 value: 50.840092699884124 - type: mrr_at_10 value: 64.54635224116673 - type: mrr_at_100 value: 64.9526548702289 - type: mrr_at_1000 value: 64.95908460752281 - type: mrr_at_20 value: 64.82949565799959 - type: mrr_at_3 value: 61.89165701042856 - type: mrr_at_5 value: 63.632676709154026 - type: nauc_map_at_1000_diff1 value: 43.187285304185224 - type: nauc_map_at_1000_max value: 32.39921659632756 - type: nauc_map_at_1000_std value: -5.780901333066553 - type: nauc_map_at_100_diff1 value: 43.184487221204456 - type: nauc_map_at_100_max value: 32.41176116347982 - type: nauc_map_at_100_std value: -5.76422606662383 - type: nauc_map_at_10_diff1 value: 42.967066814031746 - type: nauc_map_at_10_max value: 32.489617364418514 - type: nauc_map_at_10_std value: -6.029045531102664 - type: nauc_map_at_1_diff1 value: 46.16376563218624 - type: nauc_map_at_1_max value: 26.342624776802232 - type: nauc_map_at_1_std value: -7.142171388751972 - type: nauc_map_at_20_diff1 value: 43.15894358608328 - type: nauc_map_at_20_max value: 32.46492198956245 - type: nauc_map_at_20_std value: -5.788373305449195 - type: nauc_map_at_3_diff1 value: 43.231752344608545 - type: nauc_map_at_3_max value: 31.68003009949564 - type: nauc_map_at_3_std value: -8.015235132765458 - type: nauc_map_at_5_diff1 value: 42.86197608819917 - type: nauc_map_at_5_max value: 32.363857571094485 - type: nauc_map_at_5_std value: -6.780487416387977 - type: nauc_mrr_at_1000_diff1 value: 43.40542912045782 - type: nauc_mrr_at_1000_max value: 32.8461770324533 - type: nauc_mrr_at_1000_std value: -3.6505425530008204 - type: nauc_mrr_at_100_diff1 value: 43.40233508014468 - type: nauc_mrr_at_100_max value: 32.85598538385942 - type: nauc_mrr_at_100_std value: -3.637477352635459 - type: nauc_mrr_at_10_diff1 value: 43.260179162806054 - type: nauc_mrr_at_10_max value: 32.942643527040474 - type: nauc_mrr_at_10_std value: -3.712052825320437 - type: nauc_mrr_at_1_diff1 value: 46.354919460881206 - type: nauc_mrr_at_1_max value: 29.1760258591106 - type: nauc_mrr_at_1_std value: -4.107225031227406 - type: nauc_mrr_at_20_diff1 value: 43.37092385434311 - type: nauc_mrr_at_20_max value: 32.93390254712846 - type: nauc_mrr_at_20_std value: -3.5719056112132006 - type: nauc_mrr_at_3_diff1 value: 43.1744474040527 - type: nauc_mrr_at_3_max value: 32.741290559777994 - type: nauc_mrr_at_3_std value: -4.72677925120697 - type: nauc_mrr_at_5_diff1 value: 43.108396819975674 - type: nauc_mrr_at_5_max value: 32.970519514893084 - type: nauc_mrr_at_5_std value: -4.090906158975974 - type: nauc_ndcg_at_1000_diff1 value: 42.786664193638714 - type: nauc_ndcg_at_1000_max value: 33.65554095609296 - type: nauc_ndcg_at_1000_std value: -4.024030130584482 - type: nauc_ndcg_at_100_diff1 value: 42.691246775210814 - type: nauc_ndcg_at_100_max value: 34.063232335110875 - type: nauc_ndcg_at_100_std value: -3.477813807415248 - type: nauc_ndcg_at_10_diff1 value: 41.90988990571757 - type: nauc_ndcg_at_10_max value: 34.58934812881633 - type: nauc_ndcg_at_10_std value: -4.3295110195497655 - type: nauc_ndcg_at_1_diff1 value: 46.354919460881206 - type: nauc_ndcg_at_1_max value: 29.1760258591106 - type: nauc_ndcg_at_1_std value: -4.107225031227406 - type: nauc_ndcg_at_20_diff1 value: 42.493206675867114 - type: nauc_ndcg_at_20_max value: 34.562441307459544 - type: nauc_ndcg_at_20_std value: -3.4456116866749107 - type: nauc_ndcg_at_3_diff1 value: 42.24180336502808 - type: nauc_ndcg_at_3_max value: 33.064267018100594 - type: nauc_ndcg_at_3_std value: -7.786248093572142 - type: nauc_ndcg_at_5_diff1 value: 41.692714787779565 - type: nauc_ndcg_at_5_max value: 34.20502498949156 - type: nauc_ndcg_at_5_std value: -5.979557859282785 - type: nauc_precision_at_1000_diff1 value: -13.779832506640702 - type: nauc_precision_at_1000_max value: 1.243001688631421 - type: nauc_precision_at_1000_std value: 17.351623398622323 - type: nauc_precision_at_100_diff1 value: -11.310526816290297 - type: nauc_precision_at_100_max value: 5.771669506192959 - type: nauc_precision_at_100_std value: 19.917795079540113 - type: nauc_precision_at_10_diff1 value: 2.163699384635286 - type: nauc_precision_at_10_max value: 19.66440698458386 - type: nauc_precision_at_10_std value: 13.689876348315726 - type: nauc_precision_at_1_diff1 value: 46.354919460881206 - type: nauc_precision_at_1_max value: 29.1760258591106 - type: nauc_precision_at_1_std value: -4.107225031227406 - type: nauc_precision_at_20_diff1 value: -3.038735879584471 - type: nauc_precision_at_20_max value: 14.132968299701695 - type: nauc_precision_at_20_std value: 17.78069734664346 - type: nauc_precision_at_3_diff1 value: 21.783760758070095 - type: nauc_precision_at_3_max value: 30.244127986404497 - type: nauc_precision_at_3_std value: -0.12411163467738723 - type: nauc_precision_at_5_diff1 value: 10.980635723302418 - type: nauc_precision_at_5_max value: 25.302293738975575 - type: nauc_precision_at_5_std value: 6.4740817488722024 - type: nauc_recall_at_1000_diff1 value: 34.10343772356593 - type: nauc_recall_at_1000_max value: 80.72497340357538 - type: nauc_recall_at_1000_std value: 69.54564103264093 - type: nauc_recall_at_100_diff1 value: 33.427719956774126 - type: nauc_recall_at_100_max value: 71.54086768335449 - type: nauc_recall_at_100_std value: 49.66157377654885 - type: nauc_recall_at_10_diff1 value: 33.70139560054039 - type: nauc_recall_at_10_max value: 45.47878072860151 - type: nauc_recall_at_10_std value: 1.4188516615716378 - type: nauc_recall_at_1_diff1 value: 46.16376563218624 - type: nauc_recall_at_1_max value: 26.342624776802232 - type: nauc_recall_at_1_std value: -7.142171388751972 - type: nauc_recall_at_20_diff1 value: 35.805379874970086 - type: nauc_recall_at_20_max value: 51.80479822253392 - type: nauc_recall_at_20_std value: 13.531467576460143 - type: nauc_recall_at_3_diff1 value: 37.288500141631616 - type: nauc_recall_at_3_max value: 35.07078243516728 - type: nauc_recall_at_3_std value: -10.452926441410405 - type: nauc_recall_at_5_diff1 value: 34.83186104526897 - type: nauc_recall_at_5_max value: 39.58488976496973 - type: nauc_recall_at_5_std value: -6.3049292065708835 - type: ndcg_at_1 value: 50.839999999999996 - type: ndcg_at_10 value: 69.072 - type: ndcg_at_100 value: 71.538 - type: ndcg_at_1000 value: 71.77799999999999 - type: ndcg_at_20 value: 70.41 - type: ndcg_at_3 value: 62.544999999999995 - type: ndcg_at_5 value: 66.33099999999999 - type: precision_at_1 value: 50.839999999999996 - type: precision_at_10 value: 10.495000000000001 - type: precision_at_100 value: 1.1900000000000002 - type: precision_at_1000 value: 0.121 - type: precision_at_20 value: 5.5809999999999995 - type: precision_at_3 value: 27.636 - type: precision_at_5 value: 18.864 - type: recall_at_1 value: 45.483000000000004 - type: recall_at_10 value: 87.483 - type: recall_at_100 value: 97.844 - type: recall_at_1000 value: 99.66199999999999 - type: recall_at_20 value: 92.294 - type: recall_at_3 value: 71.2 - type: recall_at_5 value: 79.753 task: type: Retrieval - dataset: config: default name: MTEB QuoraRetrieval revision: e4e08e0b7dbe3c8700f0daef558ff32256715259 split: test type: mteb/quora metrics: - type: main_score value: 89.58 - type: map_at_1 value: 71.819 - type: map_at_10 value: 86.04899999999999 - type: map_at_100 value: 86.648 - type: map_at_1000 value: 86.66199999999999 - type: map_at_20 value: 86.441 - type: map_at_3 value: 83.114 - type: map_at_5 value: 84.981 - type: mrr_at_1 value: 82.62 - type: mrr_at_10 value: 88.62899999999979 - type: mrr_at_100 value: 88.70918591324215 - type: mrr_at_1000 value: 88.70973091492397 - type: mrr_at_20 value: 88.68914765317221 - type: mrr_at_3 value: 87.74999999999979 - type: mrr_at_5 value: 88.36799999999974 - type: nauc_map_at_1000_diff1 value: 77.89207709760448 - type: nauc_map_at_1000_max value: 29.63371361495422 - type: nauc_map_at_1000_std value: -48.628180385874344 - type: nauc_map_at_100_diff1 value: 77.89592179104915 - type: nauc_map_at_100_max value: 29.617171506130756 - type: nauc_map_at_100_std value: -48.66057170774648 - type: nauc_map_at_10_diff1 value: 78.0618161228185 - type: nauc_map_at_10_max value: 29.178490609366737 - type: nauc_map_at_10_std value: -50.74755004592002 - type: nauc_map_at_1_diff1 value: 81.64335579973574 - type: nauc_map_at_1_max value: 21.813832226652174 - type: nauc_map_at_1_std value: -42.57570978190876 - type: nauc_map_at_20_diff1 value: 77.9299081005938 - type: nauc_map_at_20_max value: 29.458718470003888 - type: nauc_map_at_20_std value: -49.63337236763102 - type: nauc_map_at_3_diff1 value: 78.72941448509229 - type: nauc_map_at_3_max value: 26.600997896960056 - type: nauc_map_at_3_std value: -51.889002227479885 - type: nauc_map_at_5_diff1 value: 78.31466610917171 - type: nauc_map_at_5_max value: 28.09863984582896 - type: nauc_map_at_5_std value: -52.14058096096497 - type: nauc_mrr_at_1000_diff1 value: 78.42667263739992 - type: nauc_mrr_at_1000_max value: 31.98996235127974 - type: nauc_mrr_at_1000_std value: -44.380439148429296 - type: nauc_mrr_at_100_diff1 value: 78.42661032698115 - type: nauc_mrr_at_100_max value: 31.991652631740102 - type: nauc_mrr_at_100_std value: -44.37854108460535 - type: nauc_mrr_at_10_diff1 value: 78.39126022544136 - type: nauc_mrr_at_10_max value: 32.02023484451197 - type: nauc_mrr_at_10_std value: -44.561252349176954 - type: nauc_mrr_at_1_diff1 value: 79.21630894647448 - type: nauc_mrr_at_1_max value: 31.526303156060177 - type: nauc_mrr_at_1_std value: -41.887504422443136 - type: nauc_mrr_at_20_diff1 value: 78.42548039170424 - type: nauc_mrr_at_20_max value: 31.99588275070137 - type: nauc_mrr_at_20_std value: -44.44957722627042 - type: nauc_mrr_at_3_diff1 value: 78.26165151833735 - type: nauc_mrr_at_3_max value: 32.18028826126801 - type: nauc_mrr_at_3_std value: -44.6998237213182 - type: nauc_mrr_at_5_diff1 value: 78.34786430903962 - type: nauc_mrr_at_5_max value: 32.168476272879566 - type: nauc_mrr_at_5_std value: -44.7915919956712 - type: nauc_ndcg_at_1000_diff1 value: 77.79198355957816 - type: nauc_ndcg_at_1000_max value: 31.14363511518406 - type: nauc_ndcg_at_1000_std value: -46.69335151274275 - type: nauc_ndcg_at_100_diff1 value: 77.79898090286419 - type: nauc_ndcg_at_100_max value: 31.115103811629215 - type: nauc_ndcg_at_100_std value: -46.73078913421965 - type: nauc_ndcg_at_10_diff1 value: 77.74856635461343 - type: nauc_ndcg_at_10_max value: 30.279584686212747 - type: nauc_ndcg_at_10_std value: -50.23514662356807 - type: nauc_ndcg_at_1_diff1 value: 79.17833000040999 - type: nauc_ndcg_at_1_max value: 31.703788144510746 - type: nauc_ndcg_at_1_std value: -41.854817402870715 - type: nauc_ndcg_at_20_diff1 value: 77.7380353804671 - type: nauc_ndcg_at_20_max value: 30.622294129001553 - type: nauc_ndcg_at_20_std value: -49.035794761065254 - type: nauc_ndcg_at_3_diff1 value: 77.41476880573593 - type: nauc_ndcg_at_3_max value: 29.015949978243032 - type: nauc_ndcg_at_3_std value: -49.78627087622648 - type: nauc_ndcg_at_5_diff1 value: 77.64439137502896 - type: nauc_ndcg_at_5_max value: 29.444684897492206 - type: nauc_ndcg_at_5_std value: -51.21908400252501 - type: nauc_precision_at_1000_diff1 value: -44.92396459446822 - type: nauc_precision_at_1000_max value: -3.674153720989045 - type: nauc_precision_at_1000_std value: 39.56552468277785 - type: nauc_precision_at_100_diff1 value: -44.75143023259094 - type: nauc_precision_at_100_max value: -3.705280025140011 - type: nauc_precision_at_100_std value: 39.433619999113326 - type: nauc_precision_at_10_diff1 value: -41.0651074726579 - type: nauc_precision_at_10_max value: -0.21097985601783667 - type: nauc_precision_at_10_std value: 26.24652824589493 - type: nauc_precision_at_1_diff1 value: 79.17833000040999 - type: nauc_precision_at_1_max value: 31.703788144510746 - type: nauc_precision_at_1_std value: -41.854817402870715 - type: nauc_precision_at_20_diff1 value: -43.368001340920294 - type: nauc_precision_at_20_max value: -2.036990010399129 - type: nauc_precision_at_20_std value: 32.37747041406297 - type: nauc_precision_at_3_diff1 value: -22.089307548346877 - type: nauc_precision_at_3_max value: 6.2280973175296 - type: nauc_precision_at_3_std value: 5.323992514036145 - type: nauc_precision_at_5_diff1 value: -34.07115055244003 - type: nauc_precision_at_5_max value: 2.5955315789198834 - type: nauc_precision_at_5_std value: 16.26096689407332 - type: nauc_recall_at_1000_diff1 value: 58.27703860947467 - type: nauc_recall_at_1000_max value: 68.59835835315768 - type: nauc_recall_at_1000_std value: 77.96687006056064 - type: nauc_recall_at_100_diff1 value: 73.24371223081737 - type: nauc_recall_at_100_max value: 39.55925344664591 - type: nauc_recall_at_100_std value: -32.25605030215798 - type: nauc_recall_at_10_diff1 value: 73.41261201339202 - type: nauc_recall_at_10_max value: 26.822979434062926 - type: nauc_recall_at_10_std value: -74.2909332592806 - type: nauc_recall_at_1_diff1 value: 81.64335579973574 - type: nauc_recall_at_1_max value: 21.813832226652174 - type: nauc_recall_at_1_std value: -42.57570978190876 - type: nauc_recall_at_20_diff1 value: 72.7621297920656 - type: nauc_recall_at_20_max value: 26.02492304096079 - type: nauc_recall_at_20_std value: -77.8724532438279 - type: nauc_recall_at_3_diff1 value: 75.25149312810714 - type: nauc_recall_at_3_max value: 23.20545662481487 - type: nauc_recall_at_3_std value: -59.69689982140521 - type: nauc_recall_at_5_diff1 value: 73.69807273001406 - type: nauc_recall_at_5_max value: 24.073666798066057 - type: nauc_recall_at_5_std value: -67.91121268130719 - type: ndcg_at_1 value: 82.64 - type: ndcg_at_10 value: 89.58 - type: ndcg_at_100 value: 90.606 - type: ndcg_at_1000 value: 90.676 - type: ndcg_at_20 value: 90.132 - type: ndcg_at_3 value: 86.88 - type: ndcg_at_5 value: 88.40299999999999 - type: precision_at_1 value: 82.64 - type: precision_at_10 value: 13.604 - type: precision_at_100 value: 1.539 - type: precision_at_1000 value: 0.157 - type: precision_at_20 value: 7.188 - type: precision_at_3 value: 38.083 - type: precision_at_5 value: 25.018 - type: recall_at_1 value: 71.819 - type: recall_at_10 value: 96.34700000000001 - type: recall_at_100 value: 99.715 - type: recall_at_1000 value: 99.995 - type: recall_at_20 value: 98.073 - type: recall_at_3 value: 88.57300000000001 - type: recall_at_5 value: 92.908 task: type: Retrieval - dataset: config: default name: MTEB RedditClustering revision: 24640382cdbf8abc73003fb0fa6d111a705499eb split: test type: mteb/reddit-clustering metrics: - type: main_score value: 71.18966762070158 - type: v_measure value: 71.18966762070158 - type: v_measure_std value: 2.7498969054457048 task: type: Clustering - dataset: config: default name: MTEB RedditClusteringP2P revision: 385e3cb46b4cfa89021f56c4380204149d0efe33 split: test type: mteb/reddit-clustering-p2p metrics: - type: main_score value: 74.42014716862516 - type: v_measure value: 74.42014716862516 - type: v_measure_std value: 9.909739891410648 task: type: Clustering - dataset: config: default name: MTEB SCIDOCS revision: f8c2fcf00f625baaa80f62ec5bd9e1fff3b8ae88 split: test type: mteb/scidocs metrics: - type: main_score value: 25.041999999999998 - type: map_at_1 value: 5.893000000000001 - type: map_at_10 value: 15.260000000000002 - type: map_at_100 value: 18.084 - type: map_at_1000 value: 18.467 - type: map_at_20 value: 16.675 - type: map_at_3 value: 10.526 - type: map_at_5 value: 12.775 - type: mrr_at_1 value: 28.999999999999996 - type: mrr_at_10 value: 41.03575396825395 - type: mrr_at_100 value: 42.136771862785835 - type: mrr_at_1000 value: 42.16698555415099 - type: mrr_at_20 value: 41.707493696104315 - type: mrr_at_3 value: 37.34999999999998 - type: mrr_at_5 value: 39.59999999999995 - type: nauc_map_at_1000_diff1 value: 12.080002654911883 - type: nauc_map_at_1000_max value: 29.813563682286276 - type: nauc_map_at_1000_std value: 20.36659817908673 - type: nauc_map_at_100_diff1 value: 12.108735517749706 - type: nauc_map_at_100_max value: 29.76830671710955 - type: nauc_map_at_100_std value: 20.3433621032846 - type: nauc_map_at_10_diff1 value: 12.91575031185637 - type: nauc_map_at_10_max value: 29.427600958386318 - type: nauc_map_at_10_std value: 16.89867275177153 - type: nauc_map_at_1_diff1 value: 19.353069488987916 - type: nauc_map_at_1_max value: 17.093914951159693 - type: nauc_map_at_1_std value: 8.19886078055046 - type: nauc_map_at_20_diff1 value: 11.977233457943113 - type: nauc_map_at_20_max value: 29.171812822948805 - type: nauc_map_at_20_std value: 18.780517506173965 - type: nauc_map_at_3_diff1 value: 14.453129464176092 - type: nauc_map_at_3_max value: 25.801958649112077 - type: nauc_map_at_3_std value: 11.572823684429643 - type: nauc_map_at_5_diff1 value: 13.167155808104997 - type: nauc_map_at_5_max value: 27.355626948365792 - type: nauc_map_at_5_std value: 14.414151839192183 - type: nauc_mrr_at_1000_diff1 value: 17.262104643988636 - type: nauc_mrr_at_1000_max value: 23.991373837217058 - type: nauc_mrr_at_1000_std value: 12.44755488671623 - type: nauc_mrr_at_100_diff1 value: 17.267280132318703 - type: nauc_mrr_at_100_max value: 24.022189287889294 - type: nauc_mrr_at_100_std value: 12.480695500214788 - type: nauc_mrr_at_10_diff1 value: 17.012383998246268 - type: nauc_mrr_at_10_max value: 24.192637911171722 - type: nauc_mrr_at_10_std value: 12.524608847408917 - type: nauc_mrr_at_1_diff1 value: 19.43518811038007 - type: nauc_mrr_at_1_max value: 17.747482933395602 - type: nauc_mrr_at_1_std value: 8.410779775558684 - type: nauc_mrr_at_20_diff1 value: 17.202663281407446 - type: nauc_mrr_at_20_max value: 24.091991130543118 - type: nauc_mrr_at_20_std value: 12.503814263019908 - type: nauc_mrr_at_3_diff1 value: 17.52733013432995 - type: nauc_mrr_at_3_max value: 23.569459518780214 - type: nauc_mrr_at_3_std value: 11.770846827520726 - type: nauc_mrr_at_5_diff1 value: 17.10817561975543 - type: nauc_mrr_at_5_max value: 23.945141435234678 - type: nauc_mrr_at_5_std value: 12.034468615317719 - type: nauc_ndcg_at_1000_diff1 value: 12.317811393346936 - type: nauc_ndcg_at_1000_max value: 30.809991350156103 - type: nauc_ndcg_at_1000_std value: 24.517501065205067 - type: nauc_ndcg_at_100_diff1 value: 12.824804203182936 - type: nauc_ndcg_at_100_max value: 30.895499817010748 - type: nauc_ndcg_at_100_std value: 25.424376279745402 - type: nauc_ndcg_at_10_diff1 value: 13.32724552457439 - type: nauc_ndcg_at_10_max value: 30.409088666807456 - type: nauc_ndcg_at_10_std value: 18.216330475714113 - type: nauc_ndcg_at_1_diff1 value: 19.43518811038007 - type: nauc_ndcg_at_1_max value: 17.747482933395602 - type: nauc_ndcg_at_1_std value: 8.410779775558684 - type: nauc_ndcg_at_20_diff1 value: 12.224399111852902 - type: nauc_ndcg_at_20_max value: 29.86352330445272 - type: nauc_ndcg_at_20_std value: 21.196937851331807 - type: nauc_ndcg_at_3_diff1 value: 15.367489533734027 - type: nauc_ndcg_at_3_max value: 26.76486390741532 - type: nauc_ndcg_at_3_std value: 12.606077508789923 - type: nauc_ndcg_at_5_diff1 value: 13.831157482390935 - type: nauc_ndcg_at_5_max value: 28.070226983968904 - type: nauc_ndcg_at_5_std value: 15.236787943125435 - type: nauc_precision_at_1000_diff1 value: 0.016122957101357048 - type: nauc_precision_at_1000_max value: 24.380929903557334 - type: nauc_precision_at_1000_std value: 34.54045112720052 - type: nauc_precision_at_100_diff1 value: 7.255224788507301 - type: nauc_precision_at_100_max value: 27.98453788447542 - type: nauc_precision_at_100_std value: 35.38999555441665 - type: nauc_precision_at_10_diff1 value: 9.69185099834181 - type: nauc_precision_at_10_max value: 32.532315522580454 - type: nauc_precision_at_10_std value: 21.48948348473612 - type: nauc_precision_at_1_diff1 value: 19.43518811038007 - type: nauc_precision_at_1_max value: 17.747482933395602 - type: nauc_precision_at_1_std value: 8.410779775558684 - type: nauc_precision_at_20_diff1 value: 6.964076536695672 - type: nauc_precision_at_20_max value: 29.30087236410044 - type: nauc_precision_at_20_std value: 26.413625895571986 - type: nauc_precision_at_3_diff1 value: 14.145134359925155 - type: nauc_precision_at_3_max value: 29.915650960808303 - type: nauc_precision_at_3_std value: 14.095370019867797 - type: nauc_precision_at_5_diff1 value: 11.043933558522692 - type: nauc_precision_at_5_max value: 30.93016505807111 - type: nauc_precision_at_5_std value: 17.749256196062603 - type: nauc_recall_at_1000_diff1 value: -0.7776817772090345 - type: nauc_recall_at_1000_max value: 23.094717340324518 - type: nauc_recall_at_1000_std value: 37.189908681396425 - type: nauc_recall_at_100_diff1 value: 6.887748742013364 - type: nauc_recall_at_100_max value: 27.00798435230277 - type: nauc_recall_at_100_std value: 35.908147807345344 - type: nauc_recall_at_10_diff1 value: 9.605632017480751 - type: nauc_recall_at_10_max value: 31.845202901168655 - type: nauc_recall_at_10_std value: 21.497414586634683 - type: nauc_recall_at_1_diff1 value: 19.353069488987916 - type: nauc_recall_at_1_max value: 17.093914951159693 - type: nauc_recall_at_1_std value: 8.19886078055046 - type: nauc_recall_at_20_diff1 value: 6.927503731844782 - type: nauc_recall_at_20_max value: 28.611698183338202 - type: nauc_recall_at_20_std value: 26.69018660149911 - type: nauc_recall_at_3_diff1 value: 14.043724087062268 - type: nauc_recall_at_3_max value: 29.269835821380465 - type: nauc_recall_at_3_std value: 14.104419605998094 - type: nauc_recall_at_5_diff1 value: 11.017319452873336 - type: nauc_recall_at_5_max value: 30.295720628306228 - type: nauc_recall_at_5_std value: 17.758048545573825 - type: ndcg_at_1 value: 28.999999999999996 - type: ndcg_at_10 value: 25.041999999999998 - type: ndcg_at_100 value: 35.045 - type: ndcg_at_1000 value: 40.803 - type: ndcg_at_20 value: 28.584 - type: ndcg_at_3 value: 23.249 - type: ndcg_at_5 value: 20.533 - type: precision_at_1 value: 28.999999999999996 - type: precision_at_10 value: 13.120000000000001 - type: precision_at_100 value: 2.7470000000000003 - type: precision_at_1000 value: 0.41200000000000003 - type: precision_at_20 value: 8.584999999999999 - type: precision_at_3 value: 21.633 - type: precision_at_5 value: 18.099999999999998 - type: recall_at_1 value: 5.893000000000001 - type: recall_at_10 value: 26.567 - type: recall_at_100 value: 55.800000000000004 - type: recall_at_1000 value: 83.608 - type: recall_at_20 value: 34.86 - type: recall_at_3 value: 13.153 - type: recall_at_5 value: 18.323 task: type: Retrieval - dataset: config: default name: MTEB SICK-R revision: 20a6d6f312dd54037fe07a32d58e5e168867909d split: test type: mteb/sickr-sts metrics: - type: cosine_pearson value: 86.57284584320382 - type: cosine_spearman value: 82.20531642680812 - type: euclidean_pearson value: 83.94261758556554 - type: euclidean_spearman value: 82.20721497738559 - type: main_score value: 82.20531642680812 - type: manhattan_pearson value: 84.15902154703083 - type: manhattan_spearman value: 82.19506027155957 - type: pearson value: 86.57284584320382 - type: spearman value: 82.20531642680812 task: type: STS - dataset: config: default name: MTEB STS12 revision: a0d554a64d88156834ff5ae9920b964011b16384 split: test type: mteb/sts12-sts metrics: - type: cosine_pearson value: 86.28047602146931 - type: cosine_spearman value: 79.51504881448884 - type: euclidean_pearson value: 83.10545189967856 - type: euclidean_spearman value: 79.50586960492797 - type: main_score value: 79.51504881448884 - type: manhattan_pearson value: 83.44244457500889 - type: manhattan_spearman value: 79.730303339846 - type: pearson value: 86.28047602146931 - type: spearman value: 79.51504881448884 task: type: STS - dataset: config: default name: MTEB STS13 revision: 7e90230a92c190f1bf69ae9002b8cea547a64cca split: test type: mteb/sts13-sts metrics: - type: cosine_pearson value: 88.74723553048702 - type: cosine_spearman value: 89.18936052329725 - type: euclidean_pearson value: 88.90400878928668 - type: euclidean_spearman value: 89.19174821431281 - type: main_score value: 89.18936052329725 - type: manhattan_pearson value: 88.81504628424054 - type: manhattan_spearman value: 89.18063294142597 - type: pearson value: 88.74723553048702 - type: spearman value: 89.18936052329725 task: type: STS - dataset: config: default name: MTEB STS14 revision: 6031580fec1f6af667f0bd2da0a551cf4f0b2375 split: test type: mteb/sts14-sts metrics: - type: cosine_pearson value: 86.45403437836023 - type: cosine_spearman value: 85.14654611519086 - type: euclidean_pearson value: 85.87509624462743 - type: euclidean_spearman value: 85.1391108856681 - type: main_score value: 85.14654611519086 - type: manhattan_pearson value: 85.96635794953866 - type: manhattan_spearman value: 85.3271371527667 - type: pearson value: 86.45403437836023 - type: spearman value: 85.14654611519086 task: type: STS - dataset: config: default name: MTEB STS15 revision: ae752c7c21bf194d8b67fd573edf7ae58183cbe3 split: test type: mteb/sts15-sts metrics: - type: cosine_pearson value: 87.84742260009705 - type: cosine_spearman value: 89.10215217191254 - type: euclidean_pearson value: 88.97393286325477 - type: euclidean_spearman value: 89.1014105509662 - type: main_score value: 89.10215217191254 - type: manhattan_pearson value: 89.31698781090151 - type: manhattan_spearman value: 89.53000001764433 - type: pearson value: 87.84742260009705 - type: spearman value: 89.10215217191254 task: type: STS - dataset: config: default name: MTEB STS16 revision: 4d8694f8f0e0100860b497b999b3dbed754a0513 split: test type: mteb/sts16-sts metrics: - type: cosine_pearson value: 85.22397535461835 - type: cosine_spearman value: 87.14066355879785 - type: euclidean_pearson value: 86.31393364087295 - type: euclidean_spearman value: 87.14018892702765 - type: main_score value: 87.14066355879785 - type: manhattan_pearson value: 86.36366855248434 - type: manhattan_spearman value: 87.20858630423012 - type: pearson value: 85.22397535461835 - type: spearman value: 87.14066355879785 task: type: STS - dataset: config: en-en name: MTEB STS17 (en-en) revision: faeb762787bd10488a50c8b5be4a3b82e411949c split: test type: mteb/sts17-crosslingual-sts metrics: - type: cosine_pearson value: 90.66131612061355 - type: cosine_spearman value: 90.97082650129164 - type: euclidean_pearson value: 90.98181906744969 - type: euclidean_spearman value: 90.99008476850047 - type: main_score value: 90.97082650129164 - type: manhattan_pearson value: 90.75245040709021 - type: manhattan_spearman value: 90.6199877691265 - type: pearson value: 90.66131612061355 - type: spearman value: 90.97082650129164 task: type: STS - dataset: config: en name: MTEB STS22 (en) revision: de9d86b3b84231dc21f76c7b7af1f28e2f57f6e3 split: test type: mteb/sts22-crosslingual-sts metrics: - type: cosine_pearson value: 67.270656447085 - type: cosine_spearman value: 67.82870469746828 - type: euclidean_pearson value: 69.03857775285664 - type: euclidean_spearman value: 67.74455108773341 - type: main_score value: 67.82870469746828 - type: manhattan_pearson value: 69.25304172245812 - type: manhattan_spearman value: 68.00987097916055 - type: pearson value: 67.270656447085 - type: spearman value: 67.82870469746828 task: type: STS - dataset: config: default name: MTEB STSBenchmark revision: b0fddb56ed78048fa8b90373c8a3cfc37b684831 split: test type: mteb/stsbenchmark-sts metrics: - type: cosine_pearson value: 87.17245205384889 - type: cosine_spearman value: 87.7360146030987 - type: euclidean_pearson value: 87.48919412794656 - type: euclidean_spearman value: 87.7312047878383 - type: main_score value: 87.7360146030987 - type: manhattan_pearson value: 87.61476224354806 - type: manhattan_spearman value: 87.95220889254693 - type: pearson value: 87.17245205384889 - type: spearman value: 87.7360146030987 task: type: STS - dataset: config: default name: MTEB SciDocsRR revision: d3c5e1fc0b855ab6097bf1cda04dd73947d7caab split: test type: mteb/scidocs-reranking metrics: - type: main_score value: 88.43547871921146 - type: map value: 88.43547871921146 - type: mrr value: 96.5564473652709 - type: nAUC_map_diff1 value: -13.66029392579231 - type: nAUC_map_max value: 50.325613574053506 - type: nAUC_map_std value: 60.02986231275796 - type: nAUC_mrr_diff1 value: 23.83821476411125 - type: nAUC_mrr_max value: 86.72643311769906 - type: nAUC_mrr_std value: 72.12741063469213 task: type: Reranking - dataset: config: default name: MTEB SciFact revision: 0228b52cf27578f30900b9e5271d331663a030d7 split: test type: mteb/scifact metrics: - type: main_score value: 78.233 - type: map_at_1 value: 61.49400000000001 - type: map_at_10 value: 73.30600000000001 - type: map_at_100 value: 73.719 - type: map_at_1000 value: 73.724 - type: map_at_20 value: 73.611 - type: map_at_3 value: 70.626 - type: map_at_5 value: 72.417 - type: mrr_at_1 value: 64.66666666666666 - type: mrr_at_10 value: 74.30357142857143 - type: mrr_at_100 value: 74.56950898079988 - type: mrr_at_1000 value: 74.57295833098681 - type: mrr_at_20 value: 74.46165223665226 - type: mrr_at_3 value: 72.3888888888889 - type: mrr_at_5 value: 73.60555555555557 - type: nauc_map_at_1000_diff1 value: 76.51524604780636 - type: nauc_map_at_1000_max value: 53.48521938401881 - type: nauc_map_at_1000_std value: -7.347799382158861 - type: nauc_map_at_100_diff1 value: 76.5122888096236 - type: nauc_map_at_100_max value: 53.49221847471618 - type: nauc_map_at_100_std value: -7.329683735681086 - type: nauc_map_at_10_diff1 value: 76.30928630674504 - type: nauc_map_at_10_max value: 53.00102977185941 - type: nauc_map_at_10_std value: -7.7467740085108705 - type: nauc_map_at_1_diff1 value: 79.54189281784247 - type: nauc_map_at_1_max value: 46.630071622109526 - type: nauc_map_at_1_std value: -14.395943134644112 - type: nauc_map_at_20_diff1 value: 76.41604361947962 - type: nauc_map_at_20_max value: 53.578883876146875 - type: nauc_map_at_20_std value: -7.403103451288041 - type: nauc_map_at_3_diff1 value: 76.25911617571941 - type: nauc_map_at_3_max value: 49.140287380513605 - type: nauc_map_at_3_std value: -11.35992449218983 - type: nauc_map_at_5_diff1 value: 76.35122077770336 - type: nauc_map_at_5_max value: 52.1744367901208 - type: nauc_map_at_5_std value: -7.85753955055384 - type: nauc_mrr_at_1000_diff1 value: 76.97223309515867 - type: nauc_mrr_at_1000_max value: 57.263787498613326 - type: nauc_mrr_at_1000_std value: -4.884090708840035 - type: nauc_mrr_at_100_diff1 value: 76.97312970894603 - type: nauc_mrr_at_100_max value: 57.26850730446478 - type: nauc_mrr_at_100_std value: -4.875200894216617 - type: nauc_mrr_at_10_diff1 value: 76.65927674223613 - type: nauc_mrr_at_10_max value: 57.30979763941454 - type: nauc_mrr_at_10_std value: -4.863331094022142 - type: nauc_mrr_at_1_diff1 value: 80.0454932568644 - type: nauc_mrr_at_1_max value: 56.76038421319305 - type: nauc_mrr_at_1_std value: -4.101939392632653 - type: nauc_mrr_at_20_diff1 value: 76.87237970440503 - type: nauc_mrr_at_20_max value: 57.33843605225869 - type: nauc_mrr_at_20_std value: -4.96248984417978 - type: nauc_mrr_at_3_diff1 value: 76.74130186666727 - type: nauc_mrr_at_3_max value: 56.19313244846155 - type: nauc_mrr_at_3_std value: -5.684365934009136 - type: nauc_mrr_at_5_diff1 value: 76.66406918799962 - type: nauc_mrr_at_5_max value: 57.56110093228628 - type: nauc_mrr_at_5_std value: -3.7464413085588073 - type: nauc_ndcg_at_1000_diff1 value: 76.19194173971773 - type: nauc_ndcg_at_1000_max value: 55.57464600170693 - type: nauc_ndcg_at_1000_std value: -6.0761689532372625 - type: nauc_ndcg_at_100_diff1 value: 76.14631273843654 - type: nauc_ndcg_at_100_max value: 55.72246565373382 - type: nauc_ndcg_at_100_std value: -5.595160698860595 - type: nauc_ndcg_at_10_diff1 value: 75.0108223611192 - type: nauc_ndcg_at_10_max value: 55.27894212877493 - type: nauc_ndcg_at_10_std value: -6.968331740214591 - type: nauc_ndcg_at_1_diff1 value: 80.0454932568644 - type: nauc_ndcg_at_1_max value: 56.76038421319305 - type: nauc_ndcg_at_1_std value: -4.101939392632653 - type: nauc_ndcg_at_20_diff1 value: 75.54887755702472 - type: nauc_ndcg_at_20_max value: 56.406879417251496 - type: nauc_ndcg_at_20_std value: -6.495231061329629 - type: nauc_ndcg_at_3_diff1 value: 75.03620356688509 - type: nauc_ndcg_at_3_max value: 52.147381077773424 - type: nauc_ndcg_at_3_std value: -8.448005688956199 - type: nauc_ndcg_at_5_diff1 value: 75.1195898074229 - type: nauc_ndcg_at_5_max value: 54.2321033861173 - type: nauc_ndcg_at_5_std value: -5.882690780895338 - type: nauc_precision_at_1000_diff1 value: -28.081979732100532 - type: nauc_precision_at_1000_max value: 35.055348014832916 - type: nauc_precision_at_1000_std value: 59.61280468927384 - type: nauc_precision_at_100_diff1 value: -25.112740730587458 - type: nauc_precision_at_100_max value: 38.26331300116496 - type: nauc_precision_at_100_std value: 62.46316222328831 - type: nauc_precision_at_10_diff1 value: -2.6766206473658833 - type: nauc_precision_at_10_max value: 45.95321867204845 - type: nauc_precision_at_10_std value: 45.07212468670564 - type: nauc_precision_at_1_diff1 value: 80.0454932568644 - type: nauc_precision_at_1_max value: 56.76038421319305 - type: nauc_precision_at_1_std value: -4.101939392632653 - type: nauc_precision_at_20_diff1 value: -10.698911116738385 - type: nauc_precision_at_20_max value: 43.467275950182994 - type: nauc_precision_at_20_std value: 48.00467321991766 - type: nauc_precision_at_3_diff1 value: 33.6344708541193 - type: nauc_precision_at_3_max value: 49.309242331670504 - type: nauc_precision_at_3_std value: 21.02940391379915 - type: nauc_precision_at_5_diff1 value: 13.560415600596318 - type: nauc_precision_at_5_max value: 48.918726500100085 - type: nauc_precision_at_5_std value: 39.940930429172184 - type: nauc_recall_at_1000_diff1 value: .nan - type: nauc_recall_at_1000_max value: .nan - type: nauc_recall_at_1000_std value: .nan - type: nauc_recall_at_100_diff1 value: 70.82166199813196 - type: nauc_recall_at_100_max value: 76.6106442577042 - type: nauc_recall_at_100_std value: 66.47992530345513 - type: nauc_recall_at_10_diff1 value: 62.68908885556092 - type: nauc_recall_at_10_max value: 58.14262437741839 - type: nauc_recall_at_10_std value: -12.946717875063369 - type: nauc_recall_at_1_diff1 value: 79.54189281784247 - type: nauc_recall_at_1_max value: 46.630071622109526 - type: nauc_recall_at_1_std value: -14.395943134644112 - type: nauc_recall_at_20_diff1 value: 65.79470497876567 - type: nauc_recall_at_20_max value: 71.68308183488456 - type: nauc_recall_at_20_std value: -12.556850697268453 - type: nauc_recall_at_3_diff1 value: 68.3240211318129 - type: nauc_recall_at_3_max value: 45.05998217275036 - type: nauc_recall_at_3_std value: -14.23179772593869 - type: nauc_recall_at_5_diff1 value: 67.53366869904056 - type: nauc_recall_at_5_max value: 53.57935627081027 - type: nauc_recall_at_5_std value: -3.3271112904853393 - type: ndcg_at_1 value: 64.667 - type: ndcg_at_10 value: 78.233 - type: ndcg_at_100 value: 79.806 - type: ndcg_at_1000 value: 79.92099999999999 - type: ndcg_at_20 value: 79.006 - type: ndcg_at_3 value: 74.018 - type: ndcg_at_5 value: 76.334 - type: precision_at_1 value: 64.667 - type: precision_at_10 value: 10.4 - type: precision_at_100 value: 1.1199999999999999 - type: precision_at_1000 value: 0.11299999999999999 - type: precision_at_20 value: 5.383 - type: precision_at_3 value: 29.444 - type: precision_at_5 value: 19.467000000000002 - type: recall_at_1 value: 61.49400000000001 - type: recall_at_10 value: 92.156 - type: recall_at_100 value: 99.167 - type: recall_at_1000 value: 100.0 - type: recall_at_20 value: 94.833 - type: recall_at_3 value: 80.833 - type: recall_at_5 value: 86.6 task: type: Retrieval - dataset: config: default name: MTEB SprintDuplicateQuestions revision: d66bd1f72af766a5cc4b0ca5e00c162f89e8cc46 split: test type: mteb/sprintduplicatequestions-pairclassification metrics: - type: cosine_accuracy value: 99.8039603960396 - type: cosine_accuracy_threshold value: 84.54211950302124 - type: cosine_ap value: 95.59056372734358 - type: cosine_f1 value: 90.1394422310757 - type: cosine_f1_threshold value: 84.54211950302124 - type: cosine_precision value: 89.78174603174604 - type: cosine_recall value: 90.5 - type: dot_accuracy value: 99.80594059405941 - type: dot_accuracy_threshold value: 85.57180166244507 - type: dot_ap value: 95.53453431914399 - type: dot_f1 value: 90.10442565887618 - type: dot_f1_threshold value: 84.59715843200684 - type: dot_precision value: 89.61424332344214 - type: dot_recall value: 90.60000000000001 - type: euclidean_accuracy value: 99.8039603960396 - type: euclidean_accuracy_threshold value: 53.253382444381714 - type: euclidean_ap value: 95.5850992402159 - type: euclidean_f1 value: 90.09457441513192 - type: euclidean_f1_threshold value: 55.725520849227905 - type: euclidean_precision value: 89.69276511397423 - type: euclidean_recall value: 90.5 - type: main_score value: 95.7485189884476 - type: manhattan_accuracy value: 99.81485148514851 - type: manhattan_accuracy_threshold value: 3491.29638671875 - type: manhattan_ap value: 95.7485189884476 - type: manhattan_f1 value: 90.464048954615 - type: manhattan_f1_threshold value: 3491.29638671875 - type: manhattan_precision value: 92.2996878251821 - type: manhattan_recall value: 88.7 - type: max_ap value: 95.7485189884476 - type: max_f1 value: 90.464048954615 - type: max_precision value: 92.2996878251821 - type: max_recall value: 90.60000000000001 - type: similarity_accuracy value: 99.8039603960396 - type: similarity_accuracy_threshold value: 84.54211950302124 - type: similarity_ap value: 95.59056372734358 - type: similarity_f1 value: 90.1394422310757 - type: similarity_f1_threshold value: 84.54211950302124 - type: similarity_precision value: 89.78174603174604 - type: similarity_recall value: 90.5 task: type: PairClassification - dataset: config: default name: MTEB StackExchangeClustering revision: 6cbc1f7b2bc0622f2e39d2c77fa502909748c259 split: test type: mteb/stackexchange-clustering metrics: - type: main_score value: 78.49205191950675 - type: v_measure value: 78.49205191950675 - type: v_measure_std value: 2.84869550699959 task: type: Clustering - dataset: config: default name: MTEB StackExchangeClusteringP2P revision: 815ca46b2622cec33ccafc3735d572c266efdb44 split: test type: mteb/stackexchange-clustering-p2p metrics: - type: main_score value: 48.90421736513028 - type: v_measure value: 48.90421736513028 - type: v_measure_std value: 1.6875865714471023 task: type: Clustering - dataset: config: default name: MTEB StackOverflowDupQuestions revision: e185fbe320c72810689fc5848eb6114e1ef5ec69 split: test type: mteb/stackoverflowdupquestions-reranking metrics: - type: main_score value: 52.9874730481696 - type: map value: 52.9874730481696 - type: mrr value: 53.85867604617604 - type: nAUC_map_diff1 value: 39.633429293407616 - type: nAUC_map_max value: 10.236807988858546 - type: nAUC_map_std value: 10.276522217929674 - type: nAUC_mrr_diff1 value: 40.0543079218377 - type: nAUC_mrr_max value: 10.96209807382042 - type: nAUC_mrr_std value: 10.524400196109918 task: type: Reranking - dataset: config: default name: MTEB SummEval revision: cda12ad7615edc362dbf25a00fdd61d3b1eaf93c split: test type: mteb/summeval metrics: - type: cosine_pearson value: 30.727801109114232 - type: cosine_spearman value: 31.66058223980157 - type: dot_pearson value: 30.78818248622866 - type: dot_spearman value: 31.525158776890265 - type: main_score value: 31.66058223980157 - type: pearson value: 30.727801109114232 - type: spearman value: 31.66058223980157 task: type: Summarization - dataset: config: default name: MTEB TRECCOVID revision: bb9466bac8153a0349341eb1b22e06409e78ef4e split: test type: mteb/trec-covid metrics: - type: main_score value: 85.206 - type: map_at_1 value: 0.246 - type: map_at_10 value: 2.1950000000000003 - type: map_at_100 value: 14.179 - type: map_at_1000 value: 35.037 - type: map_at_20 value: 4.143 - type: map_at_3 value: 0.7100000000000001 - type: map_at_5 value: 1.135 - type: mrr_at_1 value: 94.0 - type: mrr_at_10 value: 96.66666666666666 - type: mrr_at_100 value: 96.66666666666666 - type: mrr_at_1000 value: 96.66666666666666 - type: mrr_at_20 value: 96.66666666666666 - type: mrr_at_3 value: 96.66666666666666 - type: mrr_at_5 value: 96.66666666666666 - type: nauc_map_at_1000_diff1 value: -4.6264497624527525 - type: nauc_map_at_1000_max value: 44.594457564749355 - type: nauc_map_at_1000_std value: 73.17642341400133 - type: nauc_map_at_100_diff1 value: 23.451335157405726 - type: nauc_map_at_100_max value: 25.426398857299525 - type: nauc_map_at_100_std value: 64.07416694472633 - type: nauc_map_at_10_diff1 value: 46.57568738568346 - type: nauc_map_at_10_max value: 9.693233249079238 - type: nauc_map_at_10_std value: 28.549530265164357 - type: nauc_map_at_1_diff1 value: 53.48238396620123 - type: nauc_map_at_1_max value: 0.33476619393733076 - type: nauc_map_at_1_std value: 8.906362219128463 - type: nauc_map_at_20_diff1 value: 39.40719602207749 - type: nauc_map_at_20_max value: 9.635915072074045 - type: nauc_map_at_20_std value: 35.15634791346394 - type: nauc_map_at_3_diff1 value: 53.11784737840137 - type: nauc_map_at_3_max value: 3.059682761072153 - type: nauc_map_at_3_std value: 21.310633086556617 - type: nauc_map_at_5_diff1 value: 49.91570701185436 - type: nauc_map_at_5_max value: 8.045082896244576 - type: nauc_map_at_5_std value: 20.597686235051647 - type: nauc_mrr_at_1000_diff1 value: 41.98412698412726 - type: nauc_mrr_at_1000_max value: 78.24463118580779 - type: nauc_mrr_at_1000_std value: 0.30812324930028195 - type: nauc_mrr_at_100_diff1 value: 41.98412698412726 - type: nauc_mrr_at_100_max value: 78.24463118580779 - type: nauc_mrr_at_100_std value: 0.30812324930028195 - type: nauc_mrr_at_10_diff1 value: 41.98412698412726 - type: nauc_mrr_at_10_max value: 78.24463118580779 - type: nauc_mrr_at_10_std value: 0.30812324930028195 - type: nauc_mrr_at_1_diff1 value: 38.62433862433873 - type: nauc_mrr_at_1_max value: 80.78120136943666 - type: nauc_mrr_at_1_std value: -10.768751945222197 - type: nauc_mrr_at_20_diff1 value: 41.98412698412726 - type: nauc_mrr_at_20_max value: 78.24463118580779 - type: nauc_mrr_at_20_std value: 0.30812324930028195 - type: nauc_mrr_at_3_diff1 value: 41.98412698412726 - type: nauc_mrr_at_3_max value: 78.24463118580779 - type: nauc_mrr_at_3_std value: 0.30812324930028195 - type: nauc_mrr_at_5_diff1 value: 41.98412698412726 - type: nauc_mrr_at_5_max value: 78.24463118580779 - type: nauc_mrr_at_5_std value: 0.30812324930028195 - type: nauc_ndcg_at_1000_diff1 value: 0.5174948602880207 - type: nauc_ndcg_at_1000_max value: 48.60686602077053 - type: nauc_ndcg_at_1000_std value: 75.72456343175277 - type: nauc_ndcg_at_100_diff1 value: -20.747252137999254 - type: nauc_ndcg_at_100_max value: 49.985132618254994 - type: nauc_ndcg_at_100_std value: 61.096383293836574 - type: nauc_ndcg_at_10_diff1 value: 6.791377920463332 - type: nauc_ndcg_at_10_max value: 57.50019332833286 - type: nauc_ndcg_at_10_std value: 49.201028841219426 - type: nauc_ndcg_at_1_diff1 value: 54.92683440362145 - type: nauc_ndcg_at_1_max value: 83.8667228129276 - type: nauc_ndcg_at_1_std value: 1.6738604063586122 - type: nauc_ndcg_at_20_diff1 value: -5.1948699196314925 - type: nauc_ndcg_at_20_max value: 54.483087684806556 - type: nauc_ndcg_at_20_std value: 50.54823818118781 - type: nauc_ndcg_at_3_diff1 value: 26.267246500164372 - type: nauc_ndcg_at_3_max value: 63.0173212926611 - type: nauc_ndcg_at_3_std value: 41.025597406368256 - type: nauc_ndcg_at_5_diff1 value: 16.910185454343036 - type: nauc_ndcg_at_5_max value: 60.9328683868778 - type: nauc_ndcg_at_5_std value: 36.70169905857712 - type: nauc_precision_at_1000_diff1 value: -46.374447765983525 - type: nauc_precision_at_1000_max value: 35.36052337813863 - type: nauc_precision_at_1000_std value: 14.219220668161018 - type: nauc_precision_at_100_diff1 value: -29.7838083657744 - type: nauc_precision_at_100_max value: 43.93589400385112 - type: nauc_precision_at_100_std value: 55.425045718579945 - type: nauc_precision_at_10_diff1 value: -12.016613405227687 - type: nauc_precision_at_10_max value: 57.79924427743131 - type: nauc_precision_at_10_std value: 49.022036703550675 - type: nauc_precision_at_1_diff1 value: 38.62433862433873 - type: nauc_precision_at_1_max value: 80.78120136943666 - type: nauc_precision_at_1_std value: -10.768751945222197 - type: nauc_precision_at_20_diff1 value: -23.95633847880195 - type: nauc_precision_at_20_max value: 48.34715917258276 - type: nauc_precision_at_20_std value: 48.82198285255887 - type: nauc_precision_at_3_diff1 value: 6.871296905858807 - type: nauc_precision_at_3_max value: 70.54805793285054 - type: nauc_precision_at_3_std value: 44.65108624094803 - type: nauc_precision_at_5_diff1 value: -9.074932448759695 - type: nauc_precision_at_5_max value: 67.41284242437573 - type: nauc_precision_at_5_std value: 23.876891983919577 - type: nauc_recall_at_1000_diff1 value: 8.142288830293255 - type: nauc_recall_at_1000_max value: 38.85182826835104 - type: nauc_recall_at_1000_std value: 68.60783819217335 - type: nauc_recall_at_100_diff1 value: 34.262914076287466 - type: nauc_recall_at_100_max value: 12.87009658528838 - type: nauc_recall_at_100_std value: 56.21330603762995 - type: nauc_recall_at_10_diff1 value: 49.33830945338758 - type: nauc_recall_at_10_max value: 0.3539875530671406 - type: nauc_recall_at_10_std value: 26.85864465557644 - type: nauc_recall_at_1_diff1 value: 53.48238396620123 - type: nauc_recall_at_1_max value: 0.33476619393733076 - type: nauc_recall_at_1_std value: 8.906362219128463 - type: nauc_recall_at_20_diff1 value: 44.21928181266254 - type: nauc_recall_at_20_max value: -0.9198356057088594 - type: nauc_recall_at_20_std value: 31.484376992896784 - type: nauc_recall_at_3_diff1 value: 53.038093080990876 - type: nauc_recall_at_3_max value: -1.4170895916973003 - type: nauc_recall_at_3_std value: 21.890202855574497 - type: nauc_recall_at_5_diff1 value: 49.39742214825278 - type: nauc_recall_at_5_max value: 2.8412267611894517 - type: nauc_recall_at_5_std value: 18.01598921859512 - type: ndcg_at_1 value: 91.0 - type: ndcg_at_10 value: 85.206 - type: ndcg_at_100 value: 67.29 - type: ndcg_at_1000 value: 60.584 - type: ndcg_at_20 value: 82.321 - type: ndcg_at_3 value: 88.642 - type: ndcg_at_5 value: 87.063 - type: precision_at_1 value: 94.0 - type: precision_at_10 value: 89.8 - type: precision_at_100 value: 69.78 - type: precision_at_1000 value: 26.738 - type: precision_at_20 value: 87.2 - type: precision_at_3 value: 92.0 - type: precision_at_5 value: 90.8 - type: recall_at_1 value: 0.246 - type: recall_at_10 value: 2.344 - type: recall_at_100 value: 16.962 - type: recall_at_1000 value: 57.325 - type: recall_at_20 value: 4.517 - type: recall_at_3 value: 0.731 - type: recall_at_5 value: 1.1780000000000002 task: type: Retrieval - dataset: config: default name: MTEB Touche2020 revision: a34f9a33db75fa0cbb21bb5cfc3dae8dc8bec93f split: test type: mteb/touche2020 metrics: - type: main_score value: 31.455 - type: map_at_1 value: 2.9739999999999998 - type: map_at_10 value: 12.183 - type: map_at_100 value: 18.772 - type: map_at_1000 value: 20.415 - type: map_at_20 value: 14.451 - type: map_at_3 value: 6.507000000000001 - type: map_at_5 value: 8.66 - type: mrr_at_1 value: 40.816326530612244 - type: mrr_at_10 value: 57.70975056689341 - type: mrr_at_100 value: 58.18379126542391 - type: mrr_at_1000 value: 58.18379126542391 - type: mrr_at_20 value: 57.85552316164561 - type: mrr_at_3 value: 54.08163265306123 - type: mrr_at_5 value: 56.42857142857143 - type: nauc_map_at_1000_diff1 value: 3.1567471051481437 - type: nauc_map_at_1000_max value: -1.5882060729791523 - type: nauc_map_at_1000_std value: 18.69622198722074 - type: nauc_map_at_100_diff1 value: 3.3449677678147536 - type: nauc_map_at_100_max value: -2.8928606866168405 - type: nauc_map_at_100_std value: 15.789984947653412 - type: nauc_map_at_10_diff1 value: 2.9696743570444264 - type: nauc_map_at_10_max value: -9.096749212011876 - type: nauc_map_at_10_std value: -5.38545817258353 - type: nauc_map_at_1_diff1 value: 20.680780404542546 - type: nauc_map_at_1_max value: -7.04722927447817 - type: nauc_map_at_1_std value: -7.062494733973898 - type: nauc_map_at_20_diff1 value: 4.070437790119271 - type: nauc_map_at_20_max value: -4.84491434686032 - type: nauc_map_at_20_std value: 0.5846341109021014 - type: nauc_map_at_3_diff1 value: 11.9634978045925 - type: nauc_map_at_3_max value: -8.27834591046608 - type: nauc_map_at_3_std value: -8.687615453381065 - type: nauc_map_at_5_diff1 value: 0.9195191526009436 - type: nauc_map_at_5_max value: -1.673813362719489 - type: nauc_map_at_5_std value: -6.67549753473631 - type: nauc_mrr_at_1000_diff1 value: 19.877993208719573 - type: nauc_mrr_at_1000_max value: -10.37776706406218 - type: nauc_mrr_at_1000_std value: 7.132169578056367 - type: nauc_mrr_at_100_diff1 value: 19.877993208719573 - type: nauc_mrr_at_100_max value: -10.37776706406218 - type: nauc_mrr_at_100_std value: 7.132169578056367 - type: nauc_mrr_at_10_diff1 value: 20.414285568401457 - type: nauc_mrr_at_10_max value: -9.677800295687861 - type: nauc_mrr_at_10_std value: 8.001103690180859 - type: nauc_mrr_at_1_diff1 value: 22.393284073955723 - type: nauc_mrr_at_1_max value: -5.889370191243167 - type: nauc_mrr_at_1_std value: -1.5183536173658247 - type: nauc_mrr_at_20_diff1 value: 20.455564720604055 - type: nauc_mrr_at_20_max value: -10.230642830103074 - type: nauc_mrr_at_20_std value: 7.863582453266621 - type: nauc_mrr_at_3_diff1 value: 17.554895390732618 - type: nauc_mrr_at_3_max value: -15.618463505555052 - type: nauc_mrr_at_3_std value: 5.913231577966864 - type: nauc_mrr_at_5_diff1 value: 18.393678507779914 - type: nauc_mrr_at_5_max value: -11.903593353147762 - type: nauc_mrr_at_5_std value: 7.580745996262831 - type: nauc_ndcg_at_1000_diff1 value: 13.746937095530473 - type: nauc_ndcg_at_1000_max value: -0.9319249687895838 - type: nauc_ndcg_at_1000_std value: 38.56328031451904 - type: nauc_ndcg_at_100_diff1 value: 13.854865944415895 - type: nauc_ndcg_at_100_max value: -7.142142012591404 - type: nauc_ndcg_at_100_std value: 35.61341954818848 - type: nauc_ndcg_at_10_diff1 value: 9.010144273248759 - type: nauc_ndcg_at_10_max value: -15.320014897424574 - type: nauc_ndcg_at_10_std value: 2.84883880489144 - type: nauc_ndcg_at_1_diff1 value: 20.939533945592967 - type: nauc_ndcg_at_1_max value: -6.387319972188946 - type: nauc_ndcg_at_1_std value: -0.5258673122126726 - type: nauc_ndcg_at_20_diff1 value: 14.660827309009496 - type: nauc_ndcg_at_20_max value: -13.476196120145994 - type: nauc_ndcg_at_20_std value: 8.22391881710838 - type: nauc_ndcg_at_3_diff1 value: 13.429985227235935 - type: nauc_ndcg_at_3_max value: -14.904544592570247 - type: nauc_ndcg_at_3_std value: 1.599779998183342 - type: nauc_ndcg_at_5_diff1 value: 8.085466231900622 - type: nauc_ndcg_at_5_max value: -9.09591969526831 - type: nauc_ndcg_at_5_std value: 3.5794092637248505 - type: nauc_precision_at_1000_diff1 value: -9.31941215946743 - type: nauc_precision_at_1000_max value: 31.52913520470716 - type: nauc_precision_at_1000_std value: 22.720784312185856 - type: nauc_precision_at_100_diff1 value: 8.958548406995279 - type: nauc_precision_at_100_max value: 15.100597910674104 - type: nauc_precision_at_100_std value: 71.04548238175113 - type: nauc_precision_at_10_diff1 value: 12.4698194690008 - type: nauc_precision_at_10_max value: -15.84870544871496 - type: nauc_precision_at_10_std value: 7.575297622501928 - type: nauc_precision_at_1_diff1 value: 22.393284073955723 - type: nauc_precision_at_1_max value: -5.889370191243167 - type: nauc_precision_at_1_std value: -1.5183536173658247 - type: nauc_precision_at_20_diff1 value: 15.393505718138758 - type: nauc_precision_at_20_max value: -3.70684298539384 - type: nauc_precision_at_20_std value: 29.426137824970304 - type: nauc_precision_at_3_diff1 value: 9.997768085465394 - type: nauc_precision_at_3_max value: -17.12224314347674 - type: nauc_precision_at_3_std value: -1.343018166772313 - type: nauc_precision_at_5_diff1 value: 3.8936997437913554 - type: nauc_precision_at_5_max value: -5.689104289687632 - type: nauc_precision_at_5_std value: 3.181098051304285 - type: nauc_recall_at_1000_diff1 value: 9.908303508158387 - type: nauc_recall_at_1000_max value: 6.174506592699848 - type: nauc_recall_at_1000_std value: 77.41931114780012 - type: nauc_recall_at_100_diff1 value: 10.286839241876192 - type: nauc_recall_at_100_max value: -6.6138697026666815 - type: nauc_recall_at_100_std value: 49.608313692633224 - type: nauc_recall_at_10_diff1 value: 2.215545846659851 - type: nauc_recall_at_10_max value: -17.83025802478445 - type: nauc_recall_at_10_std value: -3.3784768673705465 - type: nauc_recall_at_1_diff1 value: 20.680780404542546 - type: nauc_recall_at_1_max value: -7.04722927447817 - type: nauc_recall_at_1_std value: -7.062494733973898 - type: nauc_recall_at_20_diff1 value: 6.974410239251615 - type: nauc_recall_at_20_max value: -14.161147924731646 - type: nauc_recall_at_20_std value: 9.328412057721454 - type: nauc_recall_at_3_diff1 value: 7.904589805754212 - type: nauc_recall_at_3_max value: -12.1912388648593 - type: nauc_recall_at_3_std value: -9.221542013385555 - type: nauc_recall_at_5_diff1 value: -3.2604132752706914 - type: nauc_recall_at_5_max value: -6.886351441658915 - type: nauc_recall_at_5_std value: -7.014252851712789 - type: ndcg_at_1 value: 39.796 - type: ndcg_at_10 value: 31.455 - type: ndcg_at_100 value: 42.388999999999996 - type: ndcg_at_1000 value: 53.556000000000004 - type: ndcg_at_20 value: 30.808000000000003 - type: ndcg_at_3 value: 35.831 - type: ndcg_at_5 value: 32.845 - type: precision_at_1 value: 40.816 - type: precision_at_10 value: 27.143 - type: precision_at_100 value: 8.449 - type: precision_at_1000 value: 1.6179999999999999 - type: precision_at_20 value: 19.387999999999998 - type: precision_at_3 value: 35.374 - type: precision_at_5 value: 31.019999999999996 - type: recall_at_1 value: 2.9739999999999998 - type: recall_at_10 value: 19.39 - type: recall_at_100 value: 51.636 - type: recall_at_1000 value: 86.99900000000001 - type: recall_at_20 value: 26.478 - type: recall_at_3 value: 7.703 - type: recall_at_5 value: 11.42 task: type: Retrieval - dataset: config: default name: MTEB ToxicConversationsClassification revision: edfaf9da55d3dd50d43143d90c1ac476895ae6de split: test type: mteb/toxic_conversations_50k metrics: - type: accuracy value: 86.9384765625 - type: ap value: 31.737513704141552 - type: ap_weighted value: 31.737513704141552 - type: f1 value: 71.5490757306975 - type: f1_weighted value: 89.14632533489856 - type: main_score value: 86.9384765625 task: type: Classification - dataset: config: default name: MTEB TweetSentimentExtractionClassification revision: d604517c81ca91fe16a244d1248fc021f9ecee7a split: test type: mteb/tweet_sentiment_extraction metrics: - type: accuracy value: 73.57668364459535 - type: f1 value: 73.90467103648074 - type: f1_weighted value: 73.42158415034704 - type: main_score value: 73.57668364459535 task: type: Classification - dataset: config: default name: MTEB TwentyNewsgroupsClustering revision: 6125ec4e24fa026cec8a478383ee943acfbd5449 split: test type: mteb/twentynewsgroups-clustering metrics: - type: main_score value: 58.574148097494685 - type: v_measure value: 58.574148097494685 - type: v_measure_std value: 0.9443161637490822 task: type: Clustering - dataset: config: default name: MTEB TwitterSemEval2015 revision: 70970daeab8776df92f5ea462b6173c0b46fd2d1 split: test type: mteb/twittersemeval2015-pairclassification metrics: - type: cosine_accuracy value: 88.1385229778864 - type: cosine_accuracy_threshold value: 83.86307954788208 - type: cosine_ap value: 80.17965893449055 - type: cosine_f1 value: 73.0614300100705 - type: cosine_f1_threshold value: 80.7942807674408 - type: cosine_precision value: 69.8603755416466 - type: cosine_recall value: 76.56992084432717 - type: dot_accuracy value: 88.2100494724921 - type: dot_accuracy_threshold value: 83.84793996810913 - type: dot_ap value: 80.18603932881858 - type: dot_f1 value: 73.07643714466204 - type: dot_f1_threshold value: 80.87586164474487 - type: dot_precision value: 70.10909090909091 - type: dot_recall value: 76.3060686015831 - type: euclidean_accuracy value: 88.1385229778864 - type: euclidean_accuracy_threshold value: 56.77661895751953 - type: euclidean_ap value: 80.1784070881624 - type: euclidean_f1 value: 73.04830369529574 - type: euclidean_f1_threshold value: 61.91838979721069 - type: euclidean_precision value: 69.96859144720948 - type: euclidean_recall value: 76.41160949868075 - type: main_score value: 80.18603932881858 - type: manhattan_accuracy value: 88.0431543184121 - type: manhattan_accuracy_threshold value: 3755.6137084960938 - type: manhattan_ap value: 79.98270453664578 - type: manhattan_f1 value: 72.68242015061023 - type: manhattan_f1_threshold value: 3892.494583129883 - type: manhattan_precision value: 71.54907975460122 - type: manhattan_recall value: 73.85224274406332 - type: max_ap value: 80.18603932881858 - type: max_f1 value: 73.07643714466204 - type: max_precision value: 71.54907975460122 - type: max_recall value: 76.56992084432717 - type: similarity_accuracy value: 88.1385229778864 - type: similarity_accuracy_threshold value: 83.86307954788208 - type: similarity_ap value: 80.17965893449055 - type: similarity_f1 value: 73.0614300100705 - type: similarity_f1_threshold value: 80.7942807674408 - type: similarity_precision value: 69.8603755416466 - type: similarity_recall value: 76.56992084432717 task: type: PairClassification - dataset: config: default name: MTEB TwitterURLCorpus revision: 8b6510b0b1fa4e4c4f879467980e9be563ec1cdf split: test type: mteb/twitterurlcorpus-pairclassification metrics: - type: cosine_accuracy value: 89.7892653393876 - type: cosine_accuracy_threshold value: 79.69566583633423 - type: cosine_ap value: 87.4579867302024 - type: cosine_f1 value: 79.91620843152658 - type: cosine_f1_threshold value: 78.53609323501587 - type: cosine_precision value: 77.7155329210622 - type: cosine_recall value: 82.24514936864799 - type: dot_accuracy value: 89.78732487289945 - type: dot_accuracy_threshold value: 80.05315661430359 - type: dot_ap value: 87.44916182456272 - type: dot_f1 value: 79.90419878751591 - type: dot_f1_threshold value: 78.57890725135803 - type: dot_precision value: 77.73409057812728 - type: dot_recall value: 82.19895287958116 - type: euclidean_accuracy value: 89.78538440641131 - type: euclidean_accuracy_threshold value: 62.29925751686096 - type: euclidean_ap value: 87.45904868911386 - type: euclidean_f1 value: 79.93127404474657 - type: euclidean_f1_threshold value: 65.61101078987122 - type: euclidean_precision value: 77.62060210373595 - type: euclidean_recall value: 82.38373883584848 - type: main_score value: 87.46554314325058 - type: manhattan_accuracy value: 89.76597974152986 - type: manhattan_accuracy_threshold value: 3988.5299682617188 - type: manhattan_ap value: 87.46554314325058 - type: manhattan_f1 value: 79.97181740645973 - type: manhattan_f1_threshold value: 4235.905838012695 - type: manhattan_precision value: 77.13713427283783 - type: manhattan_recall value: 83.02279026793964 - type: max_ap value: 87.46554314325058 - type: max_f1 value: 79.97181740645973 - type: max_precision value: 77.73409057812728 - type: max_recall value: 83.02279026793964 - type: similarity_accuracy value: 89.7892653393876 - type: similarity_accuracy_threshold value: 79.69566583633423 - type: similarity_ap value: 87.4579867302024 - type: similarity_f1 value: 79.91620843152658 - type: similarity_f1_threshold value: 78.53609323501587 - type: similarity_precision value: 77.7155329210622 - type: similarity_recall value: 82.24514936864799 task: type: PairClassification tags: - mteb - sentence-transformers - transformers - sentence-similarity license: mit --- # Updates New open-source models and ToDoList will be listed on https://github.com/DunZhang/Stella/blob/main/news_and_todo.md. You can also find these models on my [homepage](https://huggingface.co/infgrad). # Introduction The models are trained based on `Alibaba-NLP/gte-large-en-v1.5` and `Alibaba-NLP/gte-Qwen2-1.5B-instruct`. Thanks for their contributions! **We simplify usage of prompts, providing two prompts for most general tasks, one is for s2p, another one is for s2s.** Prompt of s2p task(e.g. retrieve task): ```text Instruct: Given a web search query, retrieve relevant passages that answer the query.\nQuery: {query} ``` Prompt of s2s task(e.g. semantic textual similarity task): ```text Instruct: Retrieve semantically similar text.\nQuery: {query} ``` The models are finally trained by [MRL](https://arxiv.org/abs/2205.13147), so they have multiple dimensions: 512, 768, 1024, 2048, 4096, 6144 and 8192. The higher the dimension, the better the performance. **Generally speaking, 1024d is good enough.** The MTEB score of 1024d is only 0.001 lower than 8192d. # Model directory structure The model directory structure is very simple, it is a standard SentenceTransformer directory **with a series of `2_Dense_{dims}` folders**, where `dims` represents the final vector dimension. For example, the `2_Dense_256` folder stores Linear weights that convert vector dimensions to 256 dimensions. Please refer to the following chapters for specific instructions on how to use them. # Usage You can use `SentenceTransformers` or `transformers` library to encode text. ## Sentence Transformers ```python from sentence_transformers import SentenceTransformer # This model supports two prompts: "s2p_query" and "s2s_query" for sentence-to-passage and sentence-to-sentence tasks, respectively. # They are defined in `config_sentence_transformers.json` query_prompt_name = "s2p_query" queries = [ "What are some ways to reduce stress?", "What are the benefits of drinking green tea?", ] # docs do not need any prompts docs = [ "There are many effective ways to reduce stress. Some common techniques include deep breathing, meditation, and physical activity. Engaging in hobbies, spending time in nature, and connecting with loved ones can also help alleviate stress. Additionally, setting boundaries, practicing self-care, and learning to say no can prevent stress from building up.", "Green tea has been consumed for centuries and is known for its potential health benefits. It contains antioxidants that may help protect the body against damage caused by free radicals. Regular consumption of green tea has been associated with improved heart health, enhanced cognitive function, and a reduced risk of certain types of cancer. The polyphenols in green tea may also have anti-inflammatory and weight loss properties.", ] # ！The default dimension is 1024, if you need other dimensions, please clone the model and modify `modules.json` to replace `2_Dense_1024` with another dimension, e.g. `2_Dense_256` or `2_Dense_8192` ! # on gpu model = SentenceTransformer("dunzhang/stella_en_400M_v5", trust_remote_code=True).cuda() # you can also use this model without the features of `use_memory_efficient_attention` and `unpad_inputs`. It can be worked in CPU. # model = SentenceTransformer( # "dunzhang/stella_en_400M_v5", # trust_remote_code=True, # device="cpu", # config_kwargs={"use_memory_efficient_attention": False, "unpad_inputs": False} # ) query_embeddings = model.encode(queries, prompt_name=query_prompt_name) doc_embeddings = model.encode(docs) print(query_embeddings.shape, doc_embeddings.shape) # (2, 1024) (2, 1024) similarities = model.similarity(query_embeddings, doc_embeddings) print(similarities) # tensor([[0.8398, 0.2990], # [0.3282, 0.8095]]) ``` ## Transformers ```python import os import torch from transformers import AutoModel, AutoTokenizer from sklearn.preprocessing import normalize query_prompt = "Instruct: Given a web search query, retrieve relevant passages that answer the query.\nQuery: " queries = [ "What are some ways to reduce stress?", "What are the benefits of drinking green tea?", ] queries = [query_prompt + query for query in queries] # docs do not need any prompts docs = [ "There are many effective ways to reduce stress. Some common techniques include deep breathing, meditation, and physical activity. Engaging in hobbies, spending time in nature, and connecting with loved ones can also help alleviate stress. Additionally, setting boundaries, practicing self-care, and learning to say no can prevent stress from building up.", "Green tea has been consumed for centuries and is known for its potential health benefits. It contains antioxidants that may help protect the body against damage caused by free radicals. Regular consumption of green tea has been associated with improved heart health, enhanced cognitive function, and a reduced risk of certain types of cancer. The polyphenols in green tea may also have anti-inflammatory and weight loss properties.", ] # The path of your model after cloning it model_dir = "{Your MODEL_PATH}" vector_dim = 1024 vector_linear_directory = f"2_Dense_{vector_dim}" model = AutoModel.from_pretrained(model_dir, trust_remote_code=True).cuda().eval() # you can also use this model without the features of `use_memory_efficient_attention` and `unpad_inputs`. It can be worked in CPU. # model = AutoModel.from_pretrained(model_dir, trust_remote_code=True,use_memory_efficient_attention=False,unpad_inputs=False).cuda().eval() tokenizer = AutoTokenizer.from_pretrained(model_dir, trust_remote_code=True) vector_linear = torch.nn.Linear(in_features=model.config.hidden_size, out_features=vector_dim) vector_linear_dict = { k.replace("linear.", ""): v for k, v in torch.load(os.path.join(model_dir, f"{vector_linear_directory}/pytorch_model.bin")).items() } vector_linear.load_state_dict(vector_linear_dict) vector_linear.cuda() # Embed the queries with torch.no_grad(): input_data = tokenizer(queries, padding="longest", truncation=True, max_length=512, return_tensors="pt") input_data = {k: v.cuda() for k, v in input_data.items()} attention_mask = input_data["attention_mask"] last_hidden_state = model(**input_data)[0] last_hidden = last_hidden_state.masked_fill(~attention_mask[..., None].bool(), 0.0) query_vectors = last_hidden.sum(dim=1) / attention_mask.sum(dim=1)[..., None] query_vectors = normalize(vector_linear(query_vectors).cpu().numpy()) # Embed the documents with torch.no_grad(): input_data = tokenizer(docs, padding="longest", truncation=True, max_length=512, return_tensors="pt") input_data = {k: v.cuda() for k, v in input_data.items()} attention_mask = input_data["attention_mask"] last_hidden_state = model(**input_data)[0] last_hidden = last_hidden_state.masked_fill(~attention_mask[..., None].bool(), 0.0) docs_vectors = last_hidden.sum(dim=1) / attention_mask.sum(dim=1)[..., None] docs_vectors = normalize(vector_linear(docs_vectors).cpu().numpy()) print(query_vectors.shape, docs_vectors.shape) # (2, 1024) (2, 1024) similarities = query_vectors @ docs_vectors.T print(similarities) # [[0.8397531 0.29900077] # [0.32818374 0.80954516]] ``` ### infinity_emb Usage via [infinity, MIT Licensed](https://github.com/michaelfeil/infinity). ```bash docker run \ --gpus all -p "7997":"7997" \ michaelf34/infinity:0.0.69 \ v2 --model-id dunzhang/stella_en_400M_v5 --revision "refs/pr/24" --dtype bfloat16 --batch-size 16 --device cuda --engine torch --port 7997 --no-bettertransformer ``` # FAQ Q: The details of training? A: The training method and datasets will be released in the future. (specific time unknown, may be provided in a paper) Q: How to choose a suitable prompt for my own task? A: In most cases, please use the s2p and s2s prompts. These two prompts account for the vast majority of the training data. Q: How to reproduce MTEB results? A: Please use evaluation scripts in `Alibaba-NLP/gte-Qwen2-1.5B-instruct` or `intfloat/e5-mistral-7b-instruct` Q: Why each dimension has a linear weight? A: MRL has multiple training methods, we choose this method which has the best performance. Q: What is the sequence length of models? A: 512 is recommended, in our experiments, almost all models perform poorly on specialized long text retrieval datasets. Besides, the model is trained on datasets of 512 length. This may be an optimization term. If you have any questions, please start a discussion on community.