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1.3390000000000002 - type: map_at_10 value: 2.723 - type: map_at_100 value: 3.2680000000000002 - type: map_at_1000 value: 3.45 - type: map_at_20 value: 2.933 - type: map_at_3 value: 2.152 - type: map_at_5 value: 2.387 - type: mrr_at_1 value: 1.3390000000000002 - type: mrr_at_10 value: 2.723 - type: mrr_at_100 value: 3.2680000000000002 - type: mrr_at_1000 value: 3.45 - type: mrr_at_20 value: 2.933 - type: mrr_at_3 value: 2.152 - type: mrr_at_5 value: 2.387 - type: ndcg_at_1 value: 1.3390000000000002 - type: ndcg_at_10 value: 3.6830000000000003 - type: ndcg_at_100 value: 7.188999999999999 - type: ndcg_at_1000 value: 13.244 - type: ndcg_at_20 value: 4.441 - type: ndcg_at_3 value: 2.4299999999999997 - type: ndcg_at_5 value: 2.855 - type: precision_at_1 value: 1.3390000000000002 - type: precision_at_10 value: 0.687 - type: precision_at_100 value: 0.253 - type: precision_at_1000 value: 0.076 - type: precision_at_20 value: 0.492 - type: precision_at_3 value: 1.079 - type: precision_at_5 value: 0.855 - type: recall_at_1 value: 1.3390000000000002 - type: recall_at_10 value: 6.865 - type: recall_at_100 value: 25.345000000000002 - type: recall_at_1000 value: 75.64800000000001 - type: recall_at_20 value: 9.844999999999999 - type: recall_at_3 value: 3.238 - type: recall_at_5 value: 4.275 - task: type: Classification dataset: type: mteb/amazon_reviews_multi name: MTEB AmazonReviewsClassification (fr) config: fr split: test revision: 1399c76144fd37290681b995c656ef9b2e06e26d metrics: - type: accuracy value: 31.394 - type: f1 value: 31.16026998979532 - type: scores_per_experiment value: [{'accuracy': 0.3106, 'f1': 0.3113499653647955}, {'accuracy': 0.3234, 'f1': 0.32825060065168693}, {'accuracy': 0.3116, 'f1': 0.30548593928572787}, {'accuracy': 0.254, 'f1': 0.2546404518517662}, {'accuracy': 0.3226, 'f1': 0.3225890138321428}, {'accuracy': 0.3322, 'f1': 0.325167732498503}, {'accuracy': 0.33, 'f1': 0.3297315007300018}, {'accuracy': 0.3114, 'f1': 0.3048082000513755}, {'accuracy': 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99.90069513406156 - type: dot_ap value: 100.0 - type: dot_f1 value: 99.95032290114257 - type: dot_precision value: 100.0 - type: dot_recall value: 99.90069513406156 - type: euclidean_accuracy value: 99.90069513406156 - type: euclidean_ap value: 100.0 - type: euclidean_f1 value: 99.95032290114257 - type: euclidean_precision value: 100.0 - type: euclidean_recall value: 99.90069513406156 - type: manhattan_accuracy value: 99.90069513406156 - type: manhattan_ap value: 100.0 - type: manhattan_f1 value: 99.95032290114257 - type: manhattan_precision value: 100.0 - type: manhattan_recall value: 99.90069513406156 - type: max_accuracy value: 99.90069513406156 - type: max_ap value: 100.0 - type: max_f1 value: 99.95032290114257 - task: type: PairClassification dataset: type: paws-x name: MTEB PawsX (fr) config: fr split: test revision: 8a04d940a42cd40658986fdd8e3da561533a3646 metrics: - type: cos_sim_accuracy value: 59.0 - type: cos_sim_ap value: 56.320346544376406 - type: cos_sim_f1 value: 62.74792643346557 - type: cos_sim_precision value: 46.524064171122994 - type: cos_sim_recall value: 96.3455149501661 - type: dot_accuracy value: 55.7 - type: dot_ap value: 46.71252478881971 - type: dot_f1 value: 62.29281767955801 - type: dot_precision value: 45.25840441545409 - type: dot_recall value: 99.88925802879291 - type: euclidean_accuracy value: 58.699999999999996 - type: euclidean_ap value: 56.46116374322776 - type: euclidean_f1 value: 62.71125494426466 - type: euclidean_precision value: 46.43237486687966 - type: euclidean_recall value: 96.56699889258029 - type: manhattan_accuracy value: 58.699999999999996 - type: manhattan_ap value: 56.47330912340628 - type: manhattan_f1 value: 62.64014466546113 - type: manhattan_precision value: 46.50912996777659 - type: manhattan_recall value: 95.90254706533776 - type: max_accuracy value: 59.0 - type: max_ap value: 56.47330912340628 - type: max_f1 value: 62.74792643346557 - task: type: STS dataset: type: Lajavaness/SICK-fr name: MTEB SICKFr config: default split: test revision: e077ab4cf4774a1e36d86d593b150422fafd8e8a metrics: - type: cos_sim_pearson value: 38.073122812837504 - type: cos_sim_spearman value: 43.503372662239165 - type: euclidean_pearson value: 46.33404452205143 - type: euclidean_spearman value: 45.78244167225132 - type: manhattan_pearson value: 47.44323302000745 - type: manhattan_spearman value: 46.38251854201864 - task: type: STS dataset: type: mteb/sts22-crosslingual-sts name: MTEB STS22 (fr) config: fr split: test revision: eea2b4fe26a775864c896887d910b76a8098ad3f metrics: - type: cos_sim_pearson value: 31.103039356525112 - type: cos_sim_spearman value: 53.56664221111779 - type: euclidean_pearson value: 36.3392983409797 - type: euclidean_spearman value: 52.62686684274186 - type: manhattan_pearson value: 36.85082171392844 - type: manhattan_spearman value: 53.53895289560877 - task: type: STS dataset: type: PhilipMay/stsb_multi_mt name: MTEB STSBenchmarkMultilingualSTS (fr) config: fr split: test revision: 93d57ef91790589e3ce9c365164337a8a78b7632 metrics: - type: cos_sim_pearson value: 35.908744486971926 - type: cos_sim_spearman value: 44.20832000787315 - type: euclidean_pearson value: 44.37808372773975 - type: euclidean_spearman value: 46.10319258119541 - type: manhattan_pearson value: 45.55526037587735 - type: manhattan_spearman value: 46.736062997919625 - task: type: Summarization dataset: type: lyon-nlp/summarization-summeval-fr-p2p name: MTEB SummEvalFr config: default split: test revision: b385812de6a9577b6f4d0f88c6a6e35395a94054 metrics: - type: cos_sim_pearson value: 29.78422374922367 - type: cos_sim_spearman value: 30.5368810546113 - type: dot_pearson value: 20.865163411951603 - type: dot_spearman value: 20.197932825061066 - task: type: Reranking dataset: type: lyon-nlp/mteb-fr-reranking-syntec-s2p name: MTEB SyntecReranking config: default split: test revision: b205c5084a0934ce8af14338bf03feb19499c84d metrics: - type: map value: 58.08333333333333 - type: mrr value: 58.08333333333333 - task: type: Retrieval dataset: type: lyon-nlp/mteb-fr-retrieval-syntec-s2p name: MTEB SyntecRetrieval config: default split: test revision: 19661ccdca4dfc2d15122d776b61685f48c68ca9 metrics: - type: map_at_1 value: 11.0 - type: map_at_10 value: 19.556 - type: map_at_100 value: 21.740000000000002 - type: map_at_1000 value: 21.740000000000002 - type: map_at_20 value: 20.623 - type: map_at_3 value: 16.667 - type: map_at_5 value: 17.967 - type: mrr_at_1 value: 11.0 - type: mrr_at_10 value: 19.556 - type: mrr_at_100 value: 21.740000000000002 - type: mrr_at_1000 value: 21.740000000000002 - type: mrr_at_20 value: 20.623 - type: mrr_at_3 value: 16.667 - type: mrr_at_5 value: 17.967 - type: ndcg_at_1 value: 11.0 - type: ndcg_at_10 value: 25.252999999999997 - type: ndcg_at_100 value: 36.85 - type: ndcg_at_1000 value: 36.85 - type: ndcg_at_20 value: 29.076 - type: ndcg_at_3 value: 18.786 - type: ndcg_at_5 value: 21.194 - type: precision_at_1 value: 11.0 - type: precision_at_10 value: 4.3999999999999995 - type: precision_at_100 value: 1.0 - type: precision_at_1000 value: 0.1 - type: precision_at_20 value: 2.9499999999999997 - type: precision_at_3 value: 8.333 - type: precision_at_5 value: 6.2 - type: recall_at_1 value: 11.0 - type: recall_at_10 value: 44.0 - type: recall_at_100 value: 100.0 - type: recall_at_1000 value: 100.0 - type: recall_at_20 value: 59.0 - type: recall_at_3 value: 25.0 - type: recall_at_5 value: 31.0 - task: type: Retrieval dataset: type: jinaai/xpqa name: MTEB XPQARetrieval (fr) config: fr split: test revision: c99d599f0a6ab9b85b065da6f9d94f9cf731679f metrics: - type: map_at_1 value: 9.028 - type: map_at_10 value: 13.422999999999998 - type: map_at_100 value: 14.48 - type: map_at_1000 value: 14.693999999999999 - type: map_at_20 value: 13.963999999999999 - type: map_at_3 value: 11.888 - type: map_at_5 value: 12.654000000000002 - type: mrr_at_1 value: 16.422 - type: mrr_at_10 value: 20.678 - type: mrr_at_100 value: 21.534 - type: mrr_at_1000 value: 21.648999999999997 - type: mrr_at_20 value: 21.127000000000002 - type: mrr_at_3 value: 19.292 - type: mrr_at_5 value: 20.093 - type: ndcg_at_1 value: 16.422 - type: ndcg_at_10 value: 16.999 - type: ndcg_at_100 value: 22.039 - type: ndcg_at_1000 value: 27.791 - type: ndcg_at_20 value: 18.698 - type: ndcg_at_3 value: 15.1 - type: ndcg_at_5 value: 15.468000000000002 - type: precision_at_1 value: 16.422 - type: precision_at_10 value: 4.393 - type: precision_at_100 value: 0.893 - type: precision_at_1000 value: 0.174 - type: precision_at_20 value: 2.757 - type: precision_at_3 value: 9.657 - type: precision_at_5 value: 6.9430000000000005 - type: recall_at_1 value: 9.028 - type: recall_at_10 value: 20.258000000000003 - type: recall_at_100 value: 40.485 - type: recall_at_1000 value: 80.545 - type: recall_at_20 value: 25.834000000000003 - type: recall_at_3 value: 14.069999999999999 - type: recall_at_5 value: 16.611 language: - fr --- # llm2vec-croissant-mntp This model is a fine-tuned version of [croissantllm/CroissantCool-v0.2](https://huggingface.co/croissantllm/CroissantCool-v0.2) on [asi/wikitext_fr](asi/wikitext_fr). It achieves the following results on the evaluation set: - Loss: 1.8867 - Accuracy: 0.6078 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-05 - train_batch_size: 32 - eval_batch_size: 32 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 3.0 ### Training results | Training Loss | Epoch | Step | Validation Loss | Accuracy | |:-------------:|:------:|:----:|:---------------:|:--------:| | No log | 0.0884 | 100 | 4.7866 | 0.1990 | | No log | 0.1768 | 200 | 4.0496 | 0.3309 | | No log | 0.2653 | 300 | 3.6525 | 0.3779 | | No log | 0.3537 | 400 | 3.2410 | 0.4258 | | 3.9116 | 0.4421 | 500 | 3.6305 | 0.3912 | | 3.9116 | 0.5305 | 600 | 3.1770 | 0.4406 | | 3.9116 | 0.6189 | 700 | 2.4478 | 0.5199 | | 3.9116 | 0.7073 | 800 | 2.2383 | 0.5508 | | 3.9116 | 0.7958 | 900 | 2.1547 | 0.5635 | | 2.4568 | 0.8842 | 1000 | 2.0868 | 0.5759 | | 2.4568 | 0.9726 | 1100 | 2.0399 | 0.5820 | | 2.4568 | 1.0610 | 1200 | 2.0102 | 0.5873 | | 2.4568 | 1.1494 | 1300 | 1.9805 | 0.5897 | | 2.4568 | 1.2378 | 1400 | 1.9590 | 0.5955 | | 1.9305 | 1.3263 | 1500 | 1.9381 | 0.5982 | | 1.9305 | 1.4147 | 1600 | 1.9249 | 0.5995 | | 1.9305 | 1.5031 | 1700 | 1.9223 | 0.6017 | | 1.9305 | 1.5915 | 1800 | 1.9091 | 0.6037 | | 1.9305 | 1.6799 | 1900 | 1.9038 | 0.6042 | | 1.8511 | 1.7683 | 2000 | 1.8982 | 0.6045 | | 1.8511 | 1.8568 | 2100 | 1.8924 | 0.6060 | | 1.8511 | 1.9452 | 2200 | 1.8844 | 0.6072 | | 1.8511 | 2.0336 | 2300 | 1.8873 | 0.6087 | | 1.8511 | 2.1220 | 2400 | 1.8889 | 0.6068 | | 1.8197 | 2.2104 | 2500 | 1.8848 | 0.6080 | | 1.8197 | 2.2989 | 2600 | 1.8736 | 0.6091 | | 1.8197 | 2.3873 | 2700 | 1.8858 | 0.6072 | | 1.8197 | 2.4757 | 2800 | 1.8814 | 0.6088 | | 1.8197 | 2.5641 | 2900 | 1.8649 | 0.6103 | | 1.8116 | 2.6525 | 3000 | 1.8647 | 0.6091 | | 1.8116 | 2.7409 | 3100 | 1.8755 | 0.6101 | | 1.8116 | 2.8294 | 3200 | 1.8755 | 0.6099 | | 1.8116 | 2.9178 | 3300 | 1.8867 | 0.6078 | ### Framework versions - Transformers 4.40.2 - Pytorch 2.0.1+cu118 - Datasets 2.19.1 - Tokenizers 0.19.1