model update

config.json

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "cner_output/model/random_split/t_roberta_base_dec2021/best_model",
+  "_name_or_path": "cner_output/model/random_split/t_roberta_base_dec2021/model_pmzjpl/epoch_10",
   "architectures": [
     "RobertaForTokenClassification"
   ],

eval/metric.json

@@ -0,0 +1 @@
+{"random.dev": {"micro/f1": 0.6390532544378698, "micro/f1_ci": {}, "micro/recall": 0.6342765616657768, "micro/precision": 0.6439024390243903, "macro/f1": 0.5948376345756554, "macro/f1_ci": {}, "macro/recall": 0.5917630600682918, "macro/precision": 0.5994147209089418, "per_entity_metric": {"corporation": {"f1": 0.5817307692307693, "f1_ci": {}, "precision": 0.5426008968609866, "recall": 0.6269430051813472}, "creative_work": {"f1": 0.4888888888888889, "f1_ci": {}, "precision": 0.5032679738562091, "recall": 0.47530864197530864}, "event": {"f1": 0.3907563025210084, "f1_ci": {}, "precision": 0.4025974025974026, "recall": 0.3795918367346939}, "group": {"f1": 0.6050670640834576, "f1_ci": {}, "precision": 0.6246153846153846, "recall": 0.5867052023121387}, "location": {"f1": 0.6191950464396285, "f1_ci": {}, "precision": 0.625, "recall": 0.6134969325153374}, "person": {"f1": 0.84593837535014, "f1_ci": {}, "precision": 0.8420074349442379, "recall": 0.849906191369606}, "product": {"f1": 0.632286995515695, "f1_ci": {}, "precision": 0.6558139534883721, "recall": 0.6103896103896104}}}, "2021.test": {"micro/f1": 0.6321284238886395, "micro/f1_ci": {"90": [0.6245116881258609, 0.6411928894306437], "95": [0.6221686986039963, 0.642603475030015]}, "micro/recall": 0.6511332099907493, "micro/precision": 0.6142015706806283, "macro/f1": 0.583682304736069, "macro/f1_ci": {"90": [0.5745215695064868, 0.5935538510061642], "95": [0.5721210274985685, 0.5949826139031175]}, "macro/recall": 0.6047150410746663, "macro/precision": 0.5654677691354458, "per_entity_metric": {"corporation": {"f1": 0.5019685039370079, "f1_ci": {"90": [0.4775046763935653, 0.5276263097468425], "95": [0.4708860124040466, 0.5322353978734399]}, "precision": 0.450530035335689, "recall": 0.5666666666666667}, "creative_work": {"f1": 0.41401273885350315, "f1_ci": {"90": [0.3838081951821538, 0.446030537527557], "95": [0.3785096669891205, 0.4516264083963575]}, "precision": 0.3873659117997616, "recall": 0.44459644322845415}, "event": {"f1": 0.4564727108705458, "f1_ci": {"90": [0.43317409571140686, 0.47845101312231], "95": [0.42696327577105797, 0.48275945643271434]}, "precision": 0.4525939177101968, "recall": 0.4604185623293904}, "group": {"f1": 0.5892444737710327, "f1_ci": {"90": [0.5689646859309015, 0.6108478406183305], "95": [0.564631734245271, 0.6146674362079695]}, "precision": 0.5902181097157965, "recall": 0.5882740447957839}, "location": {"f1": 0.6486486486486486, "f1_ci": {"90": [0.6209685619384042, 0.6762750470285591], "95": [0.6156787330316741, 0.6811199553135038]}, "precision": 0.6282722513089005, "recall": 0.6703910614525139}, "person": {"f1": 0.8268075031870332, "f1_ci": {"90": [0.8166678815298463, 0.8379175120851383], "95": [0.8152424612453091, 0.8395018891964325]}, "precision": 0.8168405901403383, "recall": 0.8370206489675516}, "product": {"f1": 0.6486215538847118, "f1_ci": {"90": [0.6270291403273055, 0.6710524317515882], "95": [0.6216769714725208, 0.674748088790642]}, "precision": 0.6324535679374389, "recall": 0.6656378600823045}}}, "2020.test": {"micro/f1": 0.6368775235531628, "micro/f1_ci": {"90": [0.6169064115810362, 0.6559384186705487], "95": [0.6141058003386577, 0.6594030324221372]}, "micro/recall": 0.6139076284379865, "micro/precision": 0.6616331096196868, "macro/f1": 0.5976605759407211, "macro/f1_ci": {"90": [0.5759632782880849, 0.6166251611368425], "95": [0.5736091476367275, 0.620115150872923]}, "macro/recall": 0.5812570646484104, "macro/precision": 0.6177069721428509, "per_entity_metric": {"corporation": {"f1": 0.56, "f1_ci": {"90": [0.5013616633738992, 0.6116487952836637], "95": [0.4910296600700221, 0.6227328614008941]}, "precision": 0.5358851674641149, "recall": 0.5863874345549738}, "creative_work": {"f1": 0.5166666666666666, "f1_ci": {"90": [0.46151629350476603, 0.5722086282622287], "95": [0.4514431946006749, 0.5835841303677111]}, "precision": 0.5138121546961326, "recall": 0.5195530726256983}, "event": {"f1": 0.4137931034482759, "f1_ci": {"90": [0.3618226809356626, 0.46421880458537457], "95": [0.35246839778317457, 0.47369129736369653]}, "precision": 0.4473684210526316, "recall": 0.3849056603773585}, "group": {"f1": 0.5693950177935941, "f1_ci": {"90": [0.5249356080118784, 0.6172953291232861], "95": [0.515244168484645, 0.6276404963608163]}, "precision": 0.6374501992031872, "recall": 0.5144694533762058}, "location": {"f1": 0.6747720364741642, "f1_ci": {"90": [0.6173401259613639, 0.7267984140530545], "95": [0.604807000719252, 0.7348546893498322]}, "precision": 0.676829268292683, "recall": 0.6727272727272727}, "person": {"f1": 0.8222029488291414, "f1_ci": {"90": [0.7938635459282011, 0.846929422548121], "95": [0.7895076867859065, 0.851171304347826]}, "precision": 0.8509874326750448, "recall": 0.7953020134228188}, "product": {"f1": 0.6267942583732058, "f1_ci": {"90": [0.5756898281700741, 0.6747046867175303], "95": [0.5657433380084151, 0.6810691357228119]}, "precision": 0.6616161616161617, "recall": 0.5954545454545455}}}, "2021.test (span detection)": {"micro/f1": 0.7703620544484986, "micro/f1_ci": {}, "micro/recall": 0.7935700242858795, "micro/precision": 0.7484729493891797, "macro/f1": 0.7703620544484986, "macro/f1_ci": {}, "macro/recall": 0.7935700242858795, "macro/precision": 0.7484729493891797}, "2020.test (span detection)": {"micro/f1": 0.7542395693135936, "micro/f1_ci": {}, "micro/recall": 0.7270368448365335, "micro/precision": 0.7835570469798657, "macro/f1": 0.7542395693135936, "macro/f1_ci": {}, "macro/recall": 0.7270368448365335, "macro/precision": 0.7835570469798657}}

pytorch_model.bin

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e67d735ce1d174184152acd7694b0a1820e83a289d9b2aa0706f2505f54b501d
-size 496349169
+oid sha256:306be95bf35f788ecb7e9e5d65b38b2730ee7675f7fb2ed6f8c2995a26f84006
+size 496351921

tokenizer_config.json

@@ -1 +1 @@
-{"errors": "replace", "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "add_prefix_space": false, "trim_offsets": true, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "cner_output/model/random_split/t_roberta_base_dec2021/best_model", "tokenizer_class": "RobertaTokenizer"}
+{"errors": "replace", "bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": "<mask>", "add_prefix_space": false, "trim_offsets": true, "model_max_length": 512, "special_tokens_map_file": null, "name_or_path": "cner_output/model/random_split/t_roberta_base_dec2021/model_pmzjpl/epoch_10", "tokenizer_class": "RobertaTokenizer"}

trainer_config.json

@@ -0,0 +1 @@
+{"data_split": "random.train", "model": "cardiffnlp/twitter-roberta-base-dec2021", "crf": true, "max_length": 128, "epoch": 30, "batch_size": 32, "lr": 0.0001, "random_seed": 0, "gradient_accumulation_steps": 1, "weight_decay": 1e-07, "lr_warmup_step_ratio": 0.15, "max_grad_norm": 1}