| { | |
| "best_metric": 0.4725272059440613, | |
| "best_model_checkpoint": "longformer-simple/checkpoint-324", | |
| "epoch": 14.0, | |
| "eval_steps": 500, | |
| "global_step": 1134, | |
| "is_hyper_param_search": false, | |
| "is_local_process_zero": true, | |
| "is_world_process_zero": true, | |
| "log_history": [ | |
| { | |
| "epoch": 1.0, | |
| "eval_Claim": { | |
| "f1-score": 0.46242900830056793, | |
| "precision": 0.43257049448304047, | |
| "recall": 0.496715157203191, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.5626477541371159, | |
| "precision": 0.6522533495736906, | |
| "recall": 0.49468822170900695, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8691687871077185, | |
| "precision": 0.911293908403735, | |
| "recall": 0.8307661126874747, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8615178272046495, | |
| "precision": 0.8377046804810897, | |
| "recall": 0.88672444205844, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.7823004022635849, | |
| "eval_loss": 0.5488611459732056, | |
| "eval_macro avg": { | |
| "f1-score": 0.6889408441875129, | |
| "precision": 0.708455608235389, | |
| "recall": 0.6772234834145282, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8698, | |
| "eval_samples_per_second": 13.629, | |
| "eval_steps_per_second": 1.704, | |
| "eval_weighted avg": { | |
| "f1-score": 0.7840489998358311, | |
| "precision": 0.7899101236188295, | |
| "recall": 0.7823004022635849, | |
| "support": 29334.0 | |
| }, | |
| "step": 81 | |
| }, | |
| { | |
| "epoch": 2.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5457327068079991, | |
| "precision": 0.5107383923092657, | |
| "recall": 0.5858751759737213, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.6722085773663329, | |
| "precision": 0.5687340153452686, | |
| "recall": 0.8217090069284064, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8773589977955805, | |
| "precision": 0.9344863131370977, | |
| "recall": 0.8268139440616133, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8678243902439025, | |
| "precision": 0.8834419195931988, | |
| "recall": 0.852749443975765, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8029590236585532, | |
| "eval_loss": 0.5075464248657227, | |
| "eval_macro avg": { | |
| "f1-score": 0.7407811680534537, | |
| "precision": 0.7243501600962077, | |
| "recall": 0.7717868927348766, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.9473, | |
| "eval_samples_per_second": 13.451, | |
| "eval_steps_per_second": 1.681, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8097969994222006, | |
| "precision": 0.8232353684753937, | |
| "recall": 0.8029590236585532, | |
| "support": 29334.0 | |
| }, | |
| "step": 162 | |
| }, | |
| { | |
| "epoch": 3.0, | |
| "eval_Claim": { | |
| "f1-score": 0.4978109708987896, | |
| "precision": 0.5516552511415526, | |
| "recall": 0.45354293758798686, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7357876283496118, | |
| "precision": 0.8036105032822757, | |
| "recall": 0.6785219399538106, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8891011355194736, | |
| "precision": 0.9331699710403207, | |
| "recall": 0.8490068909606809, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8770979581655561, | |
| "precision": 0.8191560170394037, | |
| "recall": 0.9438607255157604, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.821129065248517, | |
| "eval_loss": 0.5219377279281616, | |
| "eval_macro avg": { | |
| "f1-score": 0.7499494232333578, | |
| "precision": 0.7768979356258882, | |
| "recall": 0.7312331235045597, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8364, | |
| "eval_samples_per_second": 13.707, | |
| "eval_steps_per_second": 1.713, | |
| "eval_weighted avg": { | |
| "f1-score": 0.815598992812927, | |
| "precision": 0.8174973750724106, | |
| "recall": 0.821129065248517, | |
| "support": 29334.0 | |
| }, | |
| "step": 243 | |
| }, | |
| { | |
| "epoch": 4.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5811481218993623, | |
| "precision": 0.5851569933396765, | |
| "recall": 0.5771938057250118, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.761714412613813, | |
| "precision": 0.7335329341317365, | |
| "recall": 0.792147806004619, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8977645611156685, | |
| "precision": 0.9085720215857203, | |
| "recall": 0.8872111876773409, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8891009734682191, | |
| "precision": 0.8851474612344178, | |
| "recall": 0.8930899608865711, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8377650507943001, | |
| "eval_loss": 0.4725272059440613, | |
| "eval_macro avg": { | |
| "f1-score": 0.7824320172742658, | |
| "precision": 0.7781023525728877, | |
| "recall": 0.7874106900733857, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8763, | |
| "eval_samples_per_second": 13.614, | |
| "eval_steps_per_second": 1.702, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8378705011585708, | |
| "precision": 0.8382513248807655, | |
| "recall": 0.8377650507943001, | |
| "support": 29334.0 | |
| }, | |
| "step": 324 | |
| }, | |
| { | |
| "epoch": 5.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5790953831731895, | |
| "precision": 0.5784176029962547, | |
| "recall": 0.5797747536367902, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7450592885375493, | |
| "precision": 0.8008497079129049, | |
| "recall": 0.6965357967667436, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8897467572575665, | |
| "precision": 0.9040794979079498, | |
| "recall": 0.8758613700851237, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8861129867206842, | |
| "precision": 0.8672442910639547, | |
| "recall": 0.905820998542833, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8329242517215518, | |
| "eval_loss": 0.5538631081581116, | |
| "eval_macro avg": { | |
| "f1-score": 0.7750036039222473, | |
| "precision": 0.787647774970266, | |
| "recall": 0.7644982297578727, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8534, | |
| "eval_samples_per_second": 13.667, | |
| "eval_steps_per_second": 1.708, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8323176558681596, | |
| "precision": 0.8327711951367025, | |
| "recall": 0.8329242517215518, | |
| "support": 29334.0 | |
| }, | |
| "step": 405 | |
| }, | |
| { | |
| "epoch": 6.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5991994252283692, | |
| "precision": 0.5325670498084292, | |
| "recall": 0.6848897231346786, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7586672669968483, | |
| "precision": 0.7400087834870444, | |
| "recall": 0.7782909930715936, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8972759409440632, | |
| "precision": 0.9212211784799317, | |
| "recall": 0.8745439805431698, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8764605695726225, | |
| "precision": 0.9062909567496723, | |
| "recall": 0.8485313290896541, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8283220835890094, | |
| "eval_loss": 0.5790187120437622, | |
| "eval_macro avg": { | |
| "f1-score": 0.7829008006854759, | |
| "precision": 0.7750219921312693, | |
| "recall": 0.796564006459774, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8468, | |
| "eval_samples_per_second": 13.683, | |
| "eval_steps_per_second": 1.71, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8344852708551485, | |
| "precision": 0.8447418748493872, | |
| "recall": 0.8283220835890094, | |
| "support": 29334.0 | |
| }, | |
| "step": 486 | |
| }, | |
| { | |
| "epoch": 6.17, | |
| "grad_norm": 6.636661529541016, | |
| "learning_rate": 1.3827160493827162e-05, | |
| "loss": 0.3561, | |
| "step": 500 | |
| }, | |
| { | |
| "epoch": 7.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5628712871287128, | |
| "precision": 0.5955997904662127, | |
| "recall": 0.5335523228531206, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7734199350487135, | |
| "precision": 0.8422198041349293, | |
| "recall": 0.7150115473441109, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.9010954940057875, | |
| "precision": 0.9193378321383383, | |
| "recall": 0.8835630320226996, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8842947894099071, | |
| "precision": 0.848316189939411, | |
| "recall": 0.9234603880665695, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.838003681734506, | |
| "eval_loss": 0.7058164477348328, | |
| "eval_macro avg": { | |
| "f1-score": 0.7804203763982802, | |
| "precision": 0.8013684041697228, | |
| "recall": 0.7638968225716252, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8534, | |
| "eval_samples_per_second": 13.667, | |
| "eval_steps_per_second": 1.708, | |
| "eval_weighted avg": { | |
| "f1-score": 0.835063123988816, | |
| "precision": 0.8350403187795808, | |
| "recall": 0.838003681734506, | |
| "support": 29334.0 | |
| }, | |
| "step": 567 | |
| }, | |
| { | |
| "epoch": 8.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5638466220328667, | |
| "precision": 0.5858841386288894, | |
| "recall": 0.5434068512435476, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7606318347509112, | |
| "precision": 0.8025641025641026, | |
| "recall": 0.7228637413394919, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.896161170692593, | |
| "precision": 0.8864763037874281, | |
| "recall": 0.9060599918929875, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8909187386294724, | |
| "precision": 0.8807043836642937, | |
| "recall": 0.9013728046629342, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8377650507943001, | |
| "eval_loss": 0.6875935196876526, | |
| "eval_macro avg": { | |
| "f1-score": 0.7778895915264609, | |
| "precision": 0.7889072321611785, | |
| "recall": 0.7684258472847404, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8627, | |
| "eval_samples_per_second": 13.646, | |
| "eval_steps_per_second": 1.706, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8355454452418354, | |
| "precision": 0.8340438435010799, | |
| "recall": 0.8377650507943001, | |
| "support": 29334.0 | |
| }, | |
| "step": 648 | |
| }, | |
| { | |
| "epoch": 9.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5931978798586572, | |
| "precision": 0.5602836879432624, | |
| "recall": 0.6302205537306429, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7739087788131438, | |
| "precision": 0.8248823836905385, | |
| "recall": 0.7288683602771363, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8940459939094823, | |
| "precision": 0.927653083460449, | |
| "recall": 0.8627888123226591, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8843249773482331, | |
| "precision": 0.8708454160160607, | |
| "recall": 0.8982283917478334, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8348673893775141, | |
| "eval_loss": 0.6963120698928833, | |
| "eval_macro avg": { | |
| "f1-score": 0.786369407482379, | |
| "precision": 0.7959161427775777, | |
| "recall": 0.7800265295195679, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8671, | |
| "eval_samples_per_second": 13.635, | |
| "eval_steps_per_second": 1.704, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8371473756606818, | |
| "precision": 0.8414411074427396, | |
| "recall": 0.8348673893775141, | |
| "support": 29334.0 | |
| }, | |
| "step": 729 | |
| }, | |
| { | |
| "epoch": 10.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5676917638741604, | |
| "precision": 0.5701775147928994, | |
| "recall": 0.5652275926794932, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7616811458088754, | |
| "precision": 0.7745940783190067, | |
| "recall": 0.7491916859122402, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.9002143118498772, | |
| "precision": 0.9296124365756234, | |
| "recall": 0.8726185650587759, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8900003732596766, | |
| "precision": 0.8669284467713787, | |
| "recall": 0.9143339213129841, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8373900593168337, | |
| "eval_loss": 0.7715491056442261, | |
| "eval_macro avg": { | |
| "f1-score": 0.7798968986981474, | |
| "precision": 0.785328119114727, | |
| "recall": 0.7753429412408733, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8552, | |
| "eval_samples_per_second": 13.663, | |
| "eval_steps_per_second": 1.708, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8371368267053725, | |
| "precision": 0.8380850988337167, | |
| "recall": 0.8373900593168337, | |
| "support": 29334.0 | |
| }, | |
| "step": 810 | |
| }, | |
| { | |
| "epoch": 11.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5986891586977544, | |
| "precision": 0.5522299306243805, | |
| "recall": 0.6536837165649929, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.760990850256639, | |
| "precision": 0.7361830742659758, | |
| "recall": 0.7875288683602771, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8930523028883683, | |
| "precision": 0.9179415855354659, | |
| "recall": 0.8694770976895014, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8843171634521723, | |
| "precision": 0.8987802946301283, | |
| "recall": 0.8703121405015722, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.83244698984114, | |
| "eval_loss": 0.7798097133636475, | |
| "eval_macro avg": { | |
| "f1-score": 0.7842623688237336, | |
| "precision": 0.7762837212639876, | |
| "recall": 0.795250455779086, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8447, | |
| "eval_samples_per_second": 13.688, | |
| "eval_steps_per_second": 1.711, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8366540534646059, | |
| "precision": 0.8428746215263233, | |
| "recall": 0.83244698984114, | |
| "support": 29334.0 | |
| }, | |
| "step": 891 | |
| }, | |
| { | |
| "epoch": 12.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5911446066886481, | |
| "precision": 0.5933806146572104, | |
| "recall": 0.5889253871421868, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7685296234108899, | |
| "precision": 0.7994011976047904, | |
| "recall": 0.7399538106235566, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8974528445777621, | |
| "precision": 0.9005203550658096, | |
| "recall": 0.8944061613295501, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8881464044346572, | |
| "precision": 0.8794646214001053, | |
| "recall": 0.8970013037809648, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8397763687188927, | |
| "eval_loss": 0.8434343338012695, | |
| "eval_macro avg": { | |
| "f1-score": 0.7863183697779894, | |
| "precision": 0.7931916971819789, | |
| "recall": 0.7800716657190646, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.824, | |
| "eval_samples_per_second": 13.736, | |
| "eval_steps_per_second": 1.717, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8392967405095946, | |
| "precision": 0.8390729472526346, | |
| "recall": 0.8397763687188927, | |
| "support": 29334.0 | |
| }, | |
| "step": 972 | |
| }, | |
| { | |
| "epoch": 12.35, | |
| "grad_norm": 8.536613464355469, | |
| "learning_rate": 7.654320987654322e-06, | |
| "loss": 0.0633, | |
| "step": 1000 | |
| }, | |
| { | |
| "epoch": 13.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5875576036866359, | |
| "precision": 0.5771842462652784, | |
| "recall": 0.5983106522759268, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7726320688852689, | |
| "precision": 0.7786116322701688, | |
| "recall": 0.766743648960739, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.8950658744510462, | |
| "precision": 0.9130388953304522, | |
| "recall": 0.8777867855695176, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8827460510328068, | |
| "precision": 0.8741821463488004, | |
| "recall": 0.891479407930056, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.835071930183405, | |
| "eval_loss": 0.9362213015556335, | |
| "eval_macro avg": { | |
| "f1-score": 0.7845003995139396, | |
| "precision": 0.785754230053675, | |
| "recall": 0.7835801236840598, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8402, | |
| "eval_samples_per_second": 13.698, | |
| "eval_steps_per_second": 1.712, | |
| "eval_weighted avg": { | |
| "f1-score": 0.83587491458883, | |
| "precision": 0.8370485534468686, | |
| "recall": 0.835071930183405, | |
| "support": 29334.0 | |
| }, | |
| "step": 1053 | |
| }, | |
| { | |
| "epoch": 14.0, | |
| "eval_Claim": { | |
| "f1-score": 0.5757274309873166, | |
| "precision": 0.6124338624338624, | |
| "recall": 0.5431722196152041, | |
| "support": 4262.0 | |
| }, | |
| "eval_MajorClaim": { | |
| "f1-score": 0.7806691449814126, | |
| "precision": 0.7854137447405329, | |
| "recall": 0.7759815242494227, | |
| "support": 2165.0 | |
| }, | |
| "eval_O": { | |
| "f1-score": 0.894971487817522, | |
| "precision": 0.916153682869879, | |
| "recall": 0.8747466558573166, | |
| "support": 9868.0 | |
| }, | |
| "eval_Premise": { | |
| "f1-score": 0.8893903521751998, | |
| "precision": 0.8590723933395269, | |
| "recall": 0.9219265281079837, | |
| "support": 13039.0 | |
| }, | |
| "eval_accuracy": 0.8402536305993046, | |
| "eval_loss": 1.0311453342437744, | |
| "eval_macro avg": { | |
| "f1-score": 0.7851896039903627, | |
| "precision": 0.7932684208459503, | |
| "recall": 0.7789567319574817, | |
| "support": 29334.0 | |
| }, | |
| "eval_runtime": 5.8463, | |
| "eval_samples_per_second": 13.684, | |
| "eval_steps_per_second": 1.71, | |
| "eval_weighted avg": { | |
| "f1-score": 0.8376709093048489, | |
| "precision": 0.8370035916809992, | |
| "recall": 0.8402536305993046, | |
| "support": 29334.0 | |
| }, | |
| "step": 1134 | |
| } | |
| ], | |
| "logging_steps": 500, | |
| "max_steps": 1620, | |
| "num_input_tokens_seen": 0, | |
| "num_train_epochs": 20, | |
| "save_steps": 500, | |
| "total_flos": 2013042258175200.0, | |
| "train_batch_size": 4, | |
| "trial_name": null, | |
| "trial_params": null | |
| } | |