|
{ |
|
"best_metric": null, |
|
"best_model_checkpoint": null, |
|
"epoch": 45.0, |
|
"eval_steps": 500, |
|
"global_step": 3645, |
|
"is_hyper_param_search": false, |
|
"is_local_process_zero": true, |
|
"is_world_process_zero": true, |
|
"log_history": [ |
|
{ |
|
"epoch": 1.0, |
|
"eval_Claim": { |
|
"f1-score": 0.46243291592128805, |
|
"precision": 0.6588785046728972, |
|
"recall": 0.3562241616903996, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8342621259029929, |
|
"precision": 0.8096955128205128, |
|
"recall": 0.8603661132396765, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9993622448979592, |
|
"precision": 0.9987253027405991, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.8941052999825083, |
|
"precision": 0.8401157057392676, |
|
"recall": 0.955510692388216, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.8857510808573268, |
|
"eval_loss": 0.2754688858985901, |
|
"eval_macro avg": { |
|
"f1-score": 0.7975406466761871, |
|
"precision": 0.8268537564933192, |
|
"recall": 0.793025241829573, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8781, |
|
"eval_samples_per_second": 16.605, |
|
"eval_steps_per_second": 2.255, |
|
"eval_weighted avg": { |
|
"f1-score": 0.8726239240080429, |
|
"precision": 0.8746959682542021, |
|
"recall": 0.8857510808573268, |
|
"support": 32613.0 |
|
}, |
|
"step": 81 |
|
}, |
|
{ |
|
"epoch": 2.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6446312571646924, |
|
"precision": 0.5518482172064115, |
|
"recall": 0.77491961414791, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8912341158733577, |
|
"precision": 0.9019180470793374, |
|
"recall": 0.8808003405704555, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9998005504806733, |
|
"precision": 0.9999202106439001, |
|
"recall": 0.9996809189534142, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.8690409646250897, |
|
"precision": 0.9324023303632625, |
|
"recall": 0.8137430835950351, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.8848618649004998, |
|
"eval_loss": 0.25178349018096924, |
|
"eval_macro avg": { |
|
"f1-score": 0.8511767220359533, |
|
"precision": 0.8465222013232279, |
|
"recall": 0.8672859893167036, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.907, |
|
"eval_samples_per_second": 16.507, |
|
"eval_steps_per_second": 2.242, |
|
"eval_weighted avg": { |
|
"f1-score": 0.8909418634778542, |
|
"precision": 0.9053537287957648, |
|
"recall": 0.8848618649004998, |
|
"support": 32613.0 |
|
}, |
|
"step": 162 |
|
}, |
|
{ |
|
"epoch": 3.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6598764019226366, |
|
"precision": 0.6576186131386861, |
|
"recall": 0.6621497473587505, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9062119366626066, |
|
"precision": 0.8661233993015134, |
|
"recall": 0.9501915708812261, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9998404722022812, |
|
"precision": 0.9997607273887382, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9007852612503775, |
|
"precision": 0.9097148086014946, |
|
"recall": 0.8920293106026619, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9070002759635728, |
|
"eval_loss": 0.23778581619262695, |
|
"eval_macro avg": { |
|
"f1-score": 0.8666785180094754, |
|
"precision": 0.8583043871076081, |
|
"recall": 0.876072714645248, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9168, |
|
"eval_samples_per_second": 16.474, |
|
"eval_steps_per_second": 2.237, |
|
"eval_weighted avg": { |
|
"f1-score": 0.907089072967282, |
|
"precision": 0.9075314026721463, |
|
"recall": 0.9070002759635728, |
|
"support": 32613.0 |
|
}, |
|
"step": 243 |
|
}, |
|
{ |
|
"epoch": 4.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6604639922667954, |
|
"precision": 0.696838347781744, |
|
"recall": 0.6276986678915939, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9140214420853479, |
|
"precision": 0.9028239202657807, |
|
"recall": 0.9255002128565347, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9994417862838917, |
|
"precision": 0.9991230867346939, |
|
"recall": 0.9997606892150607, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9084203149780549, |
|
"precision": 0.8963534463934785, |
|
"recall": 0.9208165096455809, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.912366234323736, |
|
"eval_loss": 0.2598011791706085, |
|
"eval_macro avg": { |
|
"f1-score": 0.8705868839035225, |
|
"precision": 0.8737847002939243, |
|
"recall": 0.8684440199021926, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8872, |
|
"eval_samples_per_second": 16.574, |
|
"eval_steps_per_second": 2.251, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9107077581074873, |
|
"precision": 0.9096864919608297, |
|
"recall": 0.912366234323736, |
|
"support": 32613.0 |
|
}, |
|
"step": 324 |
|
}, |
|
{ |
|
"epoch": 5.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6731001206272618, |
|
"precision": 0.6440713536201469, |
|
"recall": 0.7048690858980248, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8871466886734063, |
|
"precision": 0.8606885508406725, |
|
"recall": 0.9152830991911451, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9998005345673595, |
|
"precision": 1.0, |
|
"recall": 0.9996011486917677, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9039056236399038, |
|
"precision": 0.9234729698104376, |
|
"recall": 0.8851502916105877, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9072455769171802, |
|
"eval_loss": 0.3166182339191437, |
|
"eval_macro avg": { |
|
"f1-score": 0.8659882418769828, |
|
"precision": 0.8570582185678143, |
|
"recall": 0.8762259063478812, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9018, |
|
"eval_samples_per_second": 16.525, |
|
"eval_steps_per_second": 2.244, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9087455557232214, |
|
"precision": 0.9110652677714914, |
|
"recall": 0.9072455769171802, |
|
"support": 32613.0 |
|
}, |
|
"step": 405 |
|
}, |
|
{ |
|
"epoch": 6.0, |
|
"eval_Claim": { |
|
"f1-score": 0.634920634920635, |
|
"precision": 0.7171775592828225, |
|
"recall": 0.5695911805236564, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9061357171881348, |
|
"precision": 0.8666925767586475, |
|
"recall": 0.9493401447424435, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9998404722022812, |
|
"precision": 0.9997607273887382, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9096214165876431, |
|
"precision": 0.8879236684705212, |
|
"recall": 0.9324061612083147, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9111397295556987, |
|
"eval_loss": 0.32181796431541443, |
|
"eval_macro avg": { |
|
"f1-score": 0.8626295602246735, |
|
"precision": 0.8678886329751823, |
|
"recall": 0.8628144290531921, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8856, |
|
"eval_samples_per_second": 16.579, |
|
"eval_steps_per_second": 2.252, |
|
"eval_weighted avg": { |
|
"f1-score": 0.907375409471386, |
|
"precision": 0.9065876667768511, |
|
"recall": 0.9111397295556987, |
|
"support": 32613.0 |
|
}, |
|
"step": 486 |
|
}, |
|
{ |
|
"epoch": 6.17, |
|
"grad_norm": 7.612313747406006, |
|
"learning_rate": 1.7530864197530865e-05, |
|
"loss": 0.2088, |
|
"step": 500 |
|
}, |
|
{ |
|
"epoch": 7.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6538414409998775, |
|
"precision": 0.7008142894667717, |
|
"recall": 0.6127698667891593, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8866711022399646, |
|
"precision": 0.9254629629629629, |
|
"recall": 0.8510004257130694, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.999880349379811, |
|
"precision": 0.9998404722022812, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9127824473310774, |
|
"precision": 0.8890070167977886, |
|
"recall": 0.9378645132346344, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9120596081317266, |
|
"eval_loss": 0.4053190350532532, |
|
"eval_macro avg": { |
|
"f1-score": 0.8632938349876826, |
|
"precision": 0.8787811853574512, |
|
"recall": 0.8503887588688042, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9061, |
|
"eval_samples_per_second": 16.51, |
|
"eval_steps_per_second": 2.242, |
|
"eval_weighted avg": { |
|
"f1-score": 0.909811074225195, |
|
"precision": 0.9091110268457285, |
|
"recall": 0.9120596081317266, |
|
"support": 32613.0 |
|
}, |
|
"step": 567 |
|
}, |
|
{ |
|
"epoch": 8.0, |
|
"eval_Claim": { |
|
"f1-score": 0.668355545764952, |
|
"precision": 0.6421164021164021, |
|
"recall": 0.6968305006890216, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8960263537162857, |
|
"precision": 0.8676236044657097, |
|
"recall": 0.9263516389953171, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9012129071630178, |
|
"precision": 0.9198069137340392, |
|
"recall": 0.8833557649170032, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9063870235795541, |
|
"eval_loss": 0.4514281749725342, |
|
"eval_macro avg": { |
|
"f1-score": 0.8663987016610639, |
|
"precision": 0.8573867300790377, |
|
"recall": 0.8766344761503355, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8816, |
|
"eval_samples_per_second": 16.593, |
|
"eval_steps_per_second": 2.253, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9077241398073883, |
|
"precision": 0.9098003963445191, |
|
"recall": 0.9063870235795541, |
|
"support": 32613.0 |
|
}, |
|
"step": 648 |
|
}, |
|
{ |
|
"epoch": 9.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6913841807909605, |
|
"precision": 0.7090777402221149, |
|
"recall": 0.674552135966927, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9055304497525284, |
|
"precision": 0.9155787641427328, |
|
"recall": 0.8957002979991485, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9998404340194671, |
|
"precision": 1.0, |
|
"recall": 0.9996809189534142, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9162317231167869, |
|
"precision": 0.9072648632798181, |
|
"recall": 0.9253775983251085, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9183147824487168, |
|
"eval_loss": 0.4471658766269684, |
|
"eval_macro avg": { |
|
"f1-score": 0.8782466969199356, |
|
"precision": 0.8829803419111664, |
|
"recall": 0.8738277378111496, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8813, |
|
"eval_samples_per_second": 16.594, |
|
"eval_steps_per_second": 2.253, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9175807345372852, |
|
"precision": 0.9170508471898524, |
|
"recall": 0.9183147824487168, |
|
"support": 32613.0 |
|
}, |
|
"step": 729 |
|
}, |
|
{ |
|
"epoch": 10.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6829727187206021, |
|
"precision": 0.6997590361445784, |
|
"recall": 0.6669728984841525, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.908567906307787, |
|
"precision": 0.8780778395552026, |
|
"recall": 0.9412515964240102, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999202233745512, |
|
"precision": 1.0, |
|
"recall": 0.9998404594767071, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9131976852716073, |
|
"precision": 0.9119379613749907, |
|
"recall": 0.914460894272469, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9161683991046515, |
|
"eval_loss": 0.45130759477615356, |
|
"eval_macro avg": { |
|
"f1-score": 0.8761646334186369, |
|
"precision": 0.8724437092686929, |
|
"recall": 0.8806314621643347, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8986, |
|
"eval_samples_per_second": 16.535, |
|
"eval_steps_per_second": 2.246, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9154630053129839, |
|
"precision": 0.9150220459300829, |
|
"recall": 0.9161683991046515, |
|
"support": 32613.0 |
|
}, |
|
"step": 810 |
|
}, |
|
{ |
|
"epoch": 11.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6209771986970684, |
|
"precision": 0.717554953327311, |
|
"recall": 0.5473128158015618, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8710538016896399, |
|
"precision": 0.9115867845509539, |
|
"recall": 0.8339719029374202, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9144776812837283, |
|
"precision": 0.8758814267132197, |
|
"recall": 0.9566322715717063, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9098212369300586, |
|
"eval_loss": 0.5217961668968201, |
|
"eval_macro avg": { |
|
"f1-score": 0.8516271704176092, |
|
"precision": 0.8762557911478711, |
|
"recall": 0.8344792475776721, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8915, |
|
"eval_samples_per_second": 16.559, |
|
"eval_steps_per_second": 2.249, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9050398495319223, |
|
"precision": 0.9050252912813879, |
|
"recall": 0.9098212369300586, |
|
"support": 32613.0 |
|
}, |
|
"step": 891 |
|
}, |
|
{ |
|
"epoch": 12.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6767220902612826, |
|
"precision": 0.7006886374815543, |
|
"recall": 0.6543408360128617, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9093525179856115, |
|
"precision": 0.8791732909379968, |
|
"recall": 0.9416773094934014, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999202233745512, |
|
"precision": 1.0, |
|
"recall": 0.9998404594767071, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9131033456142309, |
|
"precision": 0.9089427280136326, |
|
"recall": 0.9173022282039779, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9156777971974366, |
|
"eval_loss": 0.48604533076286316, |
|
"eval_macro avg": { |
|
"f1-score": 0.8747745443089191, |
|
"precision": 0.872201164108296, |
|
"recall": 0.878290208296737, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8984, |
|
"eval_samples_per_second": 16.536, |
|
"eval_steps_per_second": 2.246, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9146463407295841, |
|
"precision": 0.9139967630227935, |
|
"recall": 0.9156777971974366, |
|
"support": 32613.0 |
|
}, |
|
"step": 972 |
|
}, |
|
{ |
|
"epoch": 12.35, |
|
"grad_norm": 1.4397014379501343, |
|
"learning_rate": 1.506172839506173e-05, |
|
"loss": 0.0253, |
|
"step": 1000 |
|
}, |
|
{ |
|
"epoch": 13.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6805793134907059, |
|
"precision": 0.6758776896942242, |
|
"recall": 0.6853468075333027, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.903767491926803, |
|
"precision": 0.914198606271777, |
|
"recall": 0.8935717326521925, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9998005982053838, |
|
"precision": 0.9996809952946806, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9103489546321576, |
|
"precision": 0.9107236399012197, |
|
"recall": 0.9099745775385075, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9133781007573667, |
|
"eval_loss": 0.5282083749771118, |
|
"eval_macro avg": { |
|
"f1-score": 0.8736240895637626, |
|
"precision": 0.8751202327904755, |
|
"recall": 0.872203336865589, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.89, |
|
"eval_samples_per_second": 16.564, |
|
"eval_steps_per_second": 2.249, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9135835215352088, |
|
"precision": 0.9138148255025323, |
|
"recall": 0.9133781007573667, |
|
"support": 32613.0 |
|
}, |
|
"step": 1053 |
|
}, |
|
{ |
|
"epoch": 14.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6549993880797944, |
|
"precision": 0.7010741419963322, |
|
"recall": 0.6146072576940744, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9030425963488844, |
|
"precision": 0.8624564122433166, |
|
"recall": 0.9476372924648787, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9098839358320396, |
|
"precision": 0.8997076023391812, |
|
"recall": 0.9202931060266188, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9120596081317266, |
|
"eval_loss": 0.5426023602485657, |
|
"eval_macro avg": { |
|
"f1-score": 0.866971508384752, |
|
"precision": 0.8658095391447076, |
|
"recall": 0.8706144714809814, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8976, |
|
"eval_samples_per_second": 16.539, |
|
"eval_steps_per_second": 2.246, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9099868804586297, |
|
"precision": 0.9090570140832118, |
|
"recall": 0.9120596081317266, |
|
"support": 32613.0 |
|
}, |
|
"step": 1134 |
|
}, |
|
{ |
|
"epoch": 15.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6663435909861886, |
|
"precision": 0.7051282051282052, |
|
"recall": 0.6316031235645384, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.8880537974683544, |
|
"precision": 0.8293313631326191, |
|
"recall": 0.955725840783312, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9116781523561184, |
|
"precision": 0.9083958132284166, |
|
"recall": 0.9149842978914311, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9127341857541471, |
|
"eval_loss": 0.6165347099304199, |
|
"eval_macro avg": { |
|
"f1-score": 0.8665089135222377, |
|
"precision": 0.8607138453723102, |
|
"recall": 0.8755583729944088, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8787, |
|
"eval_samples_per_second": 16.603, |
|
"eval_steps_per_second": 2.255, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9111575738225369, |
|
"precision": 0.910775248619985, |
|
"recall": 0.9127341857541471, |
|
"support": 32613.0 |
|
}, |
|
"step": 1215 |
|
}, |
|
{ |
|
"epoch": 16.0, |
|
"eval_Claim": { |
|
"f1-score": 0.674565560821485, |
|
"precision": 0.6630434782608695, |
|
"recall": 0.6864951768488746, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9101030927835051, |
|
"precision": 0.8824470211915234, |
|
"recall": 0.9395487441464453, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9041334190523012, |
|
"precision": 0.9146836024179356, |
|
"recall": 0.8938238372962465, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9102198509796707, |
|
"eval_loss": 0.6390220522880554, |
|
"eval_macro avg": { |
|
"f1-score": 0.8721905464838953, |
|
"precision": 0.8650435254675821, |
|
"recall": 0.8799469970074799, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9309, |
|
"eval_samples_per_second": 16.427, |
|
"eval_steps_per_second": 2.231, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9107494233350908, |
|
"precision": 0.9115609681986994, |
|
"recall": 0.9102198509796707, |
|
"support": 32613.0 |
|
}, |
|
"step": 1296 |
|
}, |
|
{ |
|
"epoch": 17.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6808510638297871, |
|
"precision": 0.7280334728033473, |
|
"recall": 0.6394120349104272, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9149623250807319, |
|
"precision": 0.9255226480836237, |
|
"recall": 0.9046402724563644, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9178984340699547, |
|
"precision": 0.8986960882647944, |
|
"recall": 0.9379392851802004, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9195106245975532, |
|
"eval_loss": 0.5812303423881531, |
|
"eval_macro avg": { |
|
"f1-score": 0.8784179840646908, |
|
"precision": 0.8880630522879414, |
|
"recall": 0.8704779555713364, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8888, |
|
"eval_samples_per_second": 16.568, |
|
"eval_steps_per_second": 2.25, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9175833462373209, |
|
"precision": 0.91678385690944, |
|
"recall": 0.9195106245975532, |
|
"support": 32613.0 |
|
}, |
|
"step": 1377 |
|
}, |
|
{ |
|
"epoch": 18.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6756586411193748, |
|
"precision": 0.7488125174629785, |
|
"recall": 0.6155259531465319, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9198384010206252, |
|
"precision": 0.9188615123194562, |
|
"recall": 0.9208173690932312, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999202297383536, |
|
"precision": 0.9999202297383536, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9191801729776873, |
|
"precision": 0.8941600678733032, |
|
"recall": 0.9456407955735008, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9206451415079876, |
|
"eval_loss": 0.5839426517486572, |
|
"eval_macro avg": { |
|
"f1-score": 0.8786493612140102, |
|
"precision": 0.8904385818485229, |
|
"recall": 0.8704760868879043, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8961, |
|
"eval_samples_per_second": 16.544, |
|
"eval_steps_per_second": 2.247, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9177516254510409, |
|
"precision": 0.9171873835957982, |
|
"recall": 0.9206451415079876, |
|
"support": 32613.0 |
|
}, |
|
"step": 1458 |
|
}, |
|
{ |
|
"epoch": 18.52, |
|
"grad_norm": 6.301952838897705, |
|
"learning_rate": 1.2592592592592593e-05, |
|
"loss": 0.0099, |
|
"step": 1500 |
|
}, |
|
{ |
|
"epoch": 19.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6969172151021822, |
|
"precision": 0.7007197585326214, |
|
"recall": 0.6931557188791916, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.93473143590841, |
|
"precision": 0.9397590361445783, |
|
"recall": 0.929757343550447, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9126430781850042, |
|
"precision": 0.9101658362460028, |
|
"recall": 0.9151338417825632, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9191426731671419, |
|
"eval_loss": 0.6210956573486328, |
|
"eval_macro avg": { |
|
"f1-score": 0.8860629606184716, |
|
"precision": 0.8876611577308006, |
|
"recall": 0.8844917834876388, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8804, |
|
"eval_samples_per_second": 16.597, |
|
"eval_steps_per_second": 2.254, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9189970320181106, |
|
"precision": 0.9188662710731514, |
|
"recall": 0.9191426731671419, |
|
"support": 32613.0 |
|
}, |
|
"step": 1539 |
|
}, |
|
{ |
|
"epoch": 20.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6770349931017183, |
|
"precision": 0.7457861287648522, |
|
"recall": 0.6198897565457051, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.933418150975403, |
|
"precision": 0.9298690325306295, |
|
"recall": 0.9369944657300979, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.916624189907522, |
|
"precision": 0.8932727788816349, |
|
"recall": 0.9412292507851054, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9205838162695857, |
|
"eval_loss": 0.6079531311988831, |
|
"eval_macro avg": { |
|
"f1-score": 0.8817593618157333, |
|
"precision": 0.8922319850442791, |
|
"recall": 0.8745084256998155, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8699, |
|
"eval_samples_per_second": 16.633, |
|
"eval_steps_per_second": 2.259, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9178806455243597, |
|
"precision": 0.9172429800024408, |
|
"recall": 0.9205838162695857, |
|
"support": 32613.0 |
|
}, |
|
"step": 1620 |
|
}, |
|
{ |
|
"epoch": 21.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6940774487471526, |
|
"precision": 0.6884319927699954, |
|
"recall": 0.6998162609095085, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9116146152275975, |
|
"precision": 0.875686274509804, |
|
"recall": 0.9506172839506173, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.999960116459937, |
|
"precision": 0.9999202361011407, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9093450177532674, |
|
"precision": 0.9188549618320611, |
|
"recall": 0.9000299087782264, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9153711710054273, |
|
"eval_loss": 0.641860842704773, |
|
"eval_macro avg": { |
|
"f1-score": 0.8787492995469885, |
|
"precision": 0.8707233663032503, |
|
"recall": 0.8876158634095881, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8748, |
|
"eval_samples_per_second": 16.616, |
|
"eval_steps_per_second": 2.257, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9156004118108944, |
|
"precision": 0.916143448767362, |
|
"recall": 0.9153711710054273, |
|
"support": 32613.0 |
|
}, |
|
"step": 1701 |
|
}, |
|
{ |
|
"epoch": 22.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6900875325289804, |
|
"precision": 0.7114634146341463, |
|
"recall": 0.6699586587046394, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9227146221365875, |
|
"precision": 0.9280792420327304, |
|
"recall": 0.9174116645381013, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.999960116459937, |
|
"precision": 0.9999202361011407, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9152730501701939, |
|
"precision": 0.9058883843562326, |
|
"recall": 0.9248541947061463, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9191733357863429, |
|
"eval_loss": 0.6659213304519653, |
|
"eval_macro avg": { |
|
"f1-score": 0.8820088303239246, |
|
"precision": 0.8863378192810625, |
|
"recall": 0.8780561294872218, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8738, |
|
"eval_samples_per_second": 16.62, |
|
"eval_steps_per_second": 2.257, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9182982110492126, |
|
"precision": 0.91767458311091, |
|
"recall": 0.9191733357863429, |
|
"support": 32613.0 |
|
}, |
|
"step": 1782 |
|
}, |
|
{ |
|
"epoch": 23.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6811174220470616, |
|
"precision": 0.6875731336297684, |
|
"recall": 0.6747818098300413, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9136502398604448, |
|
"precision": 0.9365221278497988, |
|
"recall": 0.8918688803746275, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9115136218543538, |
|
"precision": 0.9049970518867925, |
|
"recall": 0.9181247196052041, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9151871952902217, |
|
"eval_loss": 0.6351564526557922, |
|
"eval_macro avg": { |
|
"f1-score": 0.8765603492600376, |
|
"precision": 0.88227307834159, |
|
"recall": 0.8711739098870567, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8784, |
|
"eval_samples_per_second": 16.604, |
|
"eval_steps_per_second": 2.255, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9149061057787342, |
|
"precision": 0.9147583624345246, |
|
"recall": 0.9151871952902217, |
|
"support": 32613.0 |
|
}, |
|
"step": 1863 |
|
}, |
|
{ |
|
"epoch": 24.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6994498708880655, |
|
"precision": 0.6841642872831101, |
|
"recall": 0.7154340836012861, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9161639276055753, |
|
"precision": 0.8958502847843776, |
|
"recall": 0.9374201787994891, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9120683786543625, |
|
"precision": 0.9227825820769878, |
|
"recall": 0.9016001196351129, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9171189402998804, |
|
"eval_loss": 0.6426755785942078, |
|
"eval_macro avg": { |
|
"f1-score": 0.8819105726065732, |
|
"precision": 0.8756992885361189, |
|
"recall": 0.8885936529435605, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8958, |
|
"eval_samples_per_second": 16.545, |
|
"eval_steps_per_second": 2.247, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9177621279849207, |
|
"precision": 0.9186673375183761, |
|
"recall": 0.9171189402998804, |
|
"support": 32613.0 |
|
}, |
|
"step": 1944 |
|
}, |
|
{ |
|
"epoch": 24.69, |
|
"grad_norm": 0.09022147953510284, |
|
"learning_rate": 1.0123456790123458e-05, |
|
"loss": 0.0049, |
|
"step": 2000 |
|
}, |
|
{ |
|
"epoch": 25.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7043327556325824, |
|
"precision": 0.708672401767031, |
|
"recall": 0.7000459347726229, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9363867684478372, |
|
"precision": 0.9328263624841572, |
|
"recall": 0.9399744572158365, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9144606653474219, |
|
"precision": 0.9132672085912447, |
|
"recall": 0.9156572454015254, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9210437555575998, |
|
"eval_loss": 0.6521892547607422, |
|
"eval_macro avg": { |
|
"f1-score": 0.8887950473569604, |
|
"precision": 0.8886914932106081, |
|
"recall": 0.8889194093474961, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8719, |
|
"eval_samples_per_second": 16.626, |
|
"eval_steps_per_second": 2.258, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9208669633417549, |
|
"precision": 0.9207004694590575, |
|
"recall": 0.9210437555575998, |
|
"support": 32613.0 |
|
}, |
|
"step": 2025 |
|
}, |
|
{ |
|
"epoch": 26.0, |
|
"eval_Claim": { |
|
"f1-score": 0.70013357079252, |
|
"precision": 0.6792656587473002, |
|
"recall": 0.7223242994947175, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9349714043634824, |
|
"precision": 0.9304384485666105, |
|
"recall": 0.9395487441464453, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9075579416991192, |
|
"precision": 0.9179349904397706, |
|
"recall": 0.8974128906834156, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9165056879158617, |
|
"eval_loss": 0.6482347846031189, |
|
"eval_macro avg": { |
|
"f1-score": 0.8856657292137804, |
|
"precision": 0.8819097744384202, |
|
"recall": 0.8898214835811445, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9087, |
|
"eval_samples_per_second": 16.501, |
|
"eval_steps_per_second": 2.241, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9173737254580834, |
|
"precision": 0.9185167005798364, |
|
"recall": 0.9165056879158617, |
|
"support": 32613.0 |
|
}, |
|
"step": 2106 |
|
}, |
|
{ |
|
"epoch": 27.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6918882072256305, |
|
"precision": 0.6845773381294964, |
|
"recall": 0.6993569131832797, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9247223364870424, |
|
"precision": 0.8945483485873458, |
|
"recall": 0.9570029799914858, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9091732729331824, |
|
"precision": 0.9181152790484904, |
|
"recall": 0.9004037685060565, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9159230981510441, |
|
"eval_loss": 0.6850813627243042, |
|
"eval_macro avg": { |
|
"f1-score": 0.8814459541614638, |
|
"precision": 0.8743102414413331, |
|
"recall": 0.8891909154202055, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8749, |
|
"eval_samples_per_second": 16.616, |
|
"eval_steps_per_second": 2.256, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9161971414735486, |
|
"precision": 0.9167147316420451, |
|
"recall": 0.9159230981510441, |
|
"support": 32613.0 |
|
}, |
|
"step": 2187 |
|
}, |
|
{ |
|
"epoch": 28.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6900420757363254, |
|
"precision": 0.7025226082817706, |
|
"recall": 0.6779972439136426, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9335321687260333, |
|
"precision": 0.9343283582089552, |
|
"recall": 0.9327373350361856, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9118346714243236, |
|
"precision": 0.9065779748706578, |
|
"recall": 0.9171526843128458, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9181921319719131, |
|
"eval_loss": 0.6860224604606628, |
|
"eval_macro avg": { |
|
"f1-score": 0.8838522289716705, |
|
"precision": 0.8858572353403459, |
|
"recall": 0.8819718158156685, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8824, |
|
"eval_samples_per_second": 16.59, |
|
"eval_steps_per_second": 2.253, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9176766061914672, |
|
"precision": 0.9172444910254145, |
|
"recall": 0.9181921319719131, |
|
"support": 32613.0 |
|
}, |
|
"step": 2268 |
|
}, |
|
{ |
|
"epoch": 29.0, |
|
"eval_Claim": { |
|
"f1-score": 0.702871276481342, |
|
"precision": 0.6608695652173913, |
|
"recall": 0.7505741846577859, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9320307628351693, |
|
"precision": 0.9106417546709992, |
|
"recall": 0.9544487015751384, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9048953733922058, |
|
"precision": 0.9299976323889195, |
|
"recall": 0.8811126065500224, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9146352681446049, |
|
"eval_loss": 0.7058882713317871, |
|
"eval_macro avg": { |
|
"f1-score": 0.8849393814967517, |
|
"precision": 0.8753772380693275, |
|
"recall": 0.8965139306303251, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8777, |
|
"eval_samples_per_second": 16.606, |
|
"eval_steps_per_second": 2.255, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9164202159722681, |
|
"precision": 0.9195815136371419, |
|
"recall": 0.9146352681446049, |
|
"support": 32613.0 |
|
}, |
|
"step": 2349 |
|
}, |
|
{ |
|
"epoch": 30.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6935711954748178, |
|
"precision": 0.658813804505063, |
|
"recall": 0.7322002756086358, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9355112431056427, |
|
"precision": 0.9323467230443975, |
|
"recall": 0.9386973180076629, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9033831149039927, |
|
"precision": 0.9209258971570607, |
|
"recall": 0.8864961866307761, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.913255450280563, |
|
"eval_loss": 0.6731629967689514, |
|
"eval_macro avg": { |
|
"f1-score": 0.8831064166906858, |
|
"precision": 0.8780216061766303, |
|
"recall": 0.8893285024963571, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9031, |
|
"eval_samples_per_second": 16.52, |
|
"eval_steps_per_second": 2.243, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9148091452468388, |
|
"precision": 0.9171502378139044, |
|
"recall": 0.913255450280563, |
|
"support": 32613.0 |
|
}, |
|
"step": 2430 |
|
}, |
|
{ |
|
"epoch": 30.86, |
|
"grad_norm": 0.004342585802078247, |
|
"learning_rate": 7.654320987654322e-06, |
|
"loss": 0.0026, |
|
"step": 2500 |
|
}, |
|
{ |
|
"epoch": 31.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7007920557985577, |
|
"precision": 0.7220462850182704, |
|
"recall": 0.6807533302710151, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9436951402269322, |
|
"precision": 0.9491817398794143, |
|
"recall": 0.9382716049382716, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9151526364477336, |
|
"precision": 0.9058677019998534, |
|
"recall": 0.9246298788694481, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9219942967528286, |
|
"eval_loss": 0.6748707294464111, |
|
"eval_macro avg": { |
|
"f1-score": 0.8898999864378783, |
|
"precision": 0.8942739317243846, |
|
"recall": 0.8858937609542722, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8881, |
|
"eval_samples_per_second": 16.571, |
|
"eval_steps_per_second": 2.25, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9211890913209031, |
|
"precision": 0.9206295673042141, |
|
"recall": 0.9219942967528286, |
|
"support": 32613.0 |
|
}, |
|
"step": 2511 |
|
}, |
|
{ |
|
"epoch": 32.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7010334054313868, |
|
"precision": 0.7351310483870968, |
|
"recall": 0.6699586587046394, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9412010008340285, |
|
"precision": 0.9223539027380466, |
|
"recall": 0.9608343976160069, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9177053667196804, |
|
"precision": 0.9079997072385274, |
|
"recall": 0.9276207566920891, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9234047772360715, |
|
"eval_loss": 0.7106999754905701, |
|
"eval_macro avg": { |
|
"f1-score": 0.8899749715658463, |
|
"precision": 0.8913711645909177, |
|
"recall": 0.8895835106877722, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8986, |
|
"eval_samples_per_second": 16.535, |
|
"eval_steps_per_second": 2.246, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9220884970034353, |
|
"precision": 0.9213184308961812, |
|
"recall": 0.9234047772360715, |
|
"support": 32613.0 |
|
}, |
|
"step": 2592 |
|
}, |
|
{ |
|
"epoch": 33.0, |
|
"eval_Claim": { |
|
"f1-score": 0.711044912923923, |
|
"precision": 0.709419295839049, |
|
"recall": 0.7126779972439137, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9253022452504318, |
|
"precision": 0.938677179150241, |
|
"recall": 0.9123031077054066, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9179324500839708, |
|
"precision": 0.916325162059459, |
|
"recall": 0.9195453865709585, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9223009229448379, |
|
"eval_loss": 0.7237989902496338, |
|
"eval_macro avg": { |
|
"f1-score": 0.8885599303841538, |
|
"precision": 0.8911054092621873, |
|
"recall": 0.8861116803146581, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8767, |
|
"eval_samples_per_second": 16.609, |
|
"eval_steps_per_second": 2.256, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9223730749223835, |
|
"precision": 0.9224756086618937, |
|
"recall": 0.9223009229448379, |
|
"support": 32613.0 |
|
}, |
|
"step": 2673 |
|
}, |
|
{ |
|
"epoch": 34.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7148519468407553, |
|
"precision": 0.7258522727272727, |
|
"recall": 0.7041800643086816, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9396058486967578, |
|
"precision": 0.9354430379746835, |
|
"recall": 0.9438058748403576, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9186834462729914, |
|
"precision": 0.914936220706022, |
|
"recall": 0.9224614924480335, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9246312820041088, |
|
"eval_loss": 0.6951220035552979, |
|
"eval_macro avg": { |
|
"f1-score": 0.8932753387721986, |
|
"precision": 0.8940578828519945, |
|
"recall": 0.8925919153338566, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9327, |
|
"eval_samples_per_second": 16.421, |
|
"eval_steps_per_second": 2.23, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9242195414603059, |
|
"precision": 0.9238669704528689, |
|
"recall": 0.9246312820041088, |
|
"support": 32613.0 |
|
}, |
|
"step": 2754 |
|
}, |
|
{ |
|
"epoch": 35.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7058540110816671, |
|
"precision": 0.7421479229989868, |
|
"recall": 0.6729444189251264, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.939966414777498, |
|
"precision": 0.9271221532091097, |
|
"recall": 0.9531715623669647, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9197091070176086, |
|
"precision": 0.9082756106452788, |
|
"recall": 0.9314341259159563, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9248152577193144, |
|
"eval_loss": 0.7126197814941406, |
|
"eval_macro avg": { |
|
"f1-score": 0.8913724115387659, |
|
"precision": 0.8943864217133439, |
|
"recall": 0.8893675842366002, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9139, |
|
"eval_samples_per_second": 16.484, |
|
"eval_steps_per_second": 2.239, |
|
"eval_weighted avg": { |
|
"f1-score": 0.923464846836294, |
|
"precision": 0.9227118023915538, |
|
"recall": 0.9248152577193144, |
|
"support": 32613.0 |
|
}, |
|
"step": 2835 |
|
}, |
|
{ |
|
"epoch": 36.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7094183778822989, |
|
"precision": 0.7086866834746733, |
|
"recall": 0.7101515847496555, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9417721518987342, |
|
"precision": 0.9335006273525721, |
|
"recall": 0.9501915708812261, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.9999601132782897, |
|
"precision": 1.0, |
|
"recall": 0.9999202297383536, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9147501685519513, |
|
"precision": 0.9164665265685981, |
|
"recall": 0.9130402273067145, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9220249593720296, |
|
"eval_loss": 0.7317129373550415, |
|
"eval_macro avg": { |
|
"f1-score": 0.8914752029028185, |
|
"precision": 0.889663459348961, |
|
"recall": 0.8933259031689874, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9011, |
|
"eval_samples_per_second": 16.527, |
|
"eval_steps_per_second": 2.244, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9220371979388616, |
|
"precision": 0.9220629233688514, |
|
"recall": 0.9220249593720296, |
|
"support": 32613.0 |
|
}, |
|
"step": 2916 |
|
}, |
|
{ |
|
"epoch": 37.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7016791711325474, |
|
"precision": 0.7286668315607222, |
|
"recall": 0.6766192007349564, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9388185654008439, |
|
"precision": 0.9305729820158929, |
|
"recall": 0.9472115793954874, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 0.999960116459937, |
|
"precision": 0.9999202361011407, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9166419899318923, |
|
"precision": 0.9076381762204955, |
|
"recall": 0.9258262299985046, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9226075491368473, |
|
"eval_loss": 0.741832971572876, |
|
"eval_macro avg": { |
|
"f1-score": 0.8892749607313051, |
|
"precision": 0.8916995564745628, |
|
"recall": 0.887414252532237, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8986, |
|
"eval_samples_per_second": 16.535, |
|
"eval_steps_per_second": 2.246, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9215670411961056, |
|
"precision": 0.9208684993072555, |
|
"recall": 0.9226075491368473, |
|
"support": 32613.0 |
|
}, |
|
"step": 2997 |
|
}, |
|
{ |
|
"epoch": 37.04, |
|
"grad_norm": 0.02783563733100891, |
|
"learning_rate": 5.185185185185185e-06, |
|
"loss": 0.001, |
|
"step": 3000 |
|
}, |
|
{ |
|
"epoch": 38.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7192414431082331, |
|
"precision": 0.7242664182580345, |
|
"recall": 0.7142857142857143, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.940041928721174, |
|
"precision": 0.9260636100784799, |
|
"recall": 0.9544487015751384, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9176391382405745, |
|
"precision": 0.9180511899416255, |
|
"recall": 0.9172274562584118, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9246312820041088, |
|
"eval_loss": 0.7159741520881653, |
|
"eval_macro avg": { |
|
"f1-score": 0.8942306275174954, |
|
"precision": 0.892095304569535, |
|
"recall": 0.8964904680298161, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8897, |
|
"eval_samples_per_second": 16.565, |
|
"eval_steps_per_second": 2.25, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9244240507984156, |
|
"precision": 0.9242570759957419, |
|
"recall": 0.9246312820041088, |
|
"support": 32613.0 |
|
}, |
|
"step": 3078 |
|
}, |
|
{ |
|
"epoch": 39.0, |
|
"eval_Claim": { |
|
"f1-score": 0.6989553656220323, |
|
"precision": 0.7233415233415234, |
|
"recall": 0.6761598530087276, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.937261551504875, |
|
"precision": 0.9333051920641621, |
|
"recall": 0.9412515964240102, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9162594402487784, |
|
"precision": 0.907391113066432, |
|
"recall": 0.9253028263795424, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9219023088952258, |
|
"eval_loss": 0.7222980260848999, |
|
"eval_macro avg": { |
|
"f1-score": 0.8881190893439215, |
|
"precision": 0.8910094571180294, |
|
"recall": 0.8856785689530701, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8729, |
|
"eval_samples_per_second": 16.623, |
|
"eval_steps_per_second": 2.257, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9209497071808923, |
|
"precision": 0.920283679359095, |
|
"recall": 0.9219023088952258, |
|
"support": 32613.0 |
|
}, |
|
"step": 3159 |
|
}, |
|
{ |
|
"epoch": 40.0, |
|
"eval_Claim": { |
|
"f1-score": 0.680875980794004, |
|
"precision": 0.6946236559139785, |
|
"recall": 0.6676619200734957, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9202291758483913, |
|
"precision": 0.9538602101416171, |
|
"recall": 0.8888888888888888, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9115485467370831, |
|
"precision": 0.9006057067795373, |
|
"recall": 0.9227605802302976, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.915953760770245, |
|
"eval_loss": 0.7755006551742554, |
|
"eval_macro avg": { |
|
"f1-score": 0.8781634258448696, |
|
"precision": 0.8872723932087833, |
|
"recall": 0.8698278472981706, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9172, |
|
"eval_samples_per_second": 16.473, |
|
"eval_steps_per_second": 2.237, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9153773838195417, |
|
"precision": 0.915147632966659, |
|
"recall": 0.915953760770245, |
|
"support": 32613.0 |
|
}, |
|
"step": 3240 |
|
}, |
|
{ |
|
"epoch": 41.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7111719730685837, |
|
"precision": 0.7067362213653889, |
|
"recall": 0.7156637574644006, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9299660441426145, |
|
"precision": 0.9272111722386797, |
|
"recall": 0.9327373350361856, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9154765920761648, |
|
"precision": 0.9178504321683577, |
|
"recall": 0.9131149992522806, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9215650200840155, |
|
"eval_loss": 0.7457175254821777, |
|
"eval_macro avg": { |
|
"f1-score": 0.8891536523218408, |
|
"precision": 0.8879494564431065, |
|
"recall": 0.8903790229382167, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.9009, |
|
"eval_samples_per_second": 16.527, |
|
"eval_steps_per_second": 2.244, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9217341842473323, |
|
"precision": 0.9219170340426572, |
|
"recall": 0.9215650200840155, |
|
"support": 32613.0 |
|
}, |
|
"step": 3321 |
|
}, |
|
{ |
|
"epoch": 42.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7124631992149166, |
|
"precision": 0.6782229603487648, |
|
"recall": 0.7503445107946716, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9302426343154246, |
|
"precision": 0.9470666078517865, |
|
"recall": 0.9140059599829715, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9112906284370614, |
|
"precision": 0.9246517355499115, |
|
"recall": 0.8983101540302079, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9187747217367308, |
|
"eval_loss": 0.7305595278739929, |
|
"eval_macro avg": { |
|
"f1-score": 0.8884991154918507, |
|
"precision": 0.8874853259376158, |
|
"recall": 0.8906651562019627, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8913, |
|
"eval_samples_per_second": 16.56, |
|
"eval_steps_per_second": 2.249, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9202099034773231, |
|
"precision": 0.9223295784640139, |
|
"recall": 0.9187747217367308, |
|
"support": 32613.0 |
|
}, |
|
"step": 3402 |
|
}, |
|
{ |
|
"epoch": 43.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7247613700168444, |
|
"precision": 0.7090749285871237, |
|
"recall": 0.7411575562700965, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.933246921581335, |
|
"precision": 0.9473684210526315, |
|
"recall": 0.9195402298850575, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9186326070623592, |
|
"precision": 0.923071115808546, |
|
"recall": 0.9142365784357709, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9244779689081041, |
|
"eval_loss": 0.713043749332428, |
|
"eval_macro avg": { |
|
"f1-score": 0.8941602246651347, |
|
"precision": 0.8948786163620753, |
|
"recall": 0.8937335911477313, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8816, |
|
"eval_samples_per_second": 16.593, |
|
"eval_steps_per_second": 2.253, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9250789719038385, |
|
"precision": 0.9258220268894141, |
|
"recall": 0.9244779689081041, |
|
"support": 32613.0 |
|
}, |
|
"step": 3483 |
|
}, |
|
{ |
|
"epoch": 43.21, |
|
"grad_norm": 0.0021550117526203394, |
|
"learning_rate": 2.7160493827160496e-06, |
|
"loss": 0.001, |
|
"step": 3500 |
|
}, |
|
{ |
|
"epoch": 44.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7143999086445129, |
|
"precision": 0.7104247104247104, |
|
"recall": 0.718419843821773, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9345754816853695, |
|
"precision": 0.9296545914069082, |
|
"recall": 0.9395487441464453, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9163230111719278, |
|
"precision": 0.9188721804511278, |
|
"recall": 0.9137879467623747, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9226995369944501, |
|
"eval_loss": 0.7186141014099121, |
|
"eval_macro avg": { |
|
"f1-score": 0.8913246003754525, |
|
"precision": 0.8897378705706865, |
|
"recall": 0.8929391336826483, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8784, |
|
"eval_samples_per_second": 16.604, |
|
"eval_steps_per_second": 2.255, |
|
"eval_weighted avg": { |
|
"f1-score": 0.922844232671956, |
|
"precision": 0.923004457294864, |
|
"recall": 0.9226995369944501, |
|
"support": 32613.0 |
|
}, |
|
"step": 3564 |
|
}, |
|
{ |
|
"epoch": 45.0, |
|
"eval_Claim": { |
|
"f1-score": 0.7172727272727273, |
|
"precision": 0.7098515519568152, |
|
"recall": 0.7248507119889757, |
|
"support": 4354.0 |
|
}, |
|
"eval_MajorClaim": { |
|
"f1-score": 0.9381509032943677, |
|
"precision": 0.9367572156196944, |
|
"recall": 0.9395487441464453, |
|
"support": 2349.0 |
|
}, |
|
"eval_O": { |
|
"f1-score": 1.0, |
|
"precision": 1.0, |
|
"recall": 1.0, |
|
"support": 12536.0 |
|
}, |
|
"eval_Premise": { |
|
"f1-score": 0.9160568876880933, |
|
"precision": 0.9194726930320151, |
|
"recall": 0.9126663675788844, |
|
"support": 13374.0 |
|
}, |
|
"eval_accuracy": 0.9230981510440622, |
|
"eval_loss": 0.7188345789909363, |
|
"eval_macro avg": { |
|
"f1-score": 0.8928701295637971, |
|
"precision": 0.8915203651521312, |
|
"recall": 0.8942664559285763, |
|
"support": 32613.0 |
|
}, |
|
"eval_runtime": 4.8767, |
|
"eval_samples_per_second": 16.61, |
|
"eval_steps_per_second": 2.256, |
|
"eval_weighted avg": { |
|
"f1-score": 0.9233761611113508, |
|
"precision": 0.9236857741796463, |
|
"recall": 0.9230981510440622, |
|
"support": 32613.0 |
|
}, |
|
"step": 3645 |
|
} |
|
], |
|
"logging_steps": 500, |
|
"max_steps": 4050, |
|
"num_input_tokens_seen": 0, |
|
"num_train_epochs": 50, |
|
"save_steps": 500, |
|
"total_flos": 6450398274033000.0, |
|
"train_batch_size": 4, |
|
"trial_name": null, |
|
"trial_params": null |
|
} |
|
|