--- tags: - generated_from_trainer model-index: - name: docket-classification results: [] --- # docket-classification This model is a fine-tuned version of [scales-okn/docket-language-model](https://huggingface.co/scales-okn/docket-language-model) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.0009 - Labels: {'answer': 1.0, 'arrest': 1.0, 'bench trial': 0.9846153846153847, 'bilateral': 0.991765127103473, 'brief': 0.9930795847750865, 'case dismissed': 0.9881271543469935, 'case opened in error': 0.9600000000000001, 'complaint': 0.9984871406959154, 'consent decree': 0.9855072463768116, 'consent decree resolution': 0.9763779527559056, 'consent judgment': 1.0, 'default judgment resolution': 0.9792284866468843, 'dismiss with prejudice': 0.9966101694915254, 'dismiss without prejudice': 0.9933774834437086, 'dismissing motion': 0.9951690821256038, 'error': 0.98348623853211, 'findings of fact': 1.0, 'granting motion for summary judgment': 0.9793103448275862, 'granting motion to dismiss': 0.9854469854469855, 'indictment': 1.0, 'information': 0.9969418960244648, 'judgment': 0.9954586739327883, 'jury trial': 0.9972602739726028, 'minute entry': 1.0, 'motion': 0.9994474120464174, 'motion for default judgment': 1.0, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9958762886597938, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9852941176470589, 'motion for summary judgment': 0.9978768577494692, 'motion for time extension': 0.9941520467836257, 'motion to certify class': 1.0, 'motion to dismiss': 0.9875776397515528, 'motion to remand': 1.0, 'motion to seal': 0.9842271293375395, 'notice': 0.9987525987525987, 'notice of appeal': 0.994475138121547, 'notice of consent': 0.9874999999999999, 'notice of dismissal': 0.992619926199262, 'notice of motion': 0.9869451697127937, 'notice of removal': 0.9919678714859438, 'notice of settlement': 0.9942196531791907, 'notice of voluntary dismissal': 0.9955947136563876, 'order': 0.998720483889729, 'petition': 0.9957627118644067, 'petition for habeas corpus': 1.0, 'plea': 0.9895470383275262, 'plea agreement': 1.0, 'proposed': 0.99375, 'remand resolution': 0.9827586206896551, 'response': 0.9951969260326609, 'rule 68 resolution': 0.9655172413793104, 'sentence': 0.9968652037617556, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9863842662632375, 'stipulation': 0.9992360580595876, 'stipulation for judgment': 0.9333333333333333, 'stipulation for settlement': 0.9090909090909091, 'stipulation of dismissal': 0.9986754966887418, 'summons': 0.998236331569665, 'transfer': 0.9955357142857143, 'transferred entry': 0.9865642994241843, 'trial': 0.9847715736040609, 'unopposed': 0.9921259842519685, 'verdict': 0.99, 'voluntary dismissal resolution': 0.991571641051066, 'waiver': 0.998003992015968, 'waiver of indictment': 1.0, 'warrant': 1.0} - F1 Macro: 0.9902 ## 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: 3e-05 - train_batch_size: 4 - eval_batch_size: 8 - seed: 42 - gradient_accumulation_steps: 4 - total_train_batch_size: 16 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - lr_scheduler_warmup_ratio: 0.06 - num_epochs: 5 ### Training results | Training Loss | Epoch | Step | Validation Loss | Labels | F1 Macro | |:-------------:|:-----:|:------:|:---------------:|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:--------:| | 0.1379 | 0.03 | 1000 | 0.1182 | {'answer': 0.0, 'arrest': 0.0, 'bench trial': 0.0, 'bilateral': 0.0, 'brief': 0.0, 'case dismissed': 0.0, 'case opened in error': 0.0, 'complaint': 0.0, 'consent decree': 0.0, 'consent decree resolution': 0.0, 'consent judgment': 0.0, 'default judgment resolution': 0.0, 'dismiss with prejudice': 0.0, 'dismiss without prejudice': 0.0, 'dismissing motion': 0.0, 'error': 0.0, 'findings of fact': 0.0, 'granting motion for summary judgment': 0.0, 'granting motion to dismiss': 0.0, 'indictment': 0.0, 'information': 0.0, 'judgment': 0.0, 'jury trial': 0.0, 'minute entry': 0.0, 'motion': 0.0, 'motion for default judgment': 0.0, 'motion for habeas corpus': 0.0, 'motion for judgment': 0.0, 'motion for judgment as a matter of law': 0.0, 'motion for judgment on the pleadings': 0.0, 'motion for settlement': 0.0, 'motion for summary judgment': 0.0, 'motion for time extension': 0.0, 'motion to certify class': 0.0, 'motion to dismiss': 0.0, 'motion to remand': 0.0, 'motion to seal': 0.0, 'notice': 0.0, 'notice of appeal': 0.0, 'notice of consent': 0.0, 'notice of dismissal': 0.0, 'notice of motion': 0.0, 'notice of removal': 0.0, 'notice of settlement': 0.0, 'notice of voluntary dismissal': 0.0, 'order': 0.0, 'petition': 0.0, 'petition for habeas corpus': 0.0, 'plea': 0.0, 'plea agreement': 0.0, 'proposed': 0.0, 'remand resolution': 0.0, 'response': 0.0, 'rule 68 resolution': 0.0, 'sentence': 0.0, 'settlement agreement': 0.0, 'settlement reached': 0.0, 'stipulation': 0.0, 'stipulation for judgment': 0.0, 'stipulation for settlement': 0.0, 'stipulation of dismissal': 0.0, 'summons': 0.0, 'transfer': 0.0, 'transferred entry': 0.0, 'trial': 0.0, 'unopposed': 0.0, 'verdict': 0.0, 'voluntary dismissal resolution': 0.0, 'waiver': 0.0, 'waiver of indictment': 0.0, 'warrant': 0.0} | 0.0 | | 0.0535 | 0.06 | 2000 | 0.0492 | {'answer': 0.0, 'arrest': 0.0, 'bench trial': 0.0, 'bilateral': 0.7702876771146416, 'brief': 0.0, 'case dismissed': 0.8261405672009865, 'case opened in error': 0.0, 'complaint': 0.0, 'consent decree': 0.0, 'consent decree resolution': 0.0, 'consent judgment': 0.0, 'default judgment resolution': 0.0, 'dismiss with prejudice': 0.4341846758349705, 'dismiss without prejudice': 0.0, 'dismissing motion': 0.0, 'error': 0.0, 'findings of fact': 0.0, 'granting motion for summary judgment': 0.0, 'granting motion to dismiss': 0.0, 'indictment': 0.0, 'information': 0.0, 'judgment': 0.6260869565217391, 'jury trial': 0.0, 'minute entry': 0.9279141104294479, 'motion': 0.9935269095616793, 'motion for default judgment': 0.0, 'motion for habeas corpus': 0.0, 'motion for judgment': 0.0, 'motion for judgment as a matter of law': 0.0, 'motion for judgment on the pleadings': 0.0, 'motion for settlement': 0.0, 'motion for summary judgment': 0.0, 'motion for time extension': 0.0, 'motion to certify class': 0.0, 'motion to dismiss': 0.0, 'motion to remand': 0.0, 'motion to seal': 0.0, 'notice': 0.9757127771911299, 'notice of appeal': 0.0, 'notice of consent': 0.0, 'notice of dismissal': 0.45892351274787535, 'notice of motion': 0.0, 'notice of removal': 0.0, 'notice of settlement': 0.0, 'notice of voluntary dismissal': 0.38162544169611307, 'order': 0.9788279330915897, 'petition': 0.0, 'petition for habeas corpus': 0.0, 'plea': 0.04074702886247878, 'plea agreement': 0.0, 'proposed': 0.0, 'remand resolution': 0.0, 'response': 0.011472275334608031, 'rule 68 resolution': 0.0, 'sentence': 0.0, 'settlement agreement': 0.0, 'settlement reached': 0.0, 'stipulation': 0.9447949526813879, 'stipulation for judgment': 0.0, 'stipulation for settlement': 0.0, 'stipulation of dismissal': 0.16058394160583941, 'summons': 0.0, 'transfer': 0.0, 'transferred entry': 0.0, 'trial': 0.0, 'unopposed': 0.0, 'verdict': 0.0, 'voluntary dismissal resolution': 0.8243167875069716, 'waiver': 0.0, 'waiver of indictment': 0.0, 'warrant': 0.0} | 0.1318 | | 0.0236 | 0.09 | 3000 | 0.0230 | {'answer': 0.9139072847682119, 'arrest': 0.9548693586698337, 'bench trial': 0.0, 'bilateral': 0.9149179702403663, 'brief': 0.8370221327967807, 'case dismissed': 0.867230599485105, 'case opened in error': 0.0, 'complaint': 0.9596273291925466, 'consent decree': 0.0, 'consent decree resolution': 0.0, 'consent judgment': 0.0, 'default judgment resolution': 0.0, 'dismiss with prejudice': 0.5925925925925926, 'dismiss without prejudice': 0.11428571428571428, 'dismissing motion': 0.9390862944162437, 'error': 0.0, 'findings of fact': 0.9052631578947369, 'granting motion for summary judgment': 0.0, 'granting motion to dismiss': 0.0, 'indictment': 0.9621993127147767, 'information': 0.9449838187702265, 'judgment': 0.943289224952741, 'jury trial': 0.7774647887323942, 'minute entry': 0.9828869047619048, 'motion': 0.9909309642791041, 'motion for default judgment': 0.5954198473282443, 'motion for habeas corpus': 0.0, 'motion for judgment': 0.89920724801812, 'motion for judgment as a matter of law': 0.0, 'motion for judgment on the pleadings': 0.0, 'motion for settlement': 0.0, 'motion for summary judgment': 0.41077441077441074, 'motion for time extension': 0.9100126742712293, 'motion to certify class': 0.0, 'motion to dismiss': 0.8589540412044374, 'motion to remand': 0.0, 'motion to seal': 0.0, 'notice': 0.991866527632951, 'notice of appeal': 0.9325513196480938, 'notice of consent': 0.6042553191489362, 'notice of dismissal': 0.9351669941060903, 'notice of motion': 0.23148148148148145, 'notice of removal': 0.9625, 'notice of settlement': 0.27860696517412936, 'notice of voluntary dismissal': 0.9650655021834061, 'order': 0.9837761580061133, 'petition': 0.9227272727272727, 'petition for habeas corpus': 0.8654545454545456, 'plea': 0.9198919891989199, 'plea agreement': 0.9876543209876543, 'proposed': 0.841354723707665, 'remand resolution': 0.0, 'response': 0.9746588693957116, 'rule 68 resolution': 0.0, 'sentence': 0.8687943262411347, 'settlement agreement': 0.0, 'settlement reached': 0.7713787085514834, 'stipulation': 0.9557661927330173, 'stipulation for judgment': 0.0, 'stipulation for settlement': 0.0, 'stipulation of dismissal': 0.9742895805142084, 'summons': 0.9201520912547528, 'transfer': 0.4098939929328622, 'transferred entry': 0.0, 'trial': 0.8652849740932643, 'unopposed': 0.0, 'verdict': 0.7010869565217392, 'voluntary dismissal resolution': 0.8787878787878787, 'waiver': 0.9739478957915831, 'waiver of indictment': 0.24778761061946902, 'warrant': 0.9801980198019802} | 0.5524 | | 0.012 | 0.12 | 4000 | 0.0130 | {'answer': 0.9938650306748467, 'arrest': 0.9439252336448598, 'bench trial': 0.0, 'bilateral': 0.9229074889867841, 'brief': 0.8469184890656065, 'case dismissed': 0.8765388673935983, 'case opened in error': 0.0, 'complaint': 0.9706336939721792, 'consent decree': 0.8676470588235295, 'consent decree resolution': 0.7565217391304347, 'consent judgment': 0.0, 'default judgment resolution': 0.8835820895522388, 'dismiss with prejudice': 0.9362549800796813, 'dismiss without prejudice': 0.7973856209150327, 'dismissing motion': 0.9632352941176471, 'error': 0.6682692307692307, 'findings of fact': 0.9514563106796117, 'granting motion for summary judgment': 0.6330275229357798, 'granting motion to dismiss': 0.5306122448979592, 'indictment': 0.9866666666666667, 'information': 0.9754601226993865, 'judgment': 0.9516994633273703, 'jury trial': 0.8247978436657682, 'minute entry': 0.9944751381215469, 'motion': 0.9920561610936633, 'motion for default judgment': 0.9696969696969696, 'motion for habeas corpus': 0.0, 'motion for judgment': 0.9585062240663899, 'motion for judgment as a matter of law': 0.9137931034482758, 'motion for judgment on the pleadings': 0.0, 'motion for settlement': 0.0, 'motion for summary judgment': 0.9763440860215054, 'motion for time extension': 0.9679633867276888, 'motion to certify class': 0.0, 'motion to dismiss': 0.9271916790490342, 'motion to remand': 0.8704663212435234, 'motion to seal': 0.815068493150685, 'notice': 0.9910435325973755, 'notice of appeal': 0.9695290858725762, 'notice of consent': 0.8957055214723927, 'notice of dismissal': 0.9603024574669187, 'notice of motion': 0.9714285714285715, 'notice of removal': 0.9563409563409564, 'notice of settlement': 0.9637883008356545, 'notice of voluntary dismissal': 0.9503239740820735, 'order': 0.9885353299017314, 'petition': 0.9624724061810155, 'petition for habeas corpus': 0.648888888888889, 'plea': 0.946236559139785, 'plea agreement': 0.9876543209876543, 'proposed': 0.9577464788732394, 'remand resolution': 0.740484429065744, 'response': 0.973862536302033, 'rule 68 resolution': 0.0, 'sentence': 0.9667194928684627, 'settlement agreement': 0.0, 'settlement reached': 0.898379970544919, 'stipulation': 0.9486977111286504, 'stipulation for judgment': 0.0, 'stipulation for settlement': 0.0, 'stipulation of dismissal': 0.9745649263721554, 'summons': 0.948339483394834, 'transfer': 0.9179600886917959, 'transferred entry': 0.8614718614718614, 'trial': 0.8911392405063291, 'unopposed': 0.9486166007905138, 'verdict': 0.9166666666666666, 'voluntary dismissal resolution': 0.9265143992055611, 'waiver': 0.9900596421471173, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9710144927536232} | 0.7702 | | 0.012 | 0.14 | 5000 | 0.0086 | {'answer': 0.989816700610998, 'arrest': 0.9901960784313726, 'bench trial': 0.0, 'bilateral': 0.9375917767988252, 'brief': 0.8737864077669905, 'case dismissed': 0.912280701754386, 'case opened in error': 0.0, 'complaint': 0.9787878787878788, 'consent decree': 0.9047619047619047, 'consent decree resolution': 0.7035175879396985, 'consent judgment': 0.0, 'default judgment resolution': 0.8896103896103895, 'dismiss with prejudice': 0.9401159047005795, 'dismiss without prejudice': 0.9125248508946323, 'dismissing motion': 0.9685230024213075, 'error': 0.7804878048780487, 'findings of fact': 0.9851485148514851, 'granting motion for summary judgment': 0.8644688644688645, 'granting motion to dismiss': 0.8291666666666666, 'indictment': 1.0, 'information': 0.9785932721712537, 'judgment': 0.9624329159212881, 'jury trial': 0.8602739726027399, 'minute entry': 0.9853372434017595, 'motion': 0.9948243992606285, 'motion for default judgment': 0.9806094182825486, 'motion for habeas corpus': 0.9454545454545454, 'motion for judgment': 0.964509394572025, 'motion for judgment as a matter of law': 0.9593495934959351, 'motion for judgment on the pleadings': 0.0, 'motion for settlement': 0.6422018348623854, 'motion for summary judgment': 0.9527896995708155, 'motion for time extension': 0.9822485207100592, 'motion to certify class': 0.0, 'motion to dismiss': 0.937125748502994, 'motion to remand': 0.9463414634146341, 'motion to seal': 0.9126213592233009, 'notice': 0.9901735312565336, 'notice of appeal': 0.9719101123595506, 'notice of consent': 0.8742857142857143, 'notice of dismissal': 0.9718574108818012, 'notice of motion': 0.9792746113989638, 'notice of removal': 0.9471458773784355, 'notice of settlement': 0.9705882352941175, 'notice of voluntary dismissal': 0.9471458773784356, 'order': 0.991060025542784, 'petition': 0.9671772428884027, 'petition for habeas corpus': 0.9463722397476341, 'plea': 0.9500891265597148, 'plea agreement': 0.9814814814814815, 'proposed': 0.966824644549763, 'remand resolution': 0.8971962616822431, 'response': 0.983669548511047, 'rule 68 resolution': 0.0, 'sentence': 0.9746835443037974, 'settlement agreement': 0.0, 'settlement reached': 0.9041487839771101, 'stipulation': 0.9712509712509713, 'stipulation for judgment': 0.0, 'stipulation for settlement': 0.0, 'stipulation of dismissal': 0.9829172141918529, 'summons': 0.9840142095914742, 'transfer': 0.9367088607594937, 'transferred entry': 0.9544554455445543, 'trial': 0.9211195928753181, 'unopposed': 0.968, 'verdict': 0.9168900804289545, 'voluntary dismissal resolution': 0.9539375928677563, 'waiver': 0.988095238095238, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9827160493827161} | 0.8202 | | 0.0091 | 0.17 | 6000 | 0.0067 | {'answer': 0.9919028340080971, 'arrest': 0.9901960784313726, 'bench trial': 0.0, 'bilateral': 0.9507119386637459, 'brief': 0.9328493647912887, 'case dismissed': 0.8924274593064402, 'case opened in error': 0.0, 'complaint': 0.9618320610687022, 'consent decree': 0.8749999999999999, 'consent decree resolution': 0.8617886178861789, 'consent judgment': 0.0, 'default judgment resolution': 0.9361702127659574, 'dismiss with prejudice': 0.9772727272727272, 'dismiss without prejudice': 0.9581749049429659, 'dismissing motion': 0.9519343493552168, 'error': 0.8702594810379242, 'findings of fact': 0.9875930521091811, 'granting motion for summary judgment': 0.8127490039840637, 'granting motion to dismiss': 0.8710359408033826, 'indictment': 0.993421052631579, 'information': 0.9845201238390093, 'judgment': 0.8849557522123894, 'jury trial': 0.8929503916449086, 'minute entry': 0.9941046425939573, 'motion': 0.9920502865594379, 'motion for default judgment': 0.9945652173913043, 'motion for habeas corpus': 0.5128205128205129, 'motion for judgment': 0.9708939708939709, 'motion for judgment as a matter of law': 0.9586776859504132, 'motion for judgment on the pleadings': 0.0, 'motion for settlement': 0.8548387096774193, 'motion for summary judgment': 0.9367088607594938, 'motion for time extension': 0.9678953626634959, 'motion to certify class': 0.0, 'motion to dismiss': 0.934131736526946, 'motion to remand': 0.9714285714285714, 'motion to seal': 0.9466666666666667, 'notice': 0.9945878434637803, 'notice of appeal': 0.9696969696969698, 'notice of consent': 0.888888888888889, 'notice of dismissal': 0.9606003752345216, 'notice of motion': 0.9817232375979111, 'notice of removal': 0.9836734693877551, 'notice of settlement': 0.9772727272727273, 'notice of voluntary dismissal': 0.9866071428571428, 'order': 0.99302649930265, 'petition': 0.9318181818181819, 'petition for habeas corpus': 0.9867549668874172, 'plea': 0.9720279720279719, 'plea agreement': 0.975609756097561, 'proposed': 0.9419354838709678, 'remand resolution': 0.8316831683168316, 'response': 0.968779564806055, 'rule 68 resolution': 0.0, 'sentence': 0.9826224328593998, 'settlement agreement': 0.0, 'settlement reached': 0.9590288315629742, 'stipulation': 0.9764258555133081, 'stipulation for judgment': 0.0, 'stipulation for settlement': 0.0, 'stipulation of dismissal': 0.9570871261378413, 'summons': 0.9822695035460993, 'transfer': 0.9606986899563319, 'transferred entry': 0.9418837675350701, 'trial': 0.9402985074626866, 'unopposed': 0.9537223340040242, 'verdict': 0.9635036496350365, 'voluntary dismissal resolution': 0.9349633251833741, 'waiver': 0.9841269841269841, 'waiver of indictment': 0.9849246231155778, 'warrant': 0.9852941176470588} | 0.8234 | | 0.006 | 0.2 | 7000 | 0.0056 | {'answer': 0.9938650306748467, 'arrest': 0.9975308641975309, 'bench trial': 0.0, 'bilateral': 0.9639830508474576, 'brief': 0.9609507640067911, 'case dismissed': 0.9291585127201566, 'case opened in error': 0.0, 'complaint': 0.9800307219662059, 'consent decree': 0.8799999999999999, 'consent decree resolution': 0.88, 'consent judgment': 0.7878787878787878, 'default judgment resolution': 0.9529411764705882, 'dismiss with prejudice': 0.9772727272727272, 'dismiss without prejudice': 0.9505334626576138, 'dismissing motion': 0.9490683229813665, 'error': 0.8992537313432835, 'findings of fact': 0.9925558312655087, 'granting motion for summary judgment': 0.9029850746268656, 'granting motion to dismiss': 0.8309178743961353, 'indictment': 0.9966996699669968, 'information': 0.9938271604938271, 'judgment': 0.963855421686747, 'jury trial': 0.891304347826087, 'minute entry': 0.9897435897435898, 'motion': 0.9913745641402091, 'motion for default judgment': 0.994535519125683, 'motion for habeas corpus': 0.9454545454545454, 'motion for judgment': 0.9772727272727272, 'motion for judgment as a matter of law': 0.9841269841269841, 'motion for judgment on the pleadings': 0.955223880597015, 'motion for settlement': 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corpus': 1.0, 'plea': 0.9895470383275262, 'plea agreement': 1.0, 'proposed': 0.99375, 'remand resolution': 0.9827586206896551, 'response': 0.9961538461538462, 'rule 68 resolution': 0.9655172413793104, 'sentence': 0.9968652037617556, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9833333333333334, 'stipulation': 0.9984709480122325, 'stipulation for judgment': 0.9545454545454545, 'stipulation for settlement': 0.9090909090909091, 'stipulation of dismissal': 0.9973474801061007, 'summons': 0.998236331569665, 'transfer': 0.9977728285077951, 'transferred entry': 0.9865642994241843, 'trial': 0.9821882951653944, 'unopposed': 0.9921259842519685, 'verdict': 0.99, 'voluntary dismissal resolution': 0.9910714285714286, 'waiver': 0.998003992015968, 'waiver of indictment': 1.0, 'warrant': 1.0} | 0.9903 | ### Framework versions - Transformers 4.23.1 - Pytorch 1.13.0+cu117 - Datasets 2.6.1 - Tokenizers 0.13.1