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docket-classification

Text Classification
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PyTorch
TensorBoard
deberta-v2
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docket-classification

This model is a fine-tuned version of 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': 0.9312977099236641, 'motion for summary judgment': 0.9806451612903225, 'motion for time extension': 0.9798816568047338, 'motion to certify class': 0.8, 'motion to dismiss': 0.9201877934272301, 'motion to remand': 0.9953488372093023, 'motion to seal': 0.8802816901408451, 'notice': 0.9931292941911305, 'notice of appeal': 0.9833333333333333, 'notice of consent': 0.8658536585365854, 'notice of dismissal': 0.9686924493554329, 'notice of motion': 0.949868073878628, 'notice of removal': 0.9496124031007753, 'notice of settlement': 0.9604519774011299, 'notice of voluntary dismissal': 0.9823788546255506, 'order': 0.9925650557620818, 'petition': 0.978448275862069, 'petition for habeas corpus': 0.974025974025974, 'plea': 0.9792746113989638, 'plea agreement': 0.9817073170731707, 'proposed': 0.957613814756672, 'remand resolution': 0.9455587392550143, 'response': 0.9825581395348837, 'rule 68 resolution': 0.0, 'sentence': 0.9435215946843853, 'settlement agreement': 0.7741935483870968, 'settlement reached': 0.9339407744874716, 'stipulation': 0.9690880989180833, 'stipulation for judgment': 0.8108108108108109, 'stipulation for settlement': 0.1, 'stipulation of dismissal': 0.968503937007874, 'summons': 0.9911190053285969, 'transfer': 0.9320843091334894, 'transferred entry': 0.9396226415094339, 'trial': 0.9346733668341709, 'unopposed': 0.952755905511811, 'verdict': 0.9375, 'voluntary dismissal resolution': 0.9492998551424432, 'waiver': 0.988095238095238, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9877149877149877} 0.8951
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0.001 1.82 63000 0.0014 {'answer': 0.9979633401221996, 'arrest': 1.0, 'bench trial': 0.9696969696969697, 'bilateral': 0.9870503597122303, 'brief': 0.9930795847750865, 'case dismissed': 0.9742813918305598, 'case opened in error': 1.0, 'complaint': 0.9939024390243903, 'consent decree': 0.9705882352941176, 'consent decree resolution': 0.9652509652509653, 'consent judgment': 0.9444444444444444, 'default judgment resolution': 0.9728096676737159, 'dismiss with prejudice': 0.9912221471978392, 'dismiss without prejudice': 0.9943181818181818, 'dismissing motion': 0.9890909090909091, 'error': 0.9764065335753176, 'findings of fact': 0.9950248756218906, 'granting motion for summary judgment': 0.9793103448275862, 'granting motion to dismiss': 0.9729729729729729, 'indictment': 1.0, 'information': 0.9969418960244648, 'judgment': 0.989935956084172, 'jury trial': 0.9863760217983651, 'minute entry': 0.9996305873660879, 'motion': 0.9972299168975068, 'motion for default judgment': 0.997289972899729, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9801047120418849, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9696969696969697, 'motion for summary judgment': 0.9978768577494692, 'motion for time extension': 0.9976580796252927, 'motion to certify class': 1.0, 'motion to dismiss': 0.9723926380368098, 'motion to remand': 1.0, 'motion to seal': 0.9811320754716981, 'notice': 0.998133167392657, 'notice of appeal': 0.9972451790633609, 'notice of consent': 0.9634146341463414, 'notice of dismissal': 0.9907578558225508, 'notice of motion': 0.9793814432989691, 'notice of removal': 0.993963782696177, 'notice of settlement': 0.98567335243553, 'notice of voluntary dismissal': 0.9955555555555555, 'order': 0.9983717143521751, 'petition': 0.9936575052854123, 'petition for habeas corpus': 0.993421052631579, 'plea': 0.9859649122807017, 'plea agreement': 1.0, 'proposed': 0.9922239502332814, 'remand resolution': 0.9800569800569802, 'response': 0.9914040114613181, 'rule 68 resolution': 0.9655172413793104, 'sentence': 0.9906542056074767, 'settlement agreement': 0.9444444444444444, 'settlement reached': 0.9769938650306748, 'stipulation': 0.9977081741787625, 'stipulation for judgment': 0.9302325581395349, 'stipulation for settlement': 0.9090909090909091, 'stipulation of dismissal': 0.9960369881109643, 'summons': 0.9875222816399286, 'transfer': 0.9909909909909909, 'transferred entry': 0.9845559845559846, 'trial': 0.9849246231155778, 'unopposed': 0.988235294117647, 'verdict': 0.9850746268656716, 'voluntary dismissal resolution': 0.9875930521091811, 'waiver': 0.996, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9927710843373494} 0.9853
0.0008 1.85 64000 0.0014 {'answer': 0.9979716024340771, 'arrest': 1.0, 'bench trial': 0.9180327868852458, 'bilateral': 0.9870596693026601, 'brief': 0.9930313588850175, 'case dismissed': 0.9728301886792452, 'case opened in error': 1.0, 'complaint': 0.9954476479514416, 'consent decree': 0.9781021897810219, 'consent decree resolution': 0.9644268774703557, 'consent judgment': 0.972972972972973, 'default judgment resolution': 0.9560117302052786, 'dismiss with prejudice': 0.993234100135318, 'dismiss without prejudice': 0.9924385633270322, 'dismissing motion': 0.9915356711003627, 'error': 0.972972972972973, 'findings of fact': 0.995049504950495, 'granting motion for summary judgment': 0.9896193771626298, 'granting motion to dismiss': 0.9572649572649573, 'indictment': 1.0, 'information': 0.9938650306748467, 'judgment': 0.9918552036199095, 'jury trial': 0.9834254143646408, 'minute entry': 0.9996305873660879, 'motion': 0.9976028028766366, 'motion for default judgment': 0.9945945945945946, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9886947584789312, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9393939393939394, 'motion for summary judgment': 0.9978768577494692, 'motion for time extension': 0.9826589595375723, 'motion to certify class': 1.0, 'motion to dismiss': 0.9723076923076924, 'motion to remand': 1.0, 'motion to seal': 0.9717868338557994, 'notice': 0.9975103734439834, 'notice of appeal': 0.994475138121547, 'notice of consent': 0.9843260188087773, 'notice of dismissal': 0.9925925925925927, 'notice of motion': 0.9895287958115183, 'notice of removal': 0.993963782696177, 'notice of settlement': 0.9883720930232557, 'notice of voluntary dismissal': 0.9933481152993349, 'order': 0.9979089219330856, 'petition': 0.9936575052854123, 'petition for habeas corpus': 0.9901639344262295, 'plea': 0.9886858137510879, 'plea agreement': 1.0, 'proposed': 0.9891135303265941, 'remand resolution': 0.9884393063583815, 'response': 0.9971126082771896, 'rule 68 resolution': 0.8607594936708861, 'sentence': 0.9937106918238994, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9728506787330317, 'stipulation': 0.993920972644377, 'stipulation for judgment': 0.9545454545454545, 'stipulation for settlement': 0.823529411764706, 'stipulation of dismissal': 0.9947368421052631, 'summons': 0.9893238434163701, 'transfer': 0.991111111111111, 'transferred entry': 0.9865125240847785, 'trial': 0.9820971867007673, 'unopposed': 0.9880478087649402, 'verdict': 0.9900497512437811, 'voluntary dismissal resolution': 0.9837837837837838, 'waiver': 0.9940119760479043, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9975669099756691} 0.9826
0.0004 1.87 65000 0.0014 {'answer': 0.9979633401221996, 'arrest': 1.0, 'bench trial': 0.9538461538461539, 'bilateral': 0.9863309352517986, 'brief': 0.993103448275862, 'case dismissed': 0.9739327540612013, 'case opened in error': 1.0, 'complaint': 0.9969604863221885, 'consent decree': 0.9640287769784173, 'consent decree resolution': 0.9725490196078432, 'consent judgment': 1.0, 'default judgment resolution': 0.9567723342939481, 'dismiss with prejudice': 0.9912339851652057, 'dismiss without prejudice': 0.9914691943127962, 'dismissing motion': 0.991494532199271, 'error': 0.9759704251386322, 'findings of fact': 0.995049504950495, 'granting motion for summary judgment': 0.9825783972125435, 'granting motion to dismiss': 0.9775051124744376, 'indictment': 1.0, 'information': 0.9938650306748467, 'judgment': 0.9936421435059036, 'jury trial': 0.9863760217983651, 'minute entry': 0.9996305873660879, 'motion': 0.9990790200773623, 'motion for default judgment': 0.9919137466307278, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9865005192107995, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9465648854961831, 'motion for summary judgment': 0.9957446808510638, 'motion for time extension': 0.9929906542056075, 'motion to certify class': 0.9655172413793104, 'motion to dismiss': 0.9829457364341085, 'motion to remand': 1.0, 'motion to seal': 0.975, 'notice': 0.9960638077480838, 'notice of appeal': 0.9888888888888888, 'notice of consent': 0.9751552795031055, 'notice of dismissal': 0.983177570093458, 'notice of motion': 0.9869451697127937, 'notice of removal': 0.9879032258064516, 'notice of settlement': 0.9795918367346939, 'notice of voluntary dismissal': 0.988962472406181, 'order': 0.9981369352585002, 'petition': 0.9936305732484078, 'petition for habeas corpus': 0.993421052631579, 'plea': 0.9868536371603857, 'plea agreement': 0.9969230769230769, 'proposed': 0.9845201238390093, 'remand resolution': 0.9743589743589745, 'response': 0.9971070395371263, 'rule 68 resolution': 0.9534883720930233, 'sentence': 0.9952904238618524, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.977743668457406, 'stipulation': 0.9969465648854962, 'stipulation for judgment': 0.9, 'stipulation for settlement': 0.9032258064516129, 'stipulation of dismissal': 0.9865951742627346, 'summons': 0.987783595113438, 'transfer': 0.9932885906040269, 'transferred entry': 0.9865125240847785, 'trial': 0.9924812030075187, 'unopposed': 0.9921568627450981, 'verdict': 0.9826302729528535, 'voluntary dismissal resolution': 0.9834420471650779, 'waiver': 0.99203187250996, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9951456310679612} 0.9844
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0.0006 1.96 68000 0.0013 {'answer': 0.9979716024340771, 'arrest': 1.0, 'bench trial': 0.9354838709677419, 'bilateral': 0.986409155937053, 'brief': 0.9912434325744308, 'case dismissed': 0.9748858447488584, 'case opened in error': 0.9600000000000001, 'complaint': 0.9984871406959154, 'consent decree': 0.9857142857142858, 'consent decree resolution': 0.9689922480620156, 'consent judgment': 1.0, 'default judgment resolution': 0.9707602339181287, 'dismiss with prejudice': 0.9905660377358491, 'dismiss without prejudice': 0.9943289224952742, 'dismissing motion': 0.9844311377245509, 'error': 0.97632058287796, 'findings of fact': 0.9975186104218362, 'granting motion for summary judgment': 0.9726027397260274, 'granting motion to dismiss': 0.9547325102880659, 'indictment': 1.0, 'information': 0.9969418960244648, 'judgment': 0.9936766034327009, 'jury trial': 0.989010989010989, 'minute entry': 0.999630314232902, 'motion': 0.9979760809567618, 'motion for default judgment': 1.0, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9917864476386037, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9777777777777777, 'motion for summary judgment': 0.9936575052854123, 'motion for time extension': 1.0, 'motion to certify class': 1.0, 'motion to dismiss': 0.9845201238390093, 'motion to remand': 1.0, 'motion to seal': 0.9806451612903226, 'notice': 0.9979235880398671, 'notice of appeal': 0.994475138121547, 'notice of consent': 0.9753086419753085, 'notice of dismissal': 0.9925650557620818, 'notice of motion': 0.984375, 'notice of removal': 0.9878542510121457, 'notice of settlement': 0.9855072463768114, 'notice of voluntary dismissal': 0.9933481152993349, 'order': 0.9983717143521751, 'petition': 0.9936305732484078, 'petition for habeas corpus': 0.9933774834437086, 'plea': 0.986990459670425, 'plea agreement': 1.0, 'proposed': 0.9937694704049845, 'remand resolution': 0.98567335243553, 'response': 0.9829867674858223, 'rule 68 resolution': 0.9534883720930233, 'sentence': 0.9921259842519686, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9737039819684448, 'stipulation': 0.9923195084485407, 'stipulation for judgment': 0.9523809523809523, 'stipulation for settlement': 0.9090909090909091, 'stipulation of dismissal': 0.9920212765957447, 'summons': 0.998236331569665, 'transfer': 0.9866666666666667, 'transferred entry': 0.9865125240847785, 'trial': 0.9899497487437187, 'unopposed': 0.9710982658959537, 'verdict': 0.9850746268656716, 'voluntary dismissal resolution': 0.9881070366699702, 'waiver': 0.9960159362549801, 'waiver of indictment': 0.9949238578680203, 'warrant': 0.9951456310679612} 0.9860
0.001 1.99 69000 0.0012 {'answer': 0.9979716024340771, 'arrest': 1.0, 'bench trial': 0.9846153846153847, 'bilateral': 0.9835831548893648, 'brief': 0.9930795847750865, 'case dismissed': 0.9778456837280366, 'case opened in error': 1.0, 'complaint': 1.0, 'consent decree': 0.9784172661870504, 'consent decree resolution': 0.9727626459143969, 'consent judgment': 1.0, 'default judgment resolution': 0.973134328358209, 'dismiss with prejudice': 0.9919028340080972, 'dismiss without prejudice': 0.9915333960489181, 'dismissing motion': 0.9927007299270074, 'error': 0.976491862567812, 'findings of fact': 0.9950248756218906, 'granting motion for summary judgment': 0.9662162162162162, 'granting motion to dismiss': 0.9728601252609603, 'indictment': 1.0, 'information': 0.9969418960244648, 'judgment': 0.9954669084315503, 'jury trial': 0.9834254143646408, 'minute entry': 0.999630314232902, 'motion': 0.9987087253274304, 'motion for default judgment': 1.0, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9917355371900827, 'motion for judgment as a matter of law': 0.9919999999999999, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9705882352941176, 'motion for summary judgment': 0.9957627118644068, 'motion for time extension': 0.9941520467836257, 'motion to certify class': 0.9655172413793104, 'motion to dismiss': 0.984472049689441, 'motion to remand': 1.0, 'motion to seal': 0.9687500000000001, 'notice': 0.9981300644088926, 'notice of appeal': 0.9888888888888888, 'notice of consent': 0.9714285714285714, 'notice of dismissal': 0.9888059701492538, 'notice of motion': 0.9921259842519685, 'notice of removal': 0.9919354838709677, 'notice of settlement': 0.9885714285714285, 'notice of voluntary dismissal': 0.9889135254988914, 'order': 0.998720186154741, 'petition': 0.9936305732484078, 'petition for habeas corpus': 0.9966996699669968, 'plea': 0.9878682842287695, 'plea agreement': 1.0, 'proposed': 0.9953051643192489, 'remand resolution': 0.9717514124293786, 'response': 0.992337164750958, 'rule 68 resolution': 0.967032967032967, 'sentence': 0.9921259842519686, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9757942511346445, 'stipulation': 0.9969418960244648, 'stipulation for judgment': 0.9767441860465117, 'stipulation for settlement': 0.8823529411764706, 'stipulation of dismissal': 0.9879518072289156, 'summons': 0.9982425307557118, 'transfer': 0.9910714285714286, 'transferred entry': 0.9865125240847785, 'trial': 0.9924433249370276, 'unopposed': 0.9844357976653696, 'verdict': 0.9899497487437187, 'voluntary dismissal resolution': 0.9870775347912525, 'waiver': 0.9960159362549801, 'waiver of indictment': 1.0, 'warrant': 0.9975786924939467} 0.9872
0.0013 2.02 70000 0.0013 {'answer': 0.9979716024340771, 'arrest': 1.0, 'bench trial': 0.9846153846153847, 'bilateral': 0.9865056818181819, 'brief': 0.9948186528497409, 'case dismissed': 0.9725254045916448, 'case opened in error': 0.9600000000000001, 'complaint': 0.9984871406959154, 'consent decree': 0.9784172661870504, 'consent decree resolution': 0.9767441860465117, 'consent judgment': 1.0, 'default judgment resolution': 0.9698795180722892, 'dismiss with prejudice': 0.9919028340080972, 'dismiss without prejudice': 0.992467043314501, 'dismissing motion': 0.9879518072289156, 'error': 0.9686924493554329, 'findings of fact': 0.9950248756218906, 'granting motion for summary judgment': 0.9694915254237289, 'granting motion to dismiss': 0.9793388429752067, 'indictment': 1.0, 'information': 0.9969418960244648, 'judgment': 0.9936536718041705, 'jury trial': 0.9806094182825486, 'minute entry': 0.9992609016999261, 'motion': 0.99852452969384, 'motion for default judgment': 0.997289972899729, 'motion for habeas corpus': 0.9642857142857143, 'motion for judgment': 0.9896907216494846, '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': 0.9894736842105264, 'motion for time extension': 0.9976635514018691, 'motion to certify class': 1.0, 'motion to dismiss': 0.9797822706065319, 'motion to remand': 1.0, 'motion to seal': 0.9689440993788819, 'notice': 0.997920133111481, 'notice of appeal': 0.9041916167664672, 'notice of consent': 0.9843260188087773, 'notice of dismissal': 0.9850187265917603, 'notice of motion': 0.9895287958115183, 'notice of removal': 0.9919678714859438, 'notice of settlement': 0.9883720930232557, 'notice of voluntary dismissal': 0.9933184855233852, 'order': 0.9983701979045402, 'petition': 0.9894736842105264, 'petition for habeas corpus': 0.9901639344262295, 'plea': 0.9888220120378333, 'plea agreement': 1.0, 'proposed': 0.9952904238618524, 'remand resolution': 0.9529085872576176, 'response': 0.9933014354066986, 'rule 68 resolution': 0.9772727272727273, 'sentence': 0.9936908517350158, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9767092411720512, 'stipulation': 0.9961802902979374, 'stipulation for judgment': 0.9523809523809523, 'stipulation for settlement': 0.9090909090909091, 'stipulation of dismissal': 0.9946808510638299, 'summons': 0.998236331569665, 'transfer': 0.9889135254988914, 'transferred entry': 0.9845559845559846, 'trial': 0.9848484848484849, 'unopposed': 0.990138067061144, 'verdict': 0.9851485148514851, 'voluntary dismissal resolution': 0.9876421156697973, 'waiver': 0.9960159362549801, 'waiver of indictment': 1.0, 'warrant': 0.9951456310679612} 0.9855
0.0014 2.05 71000 0.0012 {'answer': 0.9979716024340771, 'arrest': 1.0, 'bench trial': 0.9523809523809523, 'bilateral': 0.9899856938483549, 'brief': 0.9930555555555556, 'case dismissed': 0.974025974025974, 'case opened in error': 1.0, 'complaint': 1.0, 'consent decree': 0.9855072463768116, 'consent decree resolution': 0.9687500000000001, 'consent judgment': 0.972972972972973, 'default judgment resolution': 0.978978978978979, 'dismiss with prejudice': 0.9919028340080972, 'dismiss without prejudice': 0.9906015037593984, 'dismissing motion': 0.9902676399026764, 'error': 0.976491862567812, 'findings of fact': 0.9950248756218906, 'granting motion for summary judgment': 0.9825783972125435, 'granting motion to dismiss': 0.9773195876288661, 'indictment': 1.0, 'information': 0.9969418960244648, 'judgment': 0.9945454545454545, 'jury trial': 0.989010989010989, 'minute entry': 0.9996305873660879, 'motion': 0.9985256173977147, 'motion for default judgment': 0.997289972899729, 'motion for habeas corpus': 0.9642857142857143, 'motion for judgment': 0.9906542056074766, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.962406015037594, 'motion for summary judgment': 0.9957627118644068, 'motion for time extension': 0.9941245593419507, 'motion to certify class': 1.0, 'motion to dismiss': 0.9828926905132193, 'motion to remand': 1.0, 'motion to seal': 0.977491961414791, 'notice': 0.997507270461155, 'notice of appeal': 0.9917355371900827, 'notice of consent': 0.9721362229102167, 'notice of dismissal': 0.9944547134935305, 'notice of motion': 0.9921671018276764, 'notice of removal': 0.9840637450199203, 'notice of settlement': 0.9885057471264367, 'notice of voluntary dismissal': 0.9911504424778761, 'order': 0.9979040521658128, 'petition': 0.9894291754756871, 'petition for habeas corpus': 0.993421052631579, 'plea': 0.985178727114211, 'plea agreement': 0.9937888198757764, 'proposed': 0.9921752738654148, 'remand resolution': 0.9745042492917847, 'response': 0.9904397705544934, 'rule 68 resolution': 0.9655172413793104, 'sentence': 0.9921507064364207, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9747513389441469, 'stipulation': 0.9969418960244648, 'stipulation for judgment': 0.9545454545454545, 'stipulation for settlement': 0.875, 'stipulation of dismissal': 0.9960264900662251, 'summons': 1.0, 'transfer': 0.9888641425389756, 'transferred entry': 0.9845559845559846, 'trial': 0.9924050632911392, 'unopposed': 0.9901768172888017, 'verdict': 0.9801980198019802, 'voluntary dismissal resolution': 0.9860696517412936, 'waiver': 0.9960159362549801, 'waiver of indictment': 1.0, 'warrant': 0.9951456310679612} 0.9864
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0.0 4.93 171000 0.0009 {'answer': 1.0, 'arrest': 1.0, 'bench trial': 0.96875, 'bilateral': 0.9921259842519685, 'brief': 0.9930795847750865, 'case dismissed': 0.9858940144872284, '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': 0.9924385633270322, 'dismissing motion': 0.9963724304715841, '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': 0.994535519125683, 'minute entry': 1.0, 'motion': 0.9994474120464174, 'motion for default judgment': 1.0, 'motion for habeas corpus': 0.9824561403508771, 'motion for judgment': 0.9958847736625515, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9927007299270074, 'motion for summary judgment': 0.9978768577494692, 'motion for time extension': 0.9929906542056075, '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': 0.9843260188087773, 'notice of dismissal': 0.992619926199262, 'notice of motion': 0.9895287958115183, 'notice of removal': 0.9919678714859438, 'notice of settlement': 0.9942196531791907, 'notice of voluntary dismissal': 0.9955947136563876, 'order': 0.998720483889729, 'petition': 0.9978768577494692, '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': 0.9833333333333334, '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': 0.9847715736040609, 'unopposed': 0.994106090373281, 'verdict': 0.99, 'voluntary dismissal resolution': 0.9910714285714286, 'waiver': 0.998003992015968, 'waiver of indictment': 1.0, 'warrant': 1.0} 0.9903
0.0 4.96 172000 0.0009 {'answer': 1.0, 'arrest': 1.0, 'bench trial': 0.96875, 'bilateral': 0.9921259842519685, 'brief': 0.9930795847750865, 'case dismissed': 0.9862700228832952, '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': 0.9952606635071091, 'dismiss without prejudice': 0.9924385633270322, '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': 0.9958847736625515, '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': 0.9929906542056075, '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': 0.9895287958115183, 'notice of removal': 0.9919678714859438, 'notice of settlement': 0.9942196531791907, 'notice of voluntary dismissal': 0.9955947136563876, 'order': 0.9988366682177757, 'petition': 0.9957627118644067, 'petition for habeas corpus': 1.0, 'plea': 0.9895470383275262, 'plea agreement': 1.0, 'proposed': 0.99375, 'remand resolution': 0.9827586206896551, 'response': 0.9961538461538462, 'rule 68 resolution': 0.9655172413793104, 'sentence': 0.9968652037617556, 'settlement agreement': 0.972972972972973, 'settlement reached': 0.9833333333333334, 'stipulation': 0.9984709480122325, 'stipulation for judgment': 0.9333333333333333, '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} 0.9899
0.0 4.99 173000 0.0009 {'answer': 1.0, 'arrest': 1.0, 'bench trial': 0.96875, 'bilateral': 0.9921259842519685, 'brief': 0.9930795847750865, 'case dismissed': 0.9870229007633587, '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': 0.9952606635071091, 'dismiss without prejudice': 0.9924385633270322, 'dismissing motion': 0.9951690821256038, 'error': 0.98348623853211, 'findings of fact': 1.0, 'granting motion for summary judgment': 0.9793103448275862, 'granting motion to dismiss': 0.9895615866388309, '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': 0.9958847736625515, 'motion for judgment as a matter of law': 1.0, 'motion for judgment on the pleadings': 1.0, 'motion for settlement': 0.9927007299270074, 'motion for summary judgment': 0.9978768577494692, 'motion for time extension': 0.9929906542056075, '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': 0.9895287958115183, 'notice of removal': 0.9919678714859438, 'notice of settlement': 0.9942196531791907, 'notice of voluntary dismissal': 0.9955947136563876, 'order': 0.9988366682177757, 'petition': 0.9957627118644067, 'petition for habeas corpus': 1.0, 'plea': 0.9895470383275262, 'plea agreement': 1.0, 'proposed': 0.99375, 'remand resolution': 0.9827586206896551, 'response': 0.9961538461538462, '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
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