Training complete 20240728

README.md

@@ -0,0 +1,86 @@
+---
+license: mit
+base_model: microsoft/deberta-v3-base
+tags:
+- multi-label text classification
+- generated_from_trainer
+metrics:
+- accuracy
+- f1
+- precision
+- recall
+model-index:
+- name: deberta_classifier
+  results: []
+---
+
+<!-- This model card has been generated automatically according to the information the Trainer had access to. You
+should probably proofread and complete it, then remove this comment. -->
+
+# deberta_classifier
+
+This model is a fine-tuned version of [microsoft/deberta-v3-base](https://huggingface.co/microsoft/deberta-v3-base) on an unknown dataset.
+It achieves the following results on the evaluation set:
+- Loss: 0.0183
+- Accuracy: 0.9955
+- F1: 0.6062
+- Precision: 0.8225
+- Recall: 0.4799
+
+## 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: 2e-05
+- train_batch_size: 8
+- eval_batch_size: 8
+- seed: 42
+- gradient_accumulation_steps: 2
+- total_train_batch_size: 16
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- lr_scheduler_warmup_steps: 500
+- num_epochs: 2
+
+### Training results
+
+| Training Loss | Epoch  | Step | Validation Loss | Accuracy | F1     | Precision | Recall |
+|:-------------:|:------:|:----:|:---------------:|:--------:|:------:|:---------:|:------:|
+| 0.6159        | 0.1169 | 100  | 0.5955          | 0.7621   | 0.0288 | 0.0148    | 0.4839 |
+| 0.3536        | 0.2338 | 200  | 0.3085          | 0.9753   | 0.1645 | 0.1091    | 0.3341 |
+| 0.1166        | 0.3507 | 300  | 0.0917          | 0.9931   | 0.4124 | 0.5429    | 0.3325 |
+| 0.0456        | 0.4676 | 400  | 0.0375          | 0.9931   | 0.4124 | 0.5429    | 0.3325 |
+| 0.0308        | 0.5845 | 500  | 0.0270          | 0.9931   | 0.4124 | 0.5429    | 0.3325 |
+| 0.0249        | 0.7013 | 600  | 0.0234          | 0.9942   | 0.4459 | 0.7407    | 0.3189 |
+| 0.0231        | 0.8182 | 700  | 0.0211          | 0.9953   | 0.5983 | 0.7970    | 0.4789 |
+| 0.0213        | 0.9351 | 800  | 0.0196          | 0.9953   | 0.5989 | 0.7998    | 0.4787 |
+| 0.0197        | 1.0520 | 900  | 0.0187          | 0.9954   | 0.6029 | 0.8168    | 0.4778 |
+| 0.0205        | 1.1689 | 1000 | 0.0183          | 0.9955   | 0.6062 | 0.8225    | 0.4799 |
+| 0.017         | 1.2858 | 1100 | 0.0175          | 0.9959   | 0.6610 | 0.8426    | 0.5437 |
+| 0.018         | 1.4027 | 1200 | 0.0170          | 0.9960   | 0.6653 | 0.8685    | 0.5392 |
+| 0.0177        | 1.5196 | 1300 | 0.0165          | 0.9961   | 0.6722 | 0.8732    | 0.5464 |
+| 0.0189        | 1.6365 | 1400 | 0.0162          | 0.9962   | 0.6752 | 0.8910    | 0.5435 |
+| 0.0179        | 1.7534 | 1500 | 0.0159          | 0.9964   | 0.6898 | 0.9151    | 0.5535 |
+| 0.0169        | 1.8703 | 1600 | 0.0158          | 0.9964   | 0.6928 | 0.9030    | 0.5620 |
+| 0.0172        | 1.9871 | 1700 | 0.0156          | 0.9964   | 0.6909 | 0.9130    | 0.5557 |
+
+
+### Framework versions
+
+- Transformers 4.42.4
+- Pytorch 2.3.1+cu121
+- Datasets 2.20.0
+- Tokenizers 0.19.1

added_tokens.json

@@ -0,0 +1,3 @@
+{
+  "[MASK]": 128000
+}

config.json

@@ -1,28 +1,471 @@
 {
-  "_name_or_path": "microsoft/deberta-base",
+  "_name_or_path": "microsoft/deberta-v3-base",
   "architectures": [
-    "DebertaForSequenceClassification"
+    "DebertaV2ForSequenceClassification"
   ],
   "attention_probs_dropout_prob": 0.1,
   "hidden_act": "gelu",
   "hidden_dropout_prob": 0.1,
   "hidden_size": 768,
   "id2label": {
-    "0": 0,
-    "1": 1,
-    "2": 2
+    "0": "Appellate Review",
+    "1": "Application for Attorneys' or Professional Fees and Expenses",
+    "2": "Application for Bankruptcy Trustee Fees",
+    "3": "Application to Employ Attorney or Other Professional",
+    "4": "Application to Vacate Arbitration Award",
+    "5": "Bail or Custody Motion",
+    "6": "Certified Question",
+    "7": "Declinatory Exception of Improper Venue",
+    "8": "Declinatory Exception of Insufficiency of Service of Process",
+    "9": "Declinatory Exception of Lack of Personal Jurisdiction",
+    "10": "Declinatory Exception of Lack of Subject Matter Jurisdiction",
+    "11": "Declinatory Exception of Lis Pendens",
+    "12": "Dilatory Exception of Unauthorized Use of Summary Proceeding",
+    "13": "Joinder",
+    "14": "Jury Selection Challenge or Motion",
+    "15": "Juvenile Delinquency Proceeding",
+    "16": "Juvenile Wardship Petition",
+    "17": "Motion Authorizing and Approving Payment of Certain Prepetition Obligations",
+    "18": "Motion For Turnover",
+    "19": "Motion for Abandonment of Property",
+    "20": "Motion for Abatement",
+    "21": "Motion for Additional Discovery",
+    "22": "Motion for Additur",
+    "23": "Motion for Adequate Protection",
+    "24": "Motion for Appeal Bond",
+    "25": "Motion for Appointment of Guardian ad Litem",
+    "26": "Motion for Appointment of an Expert",
+    "27": "Motion for Approval of Consent Judgment",
+    "28": "Motion for Attorney's Fees",
+    "29": "Motion for Bond",
+    "30": "Motion for Claim Construction",
+    "31": "Motion for Collateral Estoppel",
+    "32": "Motion for Competency or Mental Health Evaluation",
+    "33": "Motion for Contempt",
+    "34": "Motion for Contempt Sanctions",
+    "35": "Motion for Contempt for Violating Discharge Injunction or Order",
+    "36": "Motion for Continuance",
+    "37": "Motion for Costs",
+    "38": "Motion for Default Judgment/Order of Default",
+    "39": "Motion for Demurrer",
+    "40": "Motion for Disbursement or Release of Funds",
+    "41": "Motion for Discovery Sanctions",
+    "42": "Motion for Entry of Discharge",
+    "43": "Motion for Equitable Tolling",
+    "44": "Motion for Evidentiary Hearing",
+    "45": "Motion for Examination of Entity or Debtor",
+    "46": "Motion for Extension of Time",
+    "47": "Motion for Genetic Testing",
+    "48": "Motion for In Camera Review",
+    "49": "Motion for Independent Medical Examination (IME)",
+    "50": "Motion for Involuntary Dismissal",
+    "51": "Motion for Joint Custody",
+    "52": "Motion for Judgment as a Matter of Law (JMOL)/Directed Verdict",
+    "53": "Motion for Judgment on Administrative Record",
+    "54": "Motion for Judgment on Partial Findings",
+    "55": "Motion for Leave to File Late or Untimely Notice of Appeal",
+    "56": "Motion for Leave to File under Seal",
+    "57": "Motion for Maritime Attachment and Garnishment",
+    "58": "Motion for New Trial",
+    "59": "Motion for Non-Suit",
+    "60": "Motion for Permanent Injunction",
+    "61": "Motion for Physical or Mental Examination",
+    "62": "Motion for Post-Judgment Interest",
+    "63": "Motion for Prejudgment Interest",
+    "64": "Motion for Preliminary Injunction",
+    "65": "Motion for Primary Custody",
+    "66": "Motion for Protective Order",
+    "67": "Motion for Qualified Domestic Relations Order (QDRO)",
+    "68": "Motion for Recognition as Foreign Main or Nonmain Proceedings",
+    "69": "Motion for Reconsideration",
+    "70": "Motion for Rehearing",
+    "71": "Motion for Relief from Order or Judgment",
+    "72": "Motion for Relief from the Automatic Stay",
+    "73": "Motion for Remittitur",
+    "74": "Motion for Restitution",
+    "75": "Motion for Restraining or Protection Order",
+    "76": "Motion for Sanctions (Discovery)",
+    "77": "Motion for Separate Trials",
+    "78": "Motion for Subpoena",
+    "79": "Motion for Substitution of Party",
+    "80": "Motion for Witness List or Production of Witnesses",
+    "81": "Motion in Limine",
+    "82": "Motion to Abstain or for Abstention",
+    "83": "Motion to Admonish Jury",
+    "84": "Motion to Allow Late Filing of Proof of Claim",
+    "85": "Motion to Amend",
+    "86": "Motion to Amend Findings",
+    "87": "Motion to Amend Pleading (Other than Complaint or Petition)",
+    "88": "Motion to Amend Scheduling Order",
+    "89": "Motion to Appoint Chapter 11 Trustee or Examiner",
+    "90": "Motion to Appoint Guardian ad Litem",
+    "91": "Motion to Appoint Substitute Custodian of Vessel",
+    "92": "Motion to Approve Disclosure Statement",
+    "93": "Motion to Assume Executory Contract or Unexpired Lease",
+    "94": "Motion to Avoid Lien on Exemption Impairment Grounds",
+    "95": "Motion to Bifurcate or Sever",
+    "96": "Motion to Certify Collective Action",
+    "97": "Motion to Compel Abandonment",
+    "98": "Motion to Compel Arbitration",
+    "99": "Motion to Conditionally Certify Collective Action",
+    "100": "Motion to Confirm Plan",
+    "101": "Motion to Confirm that Stay Does Not Apply",
+    "102": "Motion to Consolidate",
+    "103": "Motion to Consolidate or for Joint Administration of Bankruptcy Cases",
+    "104": "Motion to Convert or Dismiss Case",
+    "105": "Motion to Correct Order or Judgment",
+    "106": "Motion to Decertify Class",
+    "107": "Motion to Decertify Collective Action",
+    "108": "Motion to Deny Class Certification",
+    "109": "Motion to Determine Tax Liability",
+    "110": "Motion to Dismiss",
+    "111": "Motion to Dismiss for Lack of Jurisdiction",
+    "112": "Motion to Dismiss for Lack of Personal Jurisdiction",
+    "113": "Motion to Dismiss for Lack of Standing",
+    "114": "Motion to Dismiss for Lack of Subject Matter Jurisdiction",
+    "115": "Motion to Disqualify Counsel",
+    "116": "Motion to Dissolve Temporary Restraining Order (TRO)",
+    "117": "Motion to Distribute",
+    "118": "Motion to Enforce",
+    "119": "Motion to Enforce Alimony/Maintenance",
+    "120": "Motion to Enforce Arbitration Award",
+    "121": "Motion to Enforce Automatic Stay",
+    "122": "Motion to Enforce Child Custody Decree",
+    "123": "Motion to Enforce Confirmation Order",
+    "124": "Motion to Enforce Discharge Injunction",
+    "125": "Motion to Enforce Separation Agreement",
+    "126": "Motion to Enforce Visitation or Parenting Time",
+    "127": "Motion to Exclude Expert Report or Testimony",
+    "128": "Motion to Expand the Record",
+    "129": "Motion to Expedite",
+    "130": "Motion to Extend Claims Bar Date",
+    "131": "Motion to Extend Time for Discovery",
+    "132": "Motion to Increase/Reduce Security",
+    "133": "Motion to Limit Discovery",
+    "134": "Motion to Modify Joint Legal Custody",
+    "135": "Motion to Modify Plan",
+    "136": "Motion to Modify Primary Custody",
+    "137": "Motion to Modify Property Division Portions of Divorce or Dissolution Decree",
+    "138": "Motion to Modify Visitation Rights or Parenting Time",
+    "139": "Motion to Modify or Correct Arbitration Award",
+    "140": "Motion to Modify or Terminate Alimony/Maintenance",
+    "141": "Motion to Obtain Credit, Postpetition Financing, or Incur Debt",
+    "142": "Motion to Post Bond",
+    "143": "Motion to Quash or Vacate Custody Order",
+    "144": "Motion to Quash or Vacate a Subpoena",
+    "145": "Motion to Quiet Title",
+    "146": "Motion to Reargue",
+    "147": "Motion to Reinstate Visitation or Parenting Time",
+    "148": "Motion to Remove a Non-Suit",
+    "149": "Motion to Renew",
+    "150": "Motion to Reopen Bankruptcy Case",
+    "151": "Motion to Reverse and Remand",
+    "152": "Motion to Sell Property Free and Clear of Interests",
+    "153": "Motion to Serve Additional Discovery Requests",
+    "154": "Motion to Set Aside Default Judgment",
+    "155": "Motion to Set Aside or Vacate",
+    "156": "Motion to Set Aside or Vacate Dismissal",
+    "157": "Motion to Set Aside or Vacate Protective Order",
+    "158": "Motion to Set Aside, Alter, or Modify a Decree",
+    "159": "Motion to Stay Enforcement of Judgment",
+    "160": "Motion to Stay Proceedings",
+    "161": "Motion to Strike Affirmative Defenses",
+    "162": "Motion to Strike All or Part of a Pleading",
+    "163": "Motion to Strike Expert Testimony",
+    "164": "Motion to Strike Testimony",
+    "165": "Motion to Supplement the Record",
+    "166": "Motion to Surcharge Collateral",
+    "167": "Motion to Tax Costs",
+    "168": "Motion to Terminate Child Support Payment",
+    "169": "Motion to Terminate Guardianship",
+    "170": "Motion to Transfer Guardianship",
+    "171": "Motion to Transfer Venue Pursuant to Forum Selection Clause",
+    "172": "Motion to Transfer or Change Venue",
+    "173": "Motion to Unseal Records",
+    "174": "Motion to Use Cash Collateral",
+    "175": "Motion to Use, Sell, or Lease Property Outside the Ordinary Course of Business",
+    "176": "Motion to Vacate Arbitration Award",
+    "177": "Motion to Vacate Attachment",
+    "178": "Motion to Vacate Order or Judgment",
+    "179": "Motion to Vacate Stay of State Action in Limitation of Liability Proceeding",
+    "180": "Motion to Vacate Summary Judgment",
+    "181": "Motion to Vacate Wardship",
+    "182": "Motion to Vacate or Set Aside Discharge",
+    "183": "Motion to Withdraw Reference",
+    "184": "Motion to Withdraw an Admission",
+    "185": "Objection to  Claimed Exemptions",
+    "186": "Objection to Administrative Expense Claim",
+    "187": "Objection to Confirmation of Plan",
+    "188": "Objection to Disclosure Statement",
+    "189": "Objection to Proof of Claim",
+    "190": "On Appeal",
+    "191": "Peremptory Exception of Abandonment",
+    "192": "Peremptory Exception of No Right of Action or No Interest in the Plaintiff to Institute the Suit",
+    "193": "Peremptory Exception of Nonjoinder of a Party",
+    "194": "Peremptory Exception of Peremption",
+    "195": "Peremptory Exception of Res Judicata",
+    "196": "Petition for Adoption",
+    "197": "Petition for Contempt for Failure to Pay Child Support",
+    "198": "Petition for Custody",
+    "199": "Petition for Divorce or Dissolution",
+    "200": "Petition for Emergency or Immediate Custody",
+    "201": "Petition for Increased or Additional Visitation or Parenting Time",
+    "202": "Petition for Legal Separation",
+    "203": "Petition for Rehearing En Banc",
+    "204": "Petition for Removal",
+    "205": "Petition for Return of Child Under the Hague Convention",
+    "206": "Petition for Sale of Marital Property",
+    "207": "Petition for Special Action",
+    "208": "Petition for Visitation Rights or Parenting Time",
+    "209": "Petition to Enforce Child Support",
+    "210": "Petition to Prevent Relocation",
+    "211": "Petition to Reduce Visitation Rights or Parenting Time",
+    "212": "Petition to Set Child Support",
+    "213": "Petition to Suspend Visitation or Parenting Time",
+    "214": "Petition to Terminate Parental Rights",
+    "215": "Post-Trial Hearing Motion",
+    "216": "Request for Award of Permanent Alimony/Maintenance",
+    "217": "Request for Entry of Default",
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+    "219": "Review of Administrative Decision",
+    "220": "Sentencing or Penalty Phase Motion or Objection",
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+    "Application for Bankruptcy Trustee Fees": 2,
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+    "Application to Vacate Arbitration Award": 4,
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+    "Certified Question": 6,
+    "Declinatory Exception of Improper Venue": 7,
+    "Declinatory Exception of Insufficiency of Service of Process": 8,
+    "Declinatory Exception of Lack of Personal Jurisdiction": 9,
+    "Declinatory Exception of Lack of Subject Matter Jurisdiction": 10,
+    "Declinatory Exception of Lis Pendens": 11,
+    "Dilatory Exception of Unauthorized Use of Summary Proceeding": 12,
+    "Joinder": 13,
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+    "Juvenile Delinquency Proceeding": 15,
+    "Juvenile Wardship Petition": 16,
+    "Motion Authorizing and Approving Payment of Certain Prepetition Obligations": 17,
+    "Motion For Turnover": 18,
+    "Motion for Abandonment of Property": 19,
+    "Motion for Abatement": 20,
+    "Motion for Additional Discovery": 21,
+    "Motion for Additur": 22,
+    "Motion for Adequate Protection": 23,
+    "Motion for Appeal Bond": 24,
+    "Motion for Appointment of Guardian ad Litem": 25,
+    "Motion for Appointment of an Expert": 26,
+    "Motion for Approval of Consent Judgment": 27,
+    "Motion for Attorney's Fees": 28,
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+    "Motion for Claim Construction": 30,
+    "Motion for Collateral Estoppel": 31,
+    "Motion for Competency or Mental Health Evaluation": 32,
+    "Motion for Contempt": 33,
+    "Motion for Contempt Sanctions": 34,
+    "Motion for Contempt for Violating Discharge Injunction or Order": 35,
+    "Motion for Continuance": 36,
+    "Motion for Costs": 37,
+    "Motion for Default Judgment/Order of Default": 38,
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+    "Motion for Entry of Discharge": 42,
+    "Motion for Equitable Tolling": 43,
+    "Motion for Evidentiary Hearing": 44,
+    "Motion for Examination of Entity or Debtor": 45,
+    "Motion for Extension of Time": 46,
+    "Motion for Genetic Testing": 47,
+    "Motion for In Camera Review": 48,
+    "Motion for Independent Medical Examination (IME)": 49,
+    "Motion for Involuntary Dismissal": 50,
+    "Motion for Joint Custody": 51,
+    "Motion for Judgment as a Matter of Law (JMOL)/Directed Verdict": 52,
+    "Motion for Judgment on Administrative Record": 53,
+    "Motion for Judgment on Partial Findings": 54,
+    "Motion for Leave to File Late or Untimely Notice of Appeal": 55,
+    "Motion for Leave to File under Seal": 56,
+    "Motion for Maritime Attachment and Garnishment": 57,
+    "Motion for New Trial": 58,
+    "Motion for Non-Suit": 59,
+    "Motion for Permanent Injunction": 60,
+    "Motion for Physical or Mental Examination": 61,
+    "Motion for Post-Judgment Interest": 62,
+    "Motion for Prejudgment Interest": 63,
+    "Motion for Preliminary Injunction": 64,
+    "Motion for Primary Custody": 65,
+    "Motion for Protective Order": 66,
+    "Motion for Qualified Domestic Relations Order (QDRO)": 67,
+    "Motion for Recognition as Foreign Main or Nonmain Proceedings": 68,
+    "Motion for Reconsideration": 69,
+    "Motion for Rehearing": 70,
+    "Motion for Relief from Order or Judgment": 71,
+    "Motion for Relief from the Automatic Stay": 72,
+    "Motion for Remittitur": 73,
+    "Motion for Restitution": 74,
+    "Motion for Restraining or Protection Order": 75,
+    "Motion for Sanctions (Discovery)": 76,
+    "Motion for Separate Trials": 77,
+    "Motion for Subpoena": 78,
+    "Motion for Substitution of Party": 79,
+    "Motion for Witness List or Production of Witnesses": 80,
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+    "Motion to Admonish Jury": 83,
+    "Motion to Allow Late Filing of Proof of Claim": 84,
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+    "Motion to Appoint Guardian ad Litem": 90,
+    "Motion to Appoint Substitute Custodian of Vessel": 91,
+    "Motion to Approve Disclosure Statement": 92,
+    "Motion to Assume Executory Contract or Unexpired Lease": 93,
+    "Motion to Avoid Lien on Exemption Impairment Grounds": 94,
+    "Motion to Bifurcate or Sever": 95,
+    "Motion to Certify Collective Action": 96,
+    "Motion to Compel Abandonment": 97,
+    "Motion to Compel Arbitration": 98,
+    "Motion to Conditionally Certify Collective Action": 99,
+    "Motion to Confirm Plan": 100,
+    "Motion to Confirm that Stay Does Not Apply": 101,
+    "Motion to Consolidate": 102,
+    "Motion to Consolidate or for Joint Administration of Bankruptcy Cases": 103,
+    "Motion to Convert or Dismiss Case": 104,
+    "Motion to Correct Order or Judgment": 105,
+    "Motion to Decertify Class": 106,
+    "Motion to Decertify Collective Action": 107,
+    "Motion to Deny Class Certification": 108,
+    "Motion to Determine Tax Liability": 109,
+    "Motion to Dismiss": 110,
+    "Motion to Dismiss for Lack of Jurisdiction": 111,
+    "Motion to Dismiss for Lack of Personal Jurisdiction": 112,
+    "Motion to Dismiss for Lack of Standing": 113,
+    "Motion to Dismiss for Lack of Subject Matter Jurisdiction": 114,
+    "Motion to Disqualify Counsel": 115,
+    "Motion to Dissolve Temporary Restraining Order (TRO)": 116,
+    "Motion to Distribute": 117,
+    "Motion to Enforce": 118,
+    "Motion to Enforce Alimony/Maintenance": 119,
+    "Motion to Enforce Arbitration Award": 120,
+    "Motion to Enforce Automatic Stay": 121,
+    "Motion to Enforce Child Custody Decree": 122,
+    "Motion to Enforce Confirmation Order": 123,
+    "Motion to Enforce Discharge Injunction": 124,
+    "Motion to Enforce Separation Agreement": 125,
+    "Motion to Enforce Visitation or Parenting Time": 126,
+    "Motion to Exclude Expert Report or Testimony": 127,
+    "Motion to Expand the Record": 128,
+    "Motion to Expedite": 129,
+    "Motion to Extend Claims Bar Date": 130,
+    "Motion to Extend Time for Discovery": 131,
+    "Motion to Increase/Reduce Security": 132,
+    "Motion to Limit Discovery": 133,
+    "Motion to Modify Joint Legal Custody": 134,
+    "Motion to Modify Plan": 135,
+    "Motion to Modify Primary Custody": 136,
+    "Motion to Modify Property Division Portions of Divorce or Dissolution Decree": 137,
+    "Motion to Modify Visitation Rights or Parenting Time": 138,
+    "Motion to Modify or Correct Arbitration Award": 139,
+    "Motion to Modify or Terminate Alimony/Maintenance": 140,
+    "Motion to Obtain Credit, Postpetition Financing, or Incur Debt": 141,
+    "Motion to Post Bond": 142,
+    "Motion to Quash or Vacate Custody Order": 143,
+    "Motion to Quash or Vacate a Subpoena": 144,
+    "Motion to Quiet Title": 145,
+    "Motion to Reargue": 146,
+    "Motion to Reinstate Visitation or Parenting Time": 147,
+    "Motion to Remove a Non-Suit": 148,
+    "Motion to Renew": 149,
+    "Motion to Reopen Bankruptcy Case": 150,
+    "Motion to Reverse and Remand": 151,
+    "Motion to Sell Property Free and Clear of Interests": 152,
+    "Motion to Serve Additional Discovery Requests": 153,
+    "Motion to Set Aside Default Judgment": 154,
+    "Motion to Set Aside or Vacate": 155,
+    "Motion to Set Aside or Vacate Dismissal": 156,
+    "Motion to Set Aside or Vacate Protective Order": 157,
+    "Motion to Set Aside, Alter, or Modify a Decree": 158,
+    "Motion to Stay Enforcement of Judgment": 159,
+    "Motion to Stay Proceedings": 160,
+    "Motion to Strike Affirmative Defenses": 161,
+    "Motion to Strike All or Part of a Pleading": 162,
+    "Motion to Strike Expert Testimony": 163,
+    "Motion to Strike Testimony": 164,
+    "Motion to Supplement the Record": 165,
+    "Motion to Surcharge Collateral": 166,
+    "Motion to Tax Costs": 167,
+    "Motion to Terminate Child Support Payment": 168,
+    "Motion to Terminate Guardianship": 169,
+    "Motion to Transfer Guardianship": 170,
+    "Motion to Transfer Venue Pursuant to Forum Selection Clause": 171,
+    "Motion to Transfer or Change Venue": 172,
+    "Motion to Unseal Records": 173,
+    "Motion to Use Cash Collateral": 174,
+    "Motion to Use, Sell, or Lease Property Outside the Ordinary Course of Business": 175,
+    "Motion to Vacate Arbitration Award": 176,
+    "Motion to Vacate Attachment": 177,
+    "Motion to Vacate Order or Judgment": 178,
+    "Motion to Vacate Stay of State Action in Limitation of Liability Proceeding": 179,
+    "Motion to Vacate Summary Judgment": 180,
+    "Motion to Vacate Wardship": 181,
+    "Motion to Vacate or Set Aside Discharge": 182,
+    "Motion to Withdraw Reference": 183,
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+    "Petition for Legal Separation": 202,
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+    "Petition for Return of Child Under the Hague Convention": 205,
+    "Petition for Sale of Marital Property": 206,
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+    "Petition to Reduce Visitation Rights or Parenting Time": 211,
+    "Petition to Set Child Support": 212,
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   "position_biased_input": false,
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+  "problem_type": "multi_label_classification",
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special_tokens_map.json

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