End of training

README.md

@@ -0,0 +1,61 @@
+---
+license: apache-2.0
+base_model: bert-base-uncased
+tags:
+- generated_from_trainer
+metrics:
+- accuracy
+model-index:
+- name: legalbench_answer_classification
+  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. -->
+
+# legalbench_answer_classification
+
+This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on the None dataset.
+It achieves the following results on the evaluation set:
+- Loss: 1.2722
+- Accuracy: 0.5097
+
+## 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: 32
+- eval_batch_size: 32
+- seed: 42
+- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
+- lr_scheduler_type: linear
+- num_epochs: 2
+
+### Training results
+
+| Training Loss | Epoch | Step | Validation Loss | Accuracy |
+|:-------------:|:-----:|:----:|:---------------:|:--------:|
+| No log        | 1.0   | 245  | 1.4273          | 0.5087   |
+| No log        | 2.0   | 490  | 1.2722          | 0.5097   |
+
+
+### Framework versions
+
+- Transformers 4.37.0
+- Pytorch 2.1.2
+- Datasets 2.1.0
+- Tokenizers 0.15.1

config.json

@@ -0,0 +1,645 @@
+{
+  "_name_or_path": "bert-base-uncased",
+  "architectures": [
+    "BertForSequenceClassification"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "classifier_dropout": null,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "\"arm's length transacation\" ",
+    "1": "$116066",
+    "2": "$118227",
+    "3": "$12036",
+    "4": "$14473",
+    "5": "$17783",
+    "6": "$178147",
+    "7": "$1844",
+    "8": "$187552",
+    "9": "$206073",
+    "10": "$206332",
+    "11": "$207772",
+    "12": "$243097",
+    "13": "$25055",
+    "14": "$26549",
+    "15": "$26567",
+    "16": "$3274",
+    "17": "$33068",
+    "18": "$34233",
+    "19": "$344848",
+    "20": "$4073",
+    "21": "$4331",
+    "22": "$4509",
+    "23": "$4525",
+    "24": "$45946",
+    "25": "$46734",
+    "26": "$4938",
+    "27": "$55528",
+    "28": "$63345",
+    "29": "$6449",
+    "30": "$6812",
+    "31": "$72344",
+    "32": "$7595",
+    "33": "$7611",
+    "34": "$82819",
+    "35": "$8312",
+    "36": "$96641",
+    "37": "$986",
+    "38": "0",
+    "39": "1",
+    "40": "2",
+    "41": "3",
+    "42": "4",
+    "43": "A",
+    "44": "Alan S Armstrong,Donald R Chappel",
+    "45": "Alder BioPharmaceuticals, Inc.",
+    "46": "Allergan plc f/k/a Actavis plc",
+    "47": "Alvarado v. Tex. Rangers",
+    "48": "Am. Auto. Ins. Co. v. Murray",
+    "49": "Amidax Trading Grp. v. S.W.I.F.T. 10 SCRL",
+    "50": "Amneal Pharmaceuticals, Inc.",
+    "51": "Analysis",
+    "52": "Anand Gopalan,Andrew Hamer",
+    "53": "Arbitration",
+    "54": "At Home Group Inc.",
+    "55": "Award",
+    "56": "B",
+    "57": "Background",
+    "58": "Bank Mutual Corporation",
+    "59": "Barnes & Noble, Inc.",
+    "60": "Basic Inc. v. Levinson,",
+    "61": "Bell v. Hood",
+    "62": "Bharadwaj v. Mid Dakota Clinic",
+    "63": "Boingo Wireless, Inc.",
+    "64": "C",
+    "65": "Charles A Alutto,Dan Ginnetti,Brent Arnold,Frank ten Brink,Richard Kogler,Mark C Miller,Jack W Schuler,Lynn Dorsey Bleil,Thomas D Brown,Thomas F Chen,Rodney F Dammeyer,William K Hall,Mike S Zafirovski,John Patience",
+    "66": "Chegg, Inc.",
+    "67": "Choice of law",
+    "68": "Christopher S Ripley,Lucy A Rutishauser",
+    "69": "Claim",
+    "70": "Clarification",
+    "71": "Claude R Canizares,Thomas A Corcoran,Ann E Dunwoody,Lewis Kramer,Christopher E Kubasik,Rita S Lane,Robert Millard,Lloyd W Newton,Vincent Pagano Jr.,H Hugh Shelton",
+    "72": "Clinton v. City of New York,",
+    "73": "Common Law",
+    "74": "Communicate",
+    "75": "Conclusion",
+    "76": "Content removal",
+    "77": "Contract by using",
+    "78": "Contradiction",
+    "79": "Cooper Tire & Rubber Company",
+    "80": "Core-Mark Holding Company, Inc.",
+    "81": "Correct",
+    "82": "Criticism",
+    "83": "Curtis Riley",
+    "84": "D",
+    "85": "Darren Jay Jensen,Mark R Jaggi",
+    "86": "David R Lord,Timothy P Boyle,Marc J Cramer,Paul Davis,Matthew E Gilbertson,Kevin R Kelly,Nickolas A Mills,Jacqueline S Woodward",
+    "87": "David W Thompson,Garrett E Pierce",
+    "88": "Decree",
+    "89": "Delta Natural Gas Company, Inc",
+    "90": "Dion J Weisler,Catherine Lesjak",
+    "91": "Douglas Steenland,Michael D. Durham,John Smith,Scott Forbes,Elizabeth Buse,Douglas A Hacker,Steven R Chambers,Gordon Wilson",
+    "92": "Duke Power Co. v. Carolina Env't Study Grp., Inc",
+    "93": "E",
+    "94": "Entailment",
+    "95": "Ernest S Pinner,Charles W McPherson,James H Bingham,Michael J Brown Sr.,C Dennis Carlton,Michael F Ciferri,John C Corbett,Jody Jean Dreyer,Griffin A Greene,John H Holcomb III,Richard Murray IV,George Tierso Nunez II,Thomas E Oakley,G Ruffner Page Jr.,William Knox Pou Jr.,Daniel R Richey,David G Salyers,Joshua A Snively Sr.,Mark Thompson",
+    "96": "Everquote, Inc.",
+    "97": "F",
+    "98": "Facts",
+    "99": "Faraj Aalaei,Dmitry Akhanov,Bami Bastani,Ken Pelowski,Geoffrey Ribar,Sam Srinivasan,Anders Swahn,Lip-Bu Tan",
+    "100": "Feist v. La., Dep't of Justice, Off. of the Att'y Gen.",
+    "101": "Foreign",
+    "102": "Forterra, Inc.",
+    "103": "G",
+    "104": "GSX Techedu Inc.",
+    "105": "General Cable Corporation",
+    "106": "General Electric Company",
+    "107": "George S Barrett,Donald Casey Jr.,Michael C Kaufmann,Jorge M Gomez,David J Wilson",
+    "108": "George W Bickerstaff III,Alexander J Denner,Jules Haimovitz,Paris Panayiotopoulos,Anna Protopapas,Norbert G Riedel,Sarah J Schlesinger",
+    "109": "Gregory G Antonsen,James F Deutsch,James E Goodwin Jr.,John S Gulas,Jeffrey F Howell,Samuel T Hubbard Jr.,Arthur B Montoya Jr.,Leslie Nathanson Juris,Tony Scavuzzo,Charles A Slocomb",
+    "110": "Gregory L Waters,Kenneth Kannappan,Umesh Padval,Gordon W Parnell,Robert A Rango,Norm Taffe,Selena Loh LaCroix",
+    "111": "Gunn v. Minton,",
+    "112": "Guoqing Li,Peggy Yu Yu,Danqian Yao,Lijun Chen,Min Kan,Ruby Rong Lu,Ke Zhang,Xiaolong Li",
+    "113": "H",
+    "114": "Harris v. United States",
+    "115": "Hartman v. Moore",
+    "116": "Howard Lerman,Steve Cakebread",
+    "117": "Humanigen, Inc.",
+    "118": "Humor",
+    "119": "Hyperdynamics Corporation",
+    "120": "HyreCar, Inc.",
+    "121": "I",
+    "122": "Implications",
+    "123": "Imprisonment",
+    "124": "In re Special Grand Jury 89\u201302",
+    "125": "Incident",
+    "126": "Incorrect",
+    "127": "Intersect ENT, Inc.",
+    "128": "Irrelevant",
+    "129": "Issue",
+    "130": "J",
+    "131": "JELD-WEN Holding, Inc.",
+    "132": "Jean-Francois Mouney,Nathalie Huitorel,Xavier Guille Des Buttes,Catherine Larue,Anne-Helene Monsellato,Frederic Desdouits,Florence Sejourne,Philippe Moons",
+    "133": "Jeffrey T Slovin,Bret W Wise,Christopher T Clark,Donald Casey Jr.,James G Mosch,Ulrich Michel,Nicholas W Alexos,Michael C Alfano,Erik Brandt,Paula H J Cholmondeley,Michael J Coleman,Willie A Deese,William F Hecht,Francis J Lunger,John L Miclot,John C Miles II",
+    "134": "Jenny Zhiya Qian,Reinout Hendrik Schakel,Jian Liu,Charles Zhengyao Lu,Erhai Liu,Jinyi Guo,Hui Li,Sean Shao,Thomas P Meier",
+    "135": "Jeremy Stoppelman,Lanny Baker",
+    "136": "John Barbour,William B Chiasson,Thomas Kalinske,E Stanton Mckee Jr.,Randy O Rissman,Caden Wang,Stephen M Youngwood",
+    "137": "John Bucksbaum,Bernard Freibaum,Joel Bayer,Edmund Hoyt,Jean Schlemmer,Robert Michaels",
+    "138": "Jurisdiction",
+    "139": "KE Holdings, Inc.",
+    "140": "Kan. Nat. Res. Coal. v. U.S. Dep't of Interior",
+    "141": "Ken Klein,Ian Halifax",
+    "142": "Key Technology, Inc.\nDuravant LLC\nCascade Merger Sub, Inc.",
+    "143": "Kim S Fennebresque,Bruns H Grayon,Beatriz V Infante,Richard J Lynch,Kent J Mathy,Scott Schubert,Rick W Smith",
+    "144": "Kraft Heinz Company",
+    "145": "L3 Technologies, Inc.",
+    "146": "Landmark Infrastructure Partners LP",
+    "147": "LeapFrog Enterprises, Inc.",
+    "148": "Limitation of liability",
+    "149": "Louis Hernandez Jr.,Ilan Sidi",
+    "150": "Lynn Michelle Jurich,Robert Patrick Komin Jr.",
+    "151": "Madison Constr. Co. v. Harleysville Mut. Ins. Co.",
+    "152": "Maria M Pope,James F Lobdell",
+    "153": "Mark J Alles,Peter Kellogg,Scott Smith,Nadim Ahmed,Terrie Curran",
+    "154": "Mark Pruzanski,Sandip Kapadia",
+    "155": "Market value'",
+    "156": "Match Group, Inc.",
+    "157": "Matter",
+    "158": "Matthew Rabinowitz,Jonathan Sheena,Herm Rosenman,Roelof F Botha,Todd Cozzens,Edward C Dirscoll Jr.,James I Healy,John Steuart",
+    "159": "McCarty v. Hillstone Rest. Grp., Inc.",
+    "160": "Md. Cas. Co. v. Pac. Coal & Oil Co.,",
+    "161": "Michael Cammarata,Mario Paradis,Claudie Lauzon,Toni Rinow",
+    "162": "Michael Klein,Jay Taragin",
+    "163": "Miguel Fernandez,Cassandra Harris",
+    "164": "Ming Hsieh,Paul Kim",
+    "165": "Nangeng Zhang,Jiaxuan Li,Jianping Kong,Qifeng Sun,Quanfu Hong",
+    "166": "Nationwide Mut. Ins. Co. v. Cosenza",
+    "167": "Nautilus, Inc. v. Biosig Instruments, Inc.",
+    "168": "Neovasc, Inc.",
+    "169": "No",
+    "170": "Omega Protein Corporation",
+    "171": "Omnicare, Inc. v. Laborers Dist. Council Constr. Indus. Pension Fund",
+    "172": "Oneida Indian Nation v. Oneida Cnty",
+    "173": "Organogenesis Holdings Inc.",
+    "174": "Other",
+    "175": "Philip K Asherman,Ronald A Ballschmiede,Westley S Stockton",
+    "176": "Playstudios, Inc. f/k/a Acies Acquisition Corporation",
+    "177": "Port Authority of New York and New Jersey v. Affiliated FM Insurance Company",
+    "178": "Procedural History",
+    "179": "Proteon Therapeutics, Inc.",
+    "180": "Prusky v. Reliastar Life Ins. Co.",
+    "181": "Quorum Health Corporation",
+    "182": "Recovery",
+    "183": "Reed J Killion,Jeffrey Tomz",
+    "184": "Relevant",
+    "185": "Restaurant Brands International, Inc.",
+    "186": "Roan Resources, Inc.",
+    "187": "Robert L Johnson,David Z Cauble III,Jane W Darden,Edward D Smith,Thomas M Lane,David L Strobel,Curti M Johnson",
+    "188": "Roger A Krone,James C Reagan",
+    "189": "Rolf Schromgens,Axel Hefer",
+    "190": "Rule",
+    "191": "SCYNEXIS, Inc",
+    "192": "SEC v. Ficken",
+    "193": "SEC v. Sargent",
+    "194": "Saketkoo v. Admins. of Tulane Educ. Fund",
+    "195": "Salil Parekh,M D Ranganath",
+    "196": "Sanders v. City of Minneapolis",
+    "197": "Saul L Basch,Terence N Deeks,Stanley A Galanski,Meryl D Hartzband,Geoffrey E Johnson,Robert V Mendelson,David M Platter,Patricia H Roberts,Janice C Tomlinson,Marc M Tract",
+    "198": "Sinclair Broadcast Group, Inc.",
+    "199": "Slack Technologies, Inc.",
+    "200": "Sleep Number Corporation",
+    "201": "Smith v. Ochsner Health Sys.",
+    "202": "SpeedTrack, Inc. v. Amazon.com, Inc.",
+    "203": "Stamps.com, Inc.",
+    "204": "Steven Goldman,Roger A Jeffs,Paul B Manning,Alfred J Novak,David Zaccardelli,Sean Stalford,Nancy J. Wysenski",
+    "205": "Stuart J Bradie,Mark W Sopp,Brian Ferraioli",
+    "206": "Support",
+    "207": "Terence H. Matthews,Richard D. Mcbee,John P. McHugh,Peter D. Charbonneau,Benjamin H. Ball,David M. Williams,Martha H Bejar,Sudhakar Ramakrishna",
+    "208": "The Allstate Corporation",
+    "209": "Thomas F. August,Marilyn Alexander,Raymond B. Greer,John S Gates Jr.,Tripp H. Hardin, III,Tobias Hartmann,Philip L. Hawkins,John C. O'Keeffe,Marcus L. Smith",
+    "210": "Tiffany, Inc.",
+    "211": "Torsten Kuenzlen,James Keough,Edward Hellard,Greg Mills,Gregory Turnbull,Lee Tamkee,Elizabeth Cannon",
+    "212": "Turpitude",
+    "213": "Twitter, Inc.",
+    "214": "UCC",
+    "215": "Unilateral change",
+    "216": "Unilateral termination",
+    "217": "United States v. Galaviz",
+    "218": "United States v. Harris",
+    "219": "United States v. McLevain",
+    "220": "United States v. Pearce",
+    "221": "Universal American Corporation",
+    "222": "Use",
+    "223": "Utah Physicians for a Healthy Env't v. Diesel Power Gear, LLC",
+    "224": "Vectren Corporation",
+    "225": "Venator Materials PLC",
+    "226": "Vereit Inc.",
+    "227": "Vertex Energy, Inc.",
+    "228": "Weight Watchers International, Inc.",
+    "229": "Yalla Group Limited f/k/a FYXTech Corporation",
+    "230": "Yes",
+    "231": "YogaWorks, Inc.",
+    "232": "Zion Oil & Gas, Inc.",
+    "233": "Zoompass Holdings, Inc",
+    "234": "Zynerba Pharmaceuticals, Inc.",
+    "235": "[\"Heavy & General Laborers' Locals 472 & 172 Pension\"]",
+    "236": "['Bruce Hipple']",
+    "237": "['Bucks County General Employees Retirement System']",
+    "238": "['City of Miami General Employees Retirement System and Sanitation Employees Retirement System']",
+    "239": "['City of Riviera Beach General Employees Retirement System']",
+    "240": "['City of Warwick General Employees Retirement System']",
+    "241": "['Debendra Sharma']",
+    "242": "['Enrico Vaccaro']",
+    "243": "['Gary Buelow']",
+    "244": "['Isaiah Potter']",
+    "245": "['James Celeste']",
+    "246": "['Jeffrey Benjamin']",
+    "247": "['Jerrett Boehning']",
+    "248": "['Michael Plutte']",
+    "249": "['Not named']",
+    "250": "['Shiva Stein']",
+    "251": "['Stephen Bushansky']",
+    "252": "['Stephen Strugala']",
+    "253": "['Steven Leventhal']",
+    "254": "accident",
+    "255": "accrue",
+    "256": "actual",
+    "257": "actual damages,compensatory damages",
+    "258": "actual posession",
+    "259": "allowed",
+    "260": "arbitrary",
+    "261": "arise",
+    "262": "arms",
+    "263": "association",
+    "264": "civil action",
+    "265": "collection",
+    "266": "confinement/detention",
+    "267": "crime of battery",
+    "268": "damages",
+    "269": "de facto merger,mere continuation",
+    "270": "debt",
+    "271": "descriptive",
+    "272": "design",
+    "273": "discrimination ",
+    "274": "dismissed",
+    "275": "embargo",
+    "276": "endeavor",
+    "277": "express agreement",
+    "278": "fanciful",
+    "279": "fraudulent conveyance,mere continuation",
+    "280": "garnishment",
+    "281": "generic",
+    "282": "injunction",
+    "283": "marriage",
+    "284": "mere continuation",
+    "285": "mere continuation,de facto merger",
+    "286": "mere continuation,fraudulent conveyance",
+    "287": "month",
+    "288": "nan",
+    "289": "other",
+    "290": "presentment",
+    "291": "procedure",
+    "292": "relief",
+    "293": "remaining",
+    "294": "remedy",
+    "295": "resTORbio, Inc.",
+    "296": "scienter",
+    "297": "search",
+    "298": "seek",
+    "299": "seniority system",
+    "300": "smuggle",
+    "301": "subject, under",
+    "302": "suggestive",
+    "303": "testimonial",
+    "304": "tidelands",
+    "305": "under",
+    "306": "usufructuary rights"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "\"arm's length transacation\" ": 0,
+    "$116066": 1,
+    "$118227": 2,
+    "$12036": 3,
+    "$14473": 4,
+    "$17783": 5,
+    "$178147": 6,
+    "$1844": 7,
+    "$187552": 8,
+    "$206073": 9,
+    "$206332": 10,
+    "$207772": 11,
+    "$243097": 12,
+    "$25055": 13,
+    "$26549": 14,
+    "$26567": 15,
+    "$3274": 16,
+    "$33068": 17,
+    "$34233": 18,
+    "$344848": 19,
+    "$4073": 20,
+    "$4331": 21,
+    "$4509": 22,
+    "$4525": 23,
+    "$45946": 24,
+    "$46734": 25,
+    "$4938": 26,
+    "$55528": 27,
+    "$63345": 28,
+    "$6449": 29,
+    "$6812": 30,
+    "$72344": 31,
+    "$7595": 32,
+    "$7611": 33,
+    "$82819": 34,
+    "$8312": 35,
+    "$96641": 36,
+    "$986": 37,
+    "0": 38,
+    "1": 39,
+    "2": 40,
+    "3": 41,
+    "4": 42,
+    "A": 43,
+    "Alan S Armstrong,Donald R Chappel": 44,
+    "Alder BioPharmaceuticals, Inc.": 45,
+    "Allergan plc f/k/a Actavis plc": 46,
+    "Alvarado v. Tex. Rangers": 47,
+    "Am. Auto. Ins. Co. v. Murray": 48,
+    "Amidax Trading Grp. v. S.W.I.F.T. 10 SCRL": 49,
+    "Amneal Pharmaceuticals, Inc.": 50,
+    "Analysis": 51,
+    "Anand Gopalan,Andrew Hamer": 52,
+    "Arbitration": 53,
+    "At Home Group Inc.": 54,
+    "Award": 55,
+    "B": 56,
+    "Background": 57,
+    "Bank Mutual Corporation": 58,
+    "Barnes & Noble, Inc.": 59,
+    "Basic Inc. v. Levinson,": 60,
+    "Bell v. Hood": 61,
+    "Bharadwaj v. Mid Dakota Clinic": 62,
+    "Boingo Wireless, Inc.": 63,
+    "C": 64,
+    "Charles A Alutto,Dan Ginnetti,Brent Arnold,Frank ten Brink,Richard Kogler,Mark C Miller,Jack W Schuler,Lynn Dorsey Bleil,Thomas D Brown,Thomas F Chen,Rodney F Dammeyer,William K Hall,Mike S Zafirovski,John Patience": 65,
+    "Chegg, Inc.": 66,
+    "Choice of law": 67,
+    "Christopher S Ripley,Lucy A Rutishauser": 68,
+    "Claim": 69,
+    "Clarification": 70,
+    "Claude R Canizares,Thomas A Corcoran,Ann E Dunwoody,Lewis Kramer,Christopher E Kubasik,Rita S Lane,Robert Millard,Lloyd W Newton,Vincent Pagano Jr.,H Hugh Shelton": 71,
+    "Clinton v. City of New York,": 72,
+    "Common Law": 73,
+    "Communicate": 74,
+    "Conclusion": 75,
+    "Content removal": 76,
+    "Contract by using": 77,
+    "Contradiction": 78,
+    "Cooper Tire & Rubber Company": 79,
+    "Core-Mark Holding Company, Inc.": 80,
+    "Correct": 81,
+    "Criticism": 82,
+    "Curtis Riley": 83,
+    "D": 84,
+    "Darren Jay Jensen,Mark R Jaggi": 85,
+    "David R Lord,Timothy P Boyle,Marc J Cramer,Paul Davis,Matthew E Gilbertson,Kevin R Kelly,Nickolas A Mills,Jacqueline S Woodward": 86,
+    "David W Thompson,Garrett E Pierce": 87,
+    "Decree": 88,
+    "Delta Natural Gas Company, Inc": 89,
+    "Dion J Weisler,Catherine Lesjak": 90,
+    "Douglas Steenland,Michael D. Durham,John Smith,Scott Forbes,Elizabeth Buse,Douglas A Hacker,Steven R Chambers,Gordon Wilson": 91,
+    "Duke Power Co. v. Carolina Env't Study Grp., Inc": 92,
+    "E": 93,
+    "Entailment": 94,
+    "Ernest S Pinner,Charles W McPherson,James H Bingham,Michael J Brown Sr.,C Dennis Carlton,Michael F Ciferri,John C Corbett,Jody Jean Dreyer,Griffin A Greene,John H Holcomb III,Richard Murray IV,George Tierso Nunez II,Thomas E Oakley,G Ruffner Page Jr.,William Knox Pou Jr.,Daniel R Richey,David G Salyers,Joshua A Snively Sr.,Mark Thompson": 95,
+    "Everquote, Inc.": 96,
+    "F": 97,
+    "Facts": 98,
+    "Faraj Aalaei,Dmitry Akhanov,Bami Bastani,Ken Pelowski,Geoffrey Ribar,Sam Srinivasan,Anders Swahn,Lip-Bu Tan": 99,
+    "Feist v. La., Dep't of Justice, Off. of the Att'y Gen.": 100,
+    "Foreign": 101,
+    "Forterra, Inc.": 102,
+    "G": 103,
+    "GSX Techedu Inc.": 104,
+    "General Cable Corporation": 105,
+    "General Electric Company": 106,
+    "George S Barrett,Donald Casey Jr.,Michael C Kaufmann,Jorge M Gomez,David J Wilson": 107,
+    "George W Bickerstaff III,Alexander J Denner,Jules Haimovitz,Paris Panayiotopoulos,Anna Protopapas,Norbert G Riedel,Sarah J Schlesinger": 108,
+    "Gregory G Antonsen,James F Deutsch,James E Goodwin Jr.,John S Gulas,Jeffrey F Howell,Samuel T Hubbard Jr.,Arthur B Montoya Jr.,Leslie Nathanson Juris,Tony Scavuzzo,Charles A Slocomb": 109,
+    "Gregory L Waters,Kenneth Kannappan,Umesh Padval,Gordon W Parnell,Robert A Rango,Norm Taffe,Selena Loh LaCroix": 110,
+    "Gunn v. Minton,": 111,
+    "Guoqing Li,Peggy Yu Yu,Danqian Yao,Lijun Chen,Min Kan,Ruby Rong Lu,Ke Zhang,Xiaolong Li": 112,
+    "H": 113,
+    "Harris v. United States": 114,
+    "Hartman v. Moore": 115,
+    "Howard Lerman,Steve Cakebread": 116,
+    "Humanigen, Inc.": 117,
+    "Humor": 118,
+    "Hyperdynamics Corporation": 119,
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+    "Smith v. Ochsner Health Sys.": 201,
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