final_model/config.json

{
  "add_cross_attention": false,
  "architectures": [
    "BertForSequenceClassification"
  ],
  "attention_probs_dropout_prob": 0.1,
  "bos_token_id": null,
  "classifier_dropout": null,
  "dtype": "float32",
  "eos_token_id": null,
  "hidden_act": "gelu",
  "hidden_dropout_prob": 0.1,
  "hidden_size": 768,
  "id2label": {
    "0": "",
    "1": " Issues Ethics and Legal Aspects",
    "2": "Accounting",
    "3": "Acoustics and Ultrasonics",
    "4": "Aerospace Engineering",
    "5": "Aging",
    "6": "Agricultural and Biological Sciences (miscellaneous)",
    "7": "Agronomy and Crop Science",
    "8": "Algebra and Number Theory",
    "9": "Analysis",
    "10": "Analytical Chemistry",
    "11": "Anatomy",
    "12": "Anesthesiology and Pain Medicine",
    "13": "Animal Science and Zoology",
    "14": "Anthropology",
    "15": "Applied Mathematics",
    "16": "Applied Psychology",
    "17": "Aquatic Science",
    "18": "Archeology",
    "19": "Archeology (arts and humanities)",
    "20": "Architecture",
    "21": "Artificial Intelligence",
    "22": "Arts and Humanities (miscellaneous)",
    "23": "Assessment and Diagnosis",
    "24": "Astronomy and Astrophysics",
    "25": "Atmospheric Science",
    "26": "Atomic and Molecular Physics and Optics",
    "27": "Automotive Engineering",
    "28": "Behavioral Neuroscience",
    "29": "Biochemistry",
    "30": "Biochemistry Genetics and Molecular Biology (miscellaneous)",
    "31": "Bioengineering",
    "32": "Biomaterials",
    "33": "Biomedical Engineering",
    "34": "Biophysics",
    "35": "Biotechnology",
    "36": "Building and Construction",
    "37": "Business Management and Accounting",
    "38": "Business and International Management",
    "39": "Business, Management and Accounting",
    "40": "Cancer Research",
    "41": "Cardiology and Cardiovascular Medicine",
    "42": "Catalysis",
    "43": "Cell Biology",
    "44": "Cellular and Molecular Neuroscience",
    "45": "Ceramics and Composites",
    "46": "Chemical Engineering",
    "47": "Chemical Health and Safety",
    "48": "Chemistry (miscellaneous)",
    "49": "Chiropractics",
    "50": "Civil and Structural Engineering",
    "51": "Classics",
    "52": "Clinical Psychology",
    "53": "Cognitive Neuroscience",
    "54": "Colloid and Surface Chemistry",
    "55": "Communication",
    "56": "Community and Home Care",
    "57": "Complementary and Alternative Medicine",
    "58": "Complementary and Manual Therapy",
    "59": "Computational Mathematics",
    "60": "Computational Mechanics",
    "61": "Computational Theory and Mathematics",
    "62": "Computer Graphics and Computer-Aided Design",
    "63": "Computer Networks and Communications",
    "64": "Computer Science",
    "65": "Computer Vision and Pattern Recognition",
    "66": "Computers in Earth Sciences",
    "67": "Condensed Matter Physics",
    "68": "Conservation",
    "69": "Control and Optimization",
    "70": "Control and Systems Engineering",
    "71": "Critical Care Nursing",
    "72": "Critical Care and Intensive Care Medicine",
    "73": "Cultural Studies",
    "74": "Decision Sciences (miscellaneous)",
    "75": "Demography",
    "76": "Dental Assisting",
    "77": "Dental Hygiene",
    "78": "Dentistry (miscellaneous)",
    "79": "Dermatology",
    "80": "Development",
    "81": "Developmental Biology",
    "82": "Developmental Neuroscience",
    "83": "Developmental and Educational Psychology",
    "84": "Discrete Mathematics and Combinatorics",
    "85": "Drug Discovery",
    "86": "Earth and Planetary Sciences",
    "87": "Earth-Surface Processes",
    "88": "Ecological Modeling",
    "89": "Ecology",
    "90": "Ecology Evolution Behavior and Systematics",
    "91": "Economic Geology",
    "92": "Economics Econometrics and Finance",
    "93": "Economics and Econometrics",
    "94": "Education",
    "95": "Electrical and Electronic Engineering",
    "96": "Electrochemistry",
    "97": "Electronic Optical and Magnetic Materials",
    "98": "Embryology",
    "99": "Emergency Medical Services",
    "100": "Emergency Medicine",
    "101": "Emergency Nursing",
    "102": "Endocrinology",
    "103": "Energy",
    "104": "Energy Engineering and Power Technology",
    "105": "Engineering (miscellaneous)",
    "106": "Environmental Chemistry",
    "107": "Environmental Engineering",
    "108": "Environmental Science (miscellaneous)",
    "109": "Epidemiology",
    "110": "Equine",
    "111": "Evolution Behavior and Systematics",
    "112": "Experimental and Cognitive Psychology",
    "113": "Family Practice",
    "114": "Filtration and Separation",
    "115": "Finance",
    "116": "Fluid Flow and Transfer Processes",
    "117": "Food Animals",
    "118": "Food Science",
    "119": "Forestry",
    "120": "Fuel Technology",
    "121": "Gastroenterology",
    "122": "Gender Studies",
    "123": "General Agricultural and Biological Sciences",
    "124": "General Arts and Humanities",
    "125": "General Biochemistry Genetics and Molecular Biology",
    "126": "General Business Management and Accounting",
    "127": "General Chemical Engineering",
    "128": "General Chemistry",
    "129": "General Computer Science",
    "130": "General Decision Sciences",
    "131": "General Dentistry",
    "132": "General Earth and Planetary Sciences",
    "133": "General Economics Econometrics and Finance",
    "134": "General Energy",
    "135": "General Engineering",
    "136": "General Environmental Science",
    "137": "General Health Professions",
    "138": "General Immunology and Microbiology",
    "139": "General Materials Science",
    "140": "General Mathematics",
    "141": "General Medicine",
    "142": "General Neuroscience",
    "143": "General Nursing",
    "144": "General Pharmacology Toxicology and Pharmaceutics",
    "145": "General Physics and Astronomy",
    "146": "General Psychology",
    "147": "General Relativity and Cosmology",
    "148": "General Social Sciences",
    "149": "General Veterinary",
    "150": "Genetics",
    "151": "Geochemistry and Petrology",
    "152": "Geology",
    "153": "Geometry and Topology",
    "154": "Geophysics",
    "155": "Geotechnical Engineering and Engineering Geology",
    "156": "Geriatrics and Gerontology",
    "157": "Global and Planetary Change",
    "158": "Green chemistry",
    "159": "Hardware and Architecture",
    "160": "Health (social science)",
    "161": "Health Informatics",
    "162": "Health Information Management",
    "163": "Health Policy",
    "164": "Health Professions (miscellaneous)",
    "165": "Health Toxicology and Mutagenesis",
    "166": "Hematology",
    "167": "Hepatology",
    "168": "Histology",
    "169": "History",
    "170": "Horticulture",
    "171": "Human Factors and Ergonomics",
    "172": "Human-Computer Interaction",
    "173": "Immunology",
    "174": "Immunology and Allergy",
    "175": "Immunology and Microbiology",
    "176": "Industrial Relations",
    "177": "Industrial and Manufacturing Engineering",
    "178": "Infectious Diseases",
    "179": "Information Systems",
    "180": "Inorganic Chemistry",
    "181": "Insect Science",
    "182": "Instrumentation",
    "183": "Internal Medicine",
    "184": "Issues Ethics and Legal Aspects",
    "185": "Language and Linguistics",
    "186": "Law",
    "187": "Leadership and Management",
    "188": "Library and Information Sciences",
    "189": "Life-span and Life-course Studies",
    "190": "Linguistics and Language",
    "191": "Literature and Literary Theory",
    "192": "Logic",
    "193": "Management Information Systems",
    "194": "Management Monitoring Policy and Law",
    "195": "Management Science and Operations Research",
    "196": "Management of Technology and Innovation",
    "197": "Marketing",
    "198": "Materials Chemistry",
    "199": "Materials Science",
    "200": "Maternity and Midwifery",
    "201": "Mathematical Physics",
    "202": "Mathematics (miscellaneous)",
    "203": "Mechanical Engineering",
    "204": "Mechanics of Materials",
    "205": "Media Technology",
    "206": "Medical Laboratory Technology",
    "207": "Medical Terminology",
    "208": "Medical and Surgical Nursing",
    "209": "Medicine (miscellaneous)",
    "210": "Metals and Alloys",
    "211": "Microbiology",
    "212": "Modeling and Simulation",
    "213": "Molecular Biology",
    "214": "Molecular Medicine",
    "215": "Multidisciplinary",
    "216": "Museology",
    "217": "Music",
    "218": "Nephrology",
    "219": "Neurology (clinical)",
    "220": "Neuroscience (miscellaneous)",
    "221": "Nonlinear dynamics",
    "222": "Nuclear Physics",
    "223": "Nursing (miscellaneous)",
    "224": "Nutrition and Dietetics",
    "225": "Occupational Therapy",
    "226": "Ocean Engineering",
    "227": "Oceanography",
    "228": "Oncology",
    "229": "Ophthalmology",
    "230": "Optometry",
    "231": "Organic Chemistry",
    "232": "Organizational Behavior and Human Resource Management",
    "233": "Orthodontics",
    "234": "Orthopedics and Sports Medicine",
    "235": "Otorhinolaryngology",
    "236": "Paleontology",
    "237": "Parasitology",
    "238": "Pathology and Forensic Medicine",
    "239": "Pediatrics",
    "240": "Pediatrics Perinatology and Child Health",
    "241": "Periodontics",
    "242": "Pharmaceutical Science",
    "243": "Pharmacology",
    "244": "Pharmacology (medical)",
    "245": "Pharmacology (nursing)",
    "246": "Pharmacology Toxicology and Pharmaceutics (miscellaneous)",
    "247": "Pharmacy",
    "248": "Philosophy",
    "249": "Physical Therapy, Sports Therapy and Rehabilitation",
    "250": "Physical and Theoretical Chemistry",
    "251": "Physics and Astronomy (miscellaneous)",
    "252": "Physiology",
    "253": "Plant Science",
    "254": "Podiatry",
    "255": "Political Science and International Relations",
    "256": "Pollution",
    "257": "Polymers and Plastics",
    "258": "Process Chemistry and Technology",
    "259": "Proteomics",
    "260": "Psychiatric Mental Health",
    "261": "Psychiatry and Mental Health",
    "262": "Psychology (miscellaneous)",
    "263": "Public Administration",
    "264": "Public Health Environmental and Occupational Health",
    "265": "Publishing",
    "266": "Pulmonary and Respiratory Medicine",
    "267": "Radiation",
    "268": "Rehabilitation",
    "269": "Religious Studies",
    "270": "Reproductive Medicine",
    "271": "Research and Theory",
    "272": "Rheumatology",
    "273": "Safety Research",
    "274": "Safety Risk Reliability and Quality",
    "275": "Sensory Systems",
    "276": "Signal Processing",
    "277": "Small Animals",
    "278": "Social Psychology",
    "279": "Social Sciences (miscellaneous)",
    "280": "Sociology and Political Science",
    "281": "Software",
    "282": "Soil Science",
    "283": "Space and Planetary Science",
    "284": "Spectroscopy",
    "285": "Speech and Hearing",
    "286": "Statistical and Nonlinear Physics",
    "287": "Statistics Probability and Uncertainty",
    "288": "Statistics and Probability",
    "289": "Strategy and Management",
    "290": "Structural Biology",
    "291": "Surfaces Coatings and Films",
    "292": "Surfaces and Interfaces",
    "293": "Surgery",
    "294": "Theoretical Computer Science",
    "295": "Tourism Leisure and Hospitality Management",
    "296": "Toxicology",
    "297": "Transplantation",
    "298": "Transportation",
    "299": "Urban Studies",
    "300": "Urology",
    "301": "Veterinary (miscellaneous)",
    "302": "Virology",
    "303": "Visual Arts and Performing Arts",
    "304": "Waste Management and Disposal",
    "305": "Water Science and Technology"
  },
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "is_decoder": false,
  "label2id": {
    "": 0,
    " Issues Ethics and Legal Aspects": 1,
    "Accounting": 2,
    "Acoustics and Ultrasonics": 3,
    "Aerospace Engineering": 4,
    "Aging": 5,
    "Agricultural and Biological Sciences (miscellaneous)": 6,
    "Agronomy and Crop Science": 7,
    "Algebra and Number Theory": 8,
    "Analysis": 9,
    "Analytical Chemistry": 10,
    "Anatomy": 11,
    "Anesthesiology and Pain Medicine": 12,
    "Animal Science and Zoology": 13,
    "Anthropology": 14,
    "Applied Mathematics": 15,
    "Applied Psychology": 16,
    "Aquatic Science": 17,
    "Archeology": 18,
    "Archeology (arts and humanities)": 19,
    "Architecture": 20,
    "Artificial Intelligence": 21,
    "Arts and Humanities (miscellaneous)": 22,
    "Assessment and Diagnosis": 23,
    "Astronomy and Astrophysics": 24,
    "Atmospheric Science": 25,
    "Atomic and Molecular Physics and Optics": 26,
    "Automotive Engineering": 27,
    "Behavioral Neuroscience": 28,
    "Biochemistry": 29,
    "Biochemistry Genetics and Molecular Biology (miscellaneous)": 30,
    "Bioengineering": 31,
    "Biomaterials": 32,
    "Biomedical Engineering": 33,
    "Biophysics": 34,
    "Biotechnology": 35,
    "Building and Construction": 36,
    "Business Management and Accounting": 37,
    "Business and International Management": 38,
    "Business, Management and Accounting": 39,
    "Cancer Research": 40,
    "Cardiology and Cardiovascular Medicine": 41,
    "Catalysis": 42,
    "Cell Biology": 43,
    "Cellular and Molecular Neuroscience": 44,
    "Ceramics and Composites": 45,
    "Chemical Engineering": 46,
    "Chemical Health and Safety": 47,
    "Chemistry (miscellaneous)": 48,
    "Chiropractics": 49,
    "Civil and Structural Engineering": 50,
    "Classics": 51,
    "Clinical Psychology": 52,
    "Cognitive Neuroscience": 53,
    "Colloid and Surface Chemistry": 54,
    "Communication": 55,
    "Community and Home Care": 56,
    "Complementary and Alternative Medicine": 57,
    "Complementary and Manual Therapy": 58,
    "Computational Mathematics": 59,
    "Computational Mechanics": 60,
    "Computational Theory and Mathematics": 61,
    "Computer Graphics and Computer-Aided Design": 62,
    "Computer Networks and Communications": 63,
    "Computer Science": 64,
    "Computer Vision and Pattern Recognition": 65,
    "Computers in Earth Sciences": 66,
    "Condensed Matter Physics": 67,
    "Conservation": 68,
    "Control and Optimization": 69,
    "Control and Systems Engineering": 70,
    "Critical Care Nursing": 71,
    "Critical Care and Intensive Care Medicine": 72,
    "Cultural Studies": 73,
    "Decision Sciences (miscellaneous)": 74,
    "Demography": 75,
    "Dental Assisting": 76,
    "Dental Hygiene": 77,
    "Dentistry (miscellaneous)": 78,
    "Dermatology": 79,
    "Development": 80,
    "Developmental Biology": 81,
    "Developmental Neuroscience": 82,
    "Developmental and Educational Psychology": 83,
    "Discrete Mathematics and Combinatorics": 84,
    "Drug Discovery": 85,
    "Earth and Planetary Sciences": 86,
    "Earth-Surface Processes": 87,
    "Ecological Modeling": 88,
    "Ecology": 89,
    "Ecology Evolution Behavior and Systematics": 90,
    "Economic Geology": 91,
    "Economics Econometrics and Finance": 92,
    "Economics and Econometrics": 93,
    "Education": 94,
    "Electrical and Electronic Engineering": 95,
    "Electrochemistry": 96,
    "Electronic Optical and Magnetic Materials": 97,
    "Embryology": 98,
    "Emergency Medical Services": 99,
    "Emergency Medicine": 100,
    "Emergency Nursing": 101,
    "Endocrinology": 102,
    "Energy": 103,
    "Energy Engineering and Power Technology": 104,
    "Engineering (miscellaneous)": 105,
    "Environmental Chemistry": 106,
    "Environmental Engineering": 107,
    "Environmental Science (miscellaneous)": 108,
    "Epidemiology": 109,
    "Equine": 110,
    "Evolution Behavior and Systematics": 111,
    "Experimental and Cognitive Psychology": 112,
    "Family Practice": 113,
    "Filtration and Separation": 114,
    "Finance": 115,
    "Fluid Flow and Transfer Processes": 116,
    "Food Animals": 117,
    "Food Science": 118,
    "Forestry": 119,
    "Fuel Technology": 120,
    "Gastroenterology": 121,
    "Gender Studies": 122,
    "General Agricultural and Biological Sciences": 123,
    "General Arts and Humanities": 124,
    "General Biochemistry Genetics and Molecular Biology": 125,
    "General Business Management and Accounting": 126,
    "General Chemical Engineering": 127,
    "General Chemistry": 128,
    "General Computer Science": 129,
    "General Decision Sciences": 130,
    "General Dentistry": 131,
    "General Earth and Planetary Sciences": 132,
    "General Economics Econometrics and Finance": 133,
    "General Energy": 134,
    "General Engineering": 135,
    "General Environmental Science": 136,
    "General Health Professions": 137,
    "General Immunology and Microbiology": 138,
    "General Materials Science": 139,
    "General Mathematics": 140,
    "General Medicine": 141,
    "General Neuroscience": 142,
    "General Nursing": 143,
    "General Pharmacology Toxicology and Pharmaceutics": 144,
    "General Physics and Astronomy": 145,
    "General Psychology": 146,
    "General Relativity and Cosmology": 147,
    "General Social Sciences": 148,
    "General Veterinary": 149,
    "Genetics": 150,
    "Geochemistry and Petrology": 151,
    "Geology": 152,
    "Geometry and Topology": 153,
    "Geophysics": 154,
    "Geotechnical Engineering and Engineering Geology": 155,
    "Geriatrics and Gerontology": 156,
    "Global and Planetary Change": 157,
    "Green chemistry": 158,
    "Hardware and Architecture": 159,
    "Health (social science)": 160,
    "Health Informatics": 161,
    "Health Information Management": 162,
    "Health Policy": 163,
    "Health Professions (miscellaneous)": 164,
    "Health Toxicology and Mutagenesis": 165,
    "Hematology": 166,
    "Hepatology": 167,
    "Histology": 168,
    "History": 169,
    "Horticulture": 170,
    "Human Factors and Ergonomics": 171,
    "Human-Computer Interaction": 172,
    "Immunology": 173,
    "Immunology and Allergy": 174,
    "Immunology and Microbiology": 175,
    "Industrial Relations": 176,
    "Industrial and Manufacturing Engineering": 177,
    "Infectious Diseases": 178,
    "Information Systems": 179,
    "Inorganic Chemistry": 180,
    "Insect Science": 181,
    "Instrumentation": 182,
    "Internal Medicine": 183,
    "Issues Ethics and Legal Aspects": 184,
    "Language and Linguistics": 185,
    "Law": 186,
    "Leadership and Management": 187,
    "Library and Information Sciences": 188,
    "Life-span and Life-course Studies": 189,
    "Linguistics and Language": 190,
    "Literature and Literary Theory": 191,
    "Logic": 192,
    "Management Information Systems": 193,
    "Management Monitoring Policy and Law": 194,
    "Management Science and Operations Research": 195,
    "Management of Technology and Innovation": 196,
    "Marketing": 197,
    "Materials Chemistry": 198,
    "Materials Science": 199,
    "Maternity and Midwifery": 200,
    "Mathematical Physics": 201,
    "Mathematics (miscellaneous)": 202,
    "Mechanical Engineering": 203,
    "Mechanics of Materials": 204,
    "Media Technology": 205,
    "Medical Laboratory Technology": 206,
    "Medical Terminology": 207,
    "Medical and Surgical Nursing": 208,
    "Medicine (miscellaneous)": 209,
    "Metals and Alloys": 210,
    "Microbiology": 211,
    "Modeling and Simulation": 212,
    "Molecular Biology": 213,
    "Molecular Medicine": 214,
    "Multidisciplinary": 215,
    "Museology": 216,
    "Music": 217,
    "Nephrology": 218,
    "Neurology (clinical)": 219,
    "Neuroscience (miscellaneous)": 220,
    "Nonlinear dynamics": 221,
    "Nuclear Physics": 222,
    "Nursing (miscellaneous)": 223,
    "Nutrition and Dietetics": 224,
    "Occupational Therapy": 225,
    "Ocean Engineering": 226,
    "Oceanography": 227,
    "Oncology": 228,
    "Ophthalmology": 229,
    "Optometry": 230,
    "Organic Chemistry": 231,
    "Organizational Behavior and Human Resource Management": 232,
    "Orthodontics": 233,
    "Orthopedics and Sports Medicine": 234,
    "Otorhinolaryngology": 235,
    "Paleontology": 236,
    "Parasitology": 237,
    "Pathology and Forensic Medicine": 238,
    "Pediatrics": 239,
    "Pediatrics Perinatology and Child Health": 240,
    "Periodontics": 241,
    "Pharmaceutical Science": 242,
    "Pharmacology": 243,
    "Pharmacology (medical)": 244,
    "Pharmacology (nursing)": 245,
    "Pharmacology Toxicology and Pharmaceutics (miscellaneous)": 246,
    "Pharmacy": 247,
    "Philosophy": 248,
    "Physical Therapy, Sports Therapy and Rehabilitation": 249,
    "Physical and Theoretical Chemistry": 250,
    "Physics and Astronomy (miscellaneous)": 251,
    "Physiology": 252,
    "Plant Science": 253,
    "Podiatry": 254,
    "Political Science and International Relations": 255,
    "Pollution": 256,
    "Polymers and Plastics": 257,
    "Process Chemistry and Technology": 258,
    "Proteomics": 259,
    "Psychiatric Mental Health": 260,
    "Psychiatry and Mental Health": 261,
    "Psychology (miscellaneous)": 262,
    "Public Administration": 263,
    "Public Health Environmental and Occupational Health": 264,
    "Publishing": 265,
    "Pulmonary and Respiratory Medicine": 266,
    "Radiation": 267,
    "Rehabilitation": 268,
    "Religious Studies": 269,
    "Reproductive Medicine": 270,
    "Research and Theory": 271,
    "Rheumatology": 272,
    "Safety Research": 273,
    "Safety Risk Reliability and Quality": 274,
    "Sensory Systems": 275,
    "Signal Processing": 276,
    "Small Animals": 277,
    "Social Psychology": 278,
    "Social Sciences (miscellaneous)": 279,
    "Sociology and Political Science": 280,
    "Software": 281,
    "Soil Science": 282,
    "Space and Planetary Science": 283,
    "Spectroscopy": 284,
    "Speech and Hearing": 285,
    "Statistical and Nonlinear Physics": 286,
    "Statistics Probability and Uncertainty": 287,
    "Statistics and Probability": 288,
    "Strategy and Management": 289,
    "Structural Biology": 290,
    "Surfaces Coatings and Films": 291,
    "Surfaces and Interfaces": 292,
    "Surgery": 293,
    "Theoretical Computer Science": 294,
    "Tourism Leisure and Hospitality Management": 295,
    "Toxicology": 296,
    "Transplantation": 297,
    "Transportation": 298,
    "Urban Studies": 299,
    "Urology": 300,
    "Veterinary (miscellaneous)": 301,
    "Virology": 302,
    "Visual Arts and Performing Arts": 303,
    "Waste Management and Disposal": 304,
    "Water Science and Technology": 305
  },
  "layer_norm_eps": 1e-12,
  "max_position_embeddings": 512,
  "model_type": "bert",
  "num_attention_heads": 12,
  "num_hidden_layers": 12,
  "pad_token_id": 0,
  "position_embedding_type": "absolute",
  "problem_type": "multi_label_classification",
  "threshold": 0.3,
  "tie_word_embeddings": true,
  "transformers_version": "5.1.0",
  "type_vocab_size": 2,
  "use_cache": false,
  "vocab_size": 31090
}