Hugging Face's logo

terran-ai
/
WOS46985Bert

Text Classification
Transformers
PyTorch
English
bert
chemistry
biology
medical
Model card Files
xet
Community
1
terran-ai commited on
Commit
fec32a8
·
verified ·
1 Parent(s): 094c424

Upload BertForSequenceClassification

Browse files
Files changed (2) hide show
  1. config.json +270 -390
  2. pytorch_model.bin +2 -2
config.json CHANGED
@@ -1,5 +1,5 @@
1
  {
2
- "_name_or_path": "./my_awesome_model/checkpoint-1322",
3
  "architectures": [
4
  "BertForSequenceClassification"
5
  ],
@@ -10,398 +10,278 @@
10
  "hidden_dropout_prob": 0.1,
11
  "hidden_size": 768,
12
  "id2label": {
13
- "0": "Level 1: CS(0)",
14
- "1": "Level 1: ECE(1)",
15
- "2": "Level 1: Psychology(2)",
16
- "3": "Level 1: MAE(3)",
17
- "4": "Level 1: Civil(4)",
18
- "5": "Level 1: Medical(5)",
19
- "6": "Level 1: biochemistry(6)",
20
- "7": "Level 2: UNKNOWN(0)",
21
- "8": "Level 2: UNKNOWN(1)",
22
- "9": "Level 2: UNKNOWN(2)",
23
- "10": "Level 2: UNKNOWN(3)",
24
- "11": "Level 2: UNKNOWN(4)",
25
- "12": "Level 2: UNKNOWN(5)",
26
- "13": "Level 2: UNKNOWN(6)",
27
- "14": "Level 2: UNKNOWN(7)",
28
- "15": "Level 2: UNKNOWN(8)",
29
- "16": "Level 2: UNKNOWN(9)",
30
- "17": "Level 2: UNKNOWN(10)",
31
- "18": "Level 2: UNKNOWN(11)",
32
- "19": "Level 2: UNKNOWN(12)",
33
- "20": "Level 2: UNKNOWN(13)",
34
- "21": "Level 2: UNKNOWN(14)",
35
- "22": "Level 2: UNKNOWN(15)",
36
- "23": "Level 2: UNKNOWN(16)",
37
- "24": "Level 2: UNKNOWN(17)",
38
- "25": "Level 2: UNKNOWN(18)",
39
- "26": "Level 2: UNKNOWN(19)",
40
- "27": "Level 2: UNKNOWN(20)",
41
- "28": "Level 2: UNKNOWN(21)",
42
- "29": "Level 2: UNKNOWN(22)",
43
- "30": "Level 2: UNKNOWN(23)",
44
- "31": "Level 2: UNKNOWN(24)",
45
- "32": "Level 2: UNKNOWN(25)",
46
- "33": "Level 2: UNKNOWN(26)",
47
- "34": "Level 2: UNKNOWN(27)",
48
- "35": "Level 2: UNKNOWN(28)",
49
- "36": "Level 2: UNKNOWN(29)",
50
- "37": "Level 2: UNKNOWN(30)",
51
- "38": "Level 2: UNKNOWN(31)",
52
- "39": "Level 2: UNKNOWN(32)",
53
- "40": "Level 2: UNKNOWN(33)",
54
- "41": "Level 2: UNKNOWN(34)",
55
- "42": "Level 2: UNKNOWN(35)",
56
- "43": "Level 2: UNKNOWN(36)",
57
- "44": "Level 2: UNKNOWN(37)",
58
- "45": "Level 2: UNKNOWN(38)",
59
- "46": "Level 2: UNKNOWN(39)",
60
- "47": "Level 2: UNKNOWN(40)",
61
- "48": "Level 2: UNKNOWN(41)",
62
- "49": "Level 2: UNKNOWN(42)",
63
- "50": "Level 2: UNKNOWN(43)",
64
- "51": "Level 2: UNKNOWN(44)",
65
- "52": "Level 2: UNKNOWN(45)",
66
- "53": "Level 2: UNKNOWN(46)",
67
- "54": "Level 2: UNKNOWN(47)",
68
- "55": "Level 2: UNKNOWN(48)",
69
- "56": "Level 2: UNKNOWN(49)",
70
- "57": "Level 2: UNKNOWN(50)",
71
- "58": "Level 2: UNKNOWN(51)",
72
- "59": "Level 2: UNKNOWN(52)",
73
- "60": "Level 3: Computer vision(0)",
74
- "61": "Level 3: Machine learning(1)",
75
- "62": "Level 3: network security(2)",
76
- "63": "Level 3: Cryptography(3)",
77
- "64": "Level 3: Operating systems(4)",
78
- "65": "Level 3: Computer graphics(5)",
79
- "66": "Level 3: Image processing(6)",
80
- "67": "Level 3: Parallel computing(7)",
81
- "68": "Level 3: Relational databases(8)",
82
- "69": "Level 3: Software engineering(9)",
83
- "70": "Level 3: Distributed computing(10)",
84
- "71": "Level 3: Structured Storage(11)",
85
- "72": "Level 3: Symbolic computation(12)",
86
- "73": "Level 3: Algorithm design(13)",
87
- "74": "Level 3: Computer programming(14)",
88
- "75": "Level 3: Data structures(15)",
89
- "76": "Level 3: Bioinformatics(16)",
90
- "77": "Level 3: Electricity(17)",
91
- "78": "Level 3: Lorentz force law(18)",
92
- "79": "Level 3: Electrical circuits(19)",
93
- "80": "Level 3: Voltage law(20)",
94
- "81": "Level 3: Digital control(21)",
95
- "82": "Level 3: System identification(22)",
96
- "83": "Level 3: Electrical network(23)",
97
- "84": "Level 3: Microcontroller(24)",
98
- "85": "Level 3: Analog signal processing:Electrical generator(25)",
99
- "86": "Level 3: Electric motor:Single-phase electric power(26)",
100
- "87": "Level 3: Satellite radio(27)",
101
- "88": "Level 3: Control engineering(28)",
102
- "89": "Level 3: Signal-flow graph(29)",
103
- "90": "Level 3: State space representation(30)",
104
- "91": "Level 3: PID controller(31)",
105
- "92": "Level 3: Operational amplifier(32)",
106
- "93": "Level 3: Prejudice(33)",
107
- "94": "Level 3: Social cognition(34)",
108
- "95": "Level 3: Person perception(35)",
109
- "96": "Level 3: Nonverbal communication(36)",
110
- "97": "Level 3: Prosocial behavior(37)",
111
- "98": "Level 3: Leadership(38)",
112
- "99": "Level 3: Eating disorders(39)",
113
- "100": "Level 3: Depression(40)",
114
- "101": "Level 3: Borderline personality disorder(41)",
115
- "102": "Level 3: Seasonal affective disorder(42)",
116
- "103": "Level 3: Schizophrenia(43)",
117
- "104": "Level 3: Antisocial personality disorder(44)",
118
- "105": "Level 3: Media violence(45)",
119
- "106": "Level 3: Prenatal development(46)",
120
- "107": "Level 3: Child abuse(47)",
121
- "108": "Level 3: Gender roles(48)",
122
- "109": "Level 3: False memories(49)",
123
- "110": "Level 3: Attention(50)",
124
- "111": "Level 3: Problem-solving(51)",
125
- "112": "Level 3: computer-aided design(52)",
126
- "113": "Level 3: Hydraulics(53)",
127
- "114": "Level 3: Manufacturing engineering(54)",
128
- "115": "Level 3: Machine design(55)",
129
- "116": "Level 3: Fluid mechanics(56)",
130
- "117": "Level 3: Internal combustion engine(57)",
131
- "118": "Level 3: Thermodynamics(58)",
132
- "119": "Level 3: Materials Engineering(59)",
133
- "120": "Level 3: Strength of materials(60)",
134
- "121": "Level 3: Ambient Intelligence(61)",
135
- "122": "Level 3: Highway Network System:Geotextile(62)",
136
- "123": "Level 3: Remote Sensing(63)",
137
- "124": "Level 3: Rainwater Harvesting(64)",
138
- "125": "Level 3: Water Pollution:Underwater Windmill(65)",
139
- "126": "Level 3: Suspension Bridge(66)",
140
- "127": "Level 3: Stealth Technology(67)",
141
- "128": "Level 3: Green Building(68)",
142
- "129": "Level 3: Solar Energy(69)",
143
- "130": "Level 3: Construction Management(70)",
144
- "131": "Level 3: Nano Concrete:Transparent Concrete:Smart Material(71)",
145
- "132": "Level 3: Addiction(72)",
146
- "133": "Level 3: Allergies(73)",
147
- "134": "Level 3: Alzheimer's Disease(74)",
148
- "135": "Level 3: Ankylosing Spondylitis(75)",
149
- "136": "Level 3: Bamboo as a Building Material:Anxiety(76)",
150
- "137": "Level 3: Asthma(77)",
151
- "138": "Level 3: Atopic Dermatitis(78)",
152
- "139": "Level 3: Atrial Fibrillation(79)",
153
- "140": "Level 3: Autism(80)",
154
- "141": "Level 3: Skin Care(81)",
155
- "142": "Level 3: Bipolar Disorder(82)",
156
- "143": "Level 3: Birth Control(83)",
157
- "144": "Level 3: Children's Health(84)",
158
- "145": "Level 3: Crohn's Disease(85)",
159
- "146": "Level 3: Dementia(86)",
160
- "147": "Level 3: Diabetes(87)",
161
- "148": "Level 3: Weight Loss(88)",
162
- "149": "Level 3: Outdoor Health:Digestive Health(89)",
163
- "150": "Level 3: Emergency Contraception(90)",
164
- "151": "Level 3: Mental Health(91)",
165
- "152": "Level 3: Fungal Infection(92)",
166
- "153": "Level 3: Headache(93)",
167
- "154": "Level 3: Healthy Sleep(94)",
168
- "155": "Level 3: Heart Disease(95)",
169
- "156": "Level 3: Hepatitis C(96)",
170
- "157": "Level 3: Hereditary Angioedema(97)",
171
- "158": "Level 3: HIV/AIDS(98)",
172
- "159": "Level 3: Hypothyroidism(99)",
173
- "160": "Level 3: Idiopathic Pulmonary Fibrosis(100)",
174
- "161": "Level 3: Irritable Bowel Syndrome(101)",
175
- "162": "Level 3: Kidney Health(102)",
176
- "163": "Level 3: Low Testosterone(103)",
177
- "164": "Level 3: Lymphoma(104)",
178
- "165": "Level 3: Medicare(105)",
179
- "166": "Level 3: Menopause(106)",
180
- "167": "Level 3: Migraine(107)",
181
- "168": "Level 3: Multiple Sclerosis(108)",
182
- "169": "Level 3: Myelofibrosis(109)",
183
- "170": "Level 3: Cancer(110)",
184
- "171": "Level 3: Osteoarthritis(111)",
185
- "172": "Level 3: Osteoporosis(112)",
186
- "173": "Level 3: Overactive Bladder(113)",
187
- "174": "Level 3: Parenting(114)",
188
- "175": "Level 3: Parkinson's Disease(115)",
189
- "176": "Level 3: Polycythemia Vera(116)",
190
- "177": "Level 3: Psoriasis(117)",
191
- "178": "Level 3: Psoriatic Arthritis(118)",
192
- "179": "Level 3: Rheumatoid Arthritis(119)",
193
- "180": "Level 3: Senior Health(120)",
194
- "181": "Level 3: Smoking Cessation(121)",
195
- "182": "Level 3: Sports Injuries(122)",
196
- "183": "Level 3: Sprains and Strains(123)",
197
- "184": "Level 3: Stress Management(124)",
198
- "185": "Level 3: Molecular biology(125)",
199
- "186": "Level 3: Cell biology:DNA/RNA sequencing(126)",
200
- "187": "Level 3: Human Metabolism(127)",
201
- "188": "Level 3: Immunology(128)",
202
- "189": "Level 3: Genetics(129)",
203
- "190": "Level 3: Enzymology(130)",
204
- "191": "Level 3: Polymerase chain reaction(131)",
205
- "192": "Level 3: Northern blotting(132)",
206
- "193": "Level 3: Southern blotting(133)"
207
  },
208
  "initializer_range": 0.02,
209
  "intermediate_size": 3072,
210
  "label2id": {
211
- "Level 1: CS(0)": 0,
212
- "Level 1: Civil(4)": 4,
213
- "Level 1: ECE(1)": 1,
214
- "Level 1: MAE(3)": 3,
215
- "Level 1: Medical(5)": 5,
216
- "Level 1: Psychology(2)": 2,
217
- "Level 1: biochemistry(6)": 6,
218
- "Level 2: UNKNOWN(0)": 7,
219
- "Level 2: UNKNOWN(1)": 8,
220
- "Level 2: UNKNOWN(10)": 17,
221
- "Level 2: UNKNOWN(11)": 18,
222
- "Level 2: UNKNOWN(12)": 19,
223
- "Level 2: UNKNOWN(13)": 20,
224
- "Level 2: UNKNOWN(14)": 21,
225
- "Level 2: UNKNOWN(15)": 22,
226
- "Level 2: UNKNOWN(16)": 23,
227
- "Level 2: UNKNOWN(17)": 24,
228
- "Level 2: UNKNOWN(18)": 25,
229
- "Level 2: UNKNOWN(19)": 26,
230
- "Level 2: UNKNOWN(2)": 9,
231
- "Level 2: UNKNOWN(20)": 27,
232
- "Level 2: UNKNOWN(21)": 28,
233
- "Level 2: UNKNOWN(22)": 29,
234
- "Level 2: UNKNOWN(23)": 30,
235
- "Level 2: UNKNOWN(24)": 31,
236
- "Level 2: UNKNOWN(25)": 32,
237
- "Level 2: UNKNOWN(26)": 33,
238
- "Level 2: UNKNOWN(27)": 34,
239
- "Level 2: UNKNOWN(28)": 35,
240
- "Level 2: UNKNOWN(29)": 36,
241
- "Level 2: UNKNOWN(3)": 10,
242
- "Level 2: UNKNOWN(30)": 37,
243
- "Level 2: UNKNOWN(31)": 38,
244
- "Level 2: UNKNOWN(32)": 39,
245
- "Level 2: UNKNOWN(33)": 40,
246
- "Level 2: UNKNOWN(34)": 41,
247
- "Level 2: UNKNOWN(35)": 42,
248
- "Level 2: UNKNOWN(36)": 43,
249
- "Level 2: UNKNOWN(37)": 44,
250
- "Level 2: UNKNOWN(38)": 45,
251
- "Level 2: UNKNOWN(39)": 46,
252
- "Level 2: UNKNOWN(4)": 11,
253
- "Level 2: UNKNOWN(40)": 47,
254
- "Level 2: UNKNOWN(41)": 48,
255
- "Level 2: UNKNOWN(42)": 49,
256
- "Level 2: UNKNOWN(43)": 50,
257
- "Level 2: UNKNOWN(44)": 51,
258
- "Level 2: UNKNOWN(45)": 52,
259
- "Level 2: UNKNOWN(46)": 53,
260
- "Level 2: UNKNOWN(47)": 54,
261
- "Level 2: UNKNOWN(48)": 55,
262
- "Level 2: UNKNOWN(49)": 56,
263
- "Level 2: UNKNOWN(5)": 12,
264
- "Level 2: UNKNOWN(50)": 57,
265
- "Level 2: UNKNOWN(51)": 58,
266
- "Level 2: UNKNOWN(52)": 59,
267
- "Level 2: UNKNOWN(6)": 13,
268
- "Level 2: UNKNOWN(7)": 14,
269
- "Level 2: UNKNOWN(8)": 15,
270
- "Level 2: UNKNOWN(9)": 16,
271
- "Level 3: Addiction(72)": 132,
272
- "Level 3: Algorithm design(13)": 73,
273
- "Level 3: Allergies(73)": 133,
274
- "Level 3: Alzheimer's Disease(74)": 134,
275
- "Level 3: Ambient Intelligence(61)": 121,
276
- "Level 3: Analog signal processing:Electrical generator(25)": 85,
277
- "Level 3: Ankylosing Spondylitis(75)": 135,
278
- "Level 3: Antisocial personality disorder(44)": 104,
279
- "Level 3: Asthma(77)": 137,
280
- "Level 3: Atopic Dermatitis(78)": 138,
281
- "Level 3: Atrial Fibrillation(79)": 139,
282
- "Level 3: Attention(50)": 110,
283
- "Level 3: Autism(80)": 140,
284
- "Level 3: Bamboo as a Building Material:Anxiety(76)": 136,
285
- "Level 3: Bioinformatics(16)": 76,
286
- "Level 3: Bipolar Disorder(82)": 142,
287
- "Level 3: Birth Control(83)": 143,
288
- "Level 3: Borderline personality disorder(41)": 101,
289
- "Level 3: Cancer(110)": 170,
290
- "Level 3: Cell biology:DNA/RNA sequencing(126)": 186,
291
- "Level 3: Child abuse(47)": 107,
292
- "Level 3: Children's Health(84)": 144,
293
- "Level 3: Computer graphics(5)": 65,
294
- "Level 3: Computer programming(14)": 74,
295
- "Level 3: Computer vision(0)": 60,
296
- "Level 3: Construction Management(70)": 130,
297
- "Level 3: Control engineering(28)": 88,
298
- "Level 3: Crohn's Disease(85)": 145,
299
- "Level 3: Cryptography(3)": 63,
300
- "Level 3: Data structures(15)": 75,
301
- "Level 3: Dementia(86)": 146,
302
- "Level 3: Depression(40)": 100,
303
- "Level 3: Diabetes(87)": 147,
304
- "Level 3: Digital control(21)": 81,
305
- "Level 3: Distributed computing(10)": 70,
306
- "Level 3: Eating disorders(39)": 99,
307
- "Level 3: Electric motor:Single-phase electric power(26)": 86,
308
- "Level 3: Electrical circuits(19)": 79,
309
- "Level 3: Electrical network(23)": 83,
310
- "Level 3: Electricity(17)": 77,
311
- "Level 3: Emergency Contraception(90)": 150,
312
- "Level 3: Enzymology(130)": 190,
313
- "Level 3: False memories(49)": 109,
314
- "Level 3: Fluid mechanics(56)": 116,
315
- "Level 3: Fungal Infection(92)": 152,
316
- "Level 3: Gender roles(48)": 108,
317
- "Level 3: Genetics(129)": 189,
318
- "Level 3: Green Building(68)": 128,
319
- "Level 3: HIV/AIDS(98)": 158,
320
- "Level 3: Headache(93)": 153,
321
- "Level 3: Healthy Sleep(94)": 154,
322
- "Level 3: Heart Disease(95)": 155,
323
- "Level 3: Hepatitis C(96)": 156,
324
- "Level 3: Hereditary Angioedema(97)": 157,
325
- "Level 3: Highway Network System:Geotextile(62)": 122,
326
- "Level 3: Human Metabolism(127)": 187,
327
- "Level 3: Hydraulics(53)": 113,
328
- "Level 3: Hypothyroidism(99)": 159,
329
- "Level 3: Idiopathic Pulmonary Fibrosis(100)": 160,
330
- "Level 3: Image processing(6)": 66,
331
- "Level 3: Immunology(128)": 188,
332
- "Level 3: Internal combustion engine(57)": 117,
333
- "Level 3: Irritable Bowel Syndrome(101)": 161,
334
- "Level 3: Kidney Health(102)": 162,
335
- "Level 3: Leadership(38)": 98,
336
- "Level 3: Lorentz force law(18)": 78,
337
- "Level 3: Low Testosterone(103)": 163,
338
- "Level 3: Lymphoma(104)": 164,
339
- "Level 3: Machine design(55)": 115,
340
- "Level 3: Machine learning(1)": 61,
341
- "Level 3: Manufacturing engineering(54)": 114,
342
- "Level 3: Materials Engineering(59)": 119,
343
- "Level 3: Media violence(45)": 105,
344
- "Level 3: Medicare(105)": 165,
345
- "Level 3: Menopause(106)": 166,
346
- "Level 3: Mental Health(91)": 151,
347
- "Level 3: Microcontroller(24)": 84,
348
- "Level 3: Migraine(107)": 167,
349
- "Level 3: Molecular biology(125)": 185,
350
- "Level 3: Multiple Sclerosis(108)": 168,
351
- "Level 3: Myelofibrosis(109)": 169,
352
- "Level 3: Nano Concrete:Transparent Concrete:Smart Material(71)": 131,
353
- "Level 3: Nonverbal communication(36)": 96,
354
- "Level 3: Northern blotting(132)": 192,
355
- "Level 3: Operating systems(4)": 64,
356
- "Level 3: Operational amplifier(32)": 92,
357
- "Level 3: Osteoarthritis(111)": 171,
358
- "Level 3: Osteoporosis(112)": 172,
359
- "Level 3: Outdoor Health:Digestive Health(89)": 149,
360
- "Level 3: Overactive Bladder(113)": 173,
361
- "Level 3: PID controller(31)": 91,
362
- "Level 3: Parallel computing(7)": 67,
363
- "Level 3: Parenting(114)": 174,
364
- "Level 3: Parkinson's Disease(115)": 175,
365
- "Level 3: Person perception(35)": 95,
366
- "Level 3: Polycythemia Vera(116)": 176,
367
- "Level 3: Polymerase chain reaction(131)": 191,
368
- "Level 3: Prejudice(33)": 93,
369
- "Level 3: Prenatal development(46)": 106,
370
- "Level 3: Problem-solving(51)": 111,
371
- "Level 3: Prosocial behavior(37)": 97,
372
- "Level 3: Psoriasis(117)": 177,
373
- "Level 3: Psoriatic Arthritis(118)": 178,
374
- "Level 3: Rainwater Harvesting(64)": 124,
375
- "Level 3: Relational databases(8)": 68,
376
- "Level 3: Remote Sensing(63)": 123,
377
- "Level 3: Rheumatoid Arthritis(119)": 179,
378
- "Level 3: Satellite radio(27)": 87,
379
- "Level 3: Schizophrenia(43)": 103,
380
- "Level 3: Seasonal affective disorder(42)": 102,
381
- "Level 3: Senior Health(120)": 180,
382
- "Level 3: Signal-flow graph(29)": 89,
383
- "Level 3: Skin Care(81)": 141,
384
- "Level 3: Smoking Cessation(121)": 181,
385
- "Level 3: Social cognition(34)": 94,
386
- "Level 3: Software engineering(9)": 69,
387
- "Level 3: Solar Energy(69)": 129,
388
- "Level 3: Southern blotting(133)": 193,
389
- "Level 3: Sports Injuries(122)": 182,
390
- "Level 3: Sprains and Strains(123)": 183,
391
- "Level 3: State space representation(30)": 90,
392
- "Level 3: Stealth Technology(67)": 127,
393
- "Level 3: Strength of materials(60)": 120,
394
- "Level 3: Stress Management(124)": 184,
395
- "Level 3: Structured Storage(11)": 71,
396
- "Level 3: Suspension Bridge(66)": 126,
397
- "Level 3: Symbolic computation(12)": 72,
398
- "Level 3: System identification(22)": 82,
399
- "Level 3: Thermodynamics(58)": 118,
400
- "Level 3: Voltage law(20)": 80,
401
- "Level 3: Water Pollution:Underwater Windmill(65)": 125,
402
- "Level 3: Weight Loss(88)": 148,
403
- "Level 3: computer-aided design(52)": 112,
404
- "Level 3: network security(2)": 62
405
  },
406
  "layer_norm_eps": 1e-12,
407
  "max_position_embeddings": 512,
@@ -410,7 +290,7 @@
410
  "num_hidden_layers": 12,
411
  "pad_token_id": 0,
412
  "position_embedding_type": "absolute",
413
- "problem_type": "multi_label_classification",
414
  "torch_dtype": "float32",
415
  "transformers_version": "4.25.1",
416
  "type_vocab_size": 2,
 
1
  {
2
+ "_name_or_path": "/data/ekvall/WOS_model/WOS46985Bert/checkpoint-5288",
3
  "architectures": [
4
  "BertForSequenceClassification"
5
  ],
 
10
  "hidden_dropout_prob": 0.1,
11
  "hidden_size": 768,
12
  "id2label": {
13
+ "0": "Computer vision",
14
+ "1": "Machine learning",
15
+ "2": "network security",
16
+ "3": "Cryptography",
17
+ "4": "Operating systems",
18
+ "5": "Computer graphics",
19
+ "6": "Image processing",
20
+ "7": "Parallel computing",
21
+ "8": "Relational databases",
22
+ "9": "Software engineering",
23
+ "10": "Distributed computing",
24
+ "11": "Structured Storage",
25
+ "12": "Symbolic computation",
26
+ "13": "Algorithm design",
27
+ "14": "Computer programming",
28
+ "15": "Data structures",
29
+ "16": "Bioinformatics",
30
+ "17": "Electricity",
31
+ "18": "Lorentz force law",
32
+ "19": "Electrical circuits",
33
+ "20": "Voltage law",
34
+ "21": "Digital control",
35
+ "22": "System identification",
36
+ "23": "Electrical network",
37
+ "24": "Microcontroller",
38
+ "25": "Analog signal processing:Electrical generator",
39
+ "26": "Electric motor:Single-phase electric power",
40
+ "27": "Satellite radio",
41
+ "28": "Control engineering",
42
+ "29": "Signal-flow graph",
43
+ "30": "State space representation",
44
+ "31": "PID controller",
45
+ "32": "Operational amplifier",
46
+ "33": "Prejudice",
47
+ "34": "Social cognition",
48
+ "35": "Person perception",
49
+ "36": "Nonverbal communication",
50
+ "37": "Prosocial behavior",
51
+ "38": "Leadership",
52
+ "39": "Eating disorders",
53
+ "40": "Depression",
54
+ "41": "Borderline personality disorder",
55
+ "42": "Seasonal affective disorder",
56
+ "43": "Schizophrenia",
57
+ "44": "Antisocial personality disorder",
58
+ "45": "Media violence",
59
+ "46": "Prenatal development",
60
+ "47": "Child abuse",
61
+ "48": "Gender roles",
62
+ "49": "False memories",
63
+ "50": "Attention",
64
+ "51": "Problem-solving",
65
+ "52": "computer-aided design",
66
+ "53": "Hydraulics",
67
+ "54": "Manufacturing engineering",
68
+ "55": "Machine design",
69
+ "56": "Fluid mechanics",
70
+ "57": "Internal combustion engine",
71
+ "58": "Thermodynamics",
72
+ "59": "Materials Engineering",
73
+ "60": "Strength of materials",
74
+ "61": "Ambient Intelligence",
75
+ "62": "Highway Network System:Geotextile",
76
+ "63": "Remote Sensing",
77
+ "64": "Rainwater Harvesting",
78
+ "65": "Underwater Windmill:Water Pollution",
79
+ "66": "Suspension Bridge",
80
+ "67": "Stealth Technology",
81
+ "68": "Green Building",
82
+ "69": "Solar Energy",
83
+ "70": "Construction Management",
84
+ "71": "Transparent Concrete:Nano Concrete:Smart Material",
85
+ "72": "Addiction",
86
+ "73": "Allergies",
87
+ "74": "Alzheimer's Disease",
88
+ "75": "Ankylosing Spondylitis",
89
+ "76": "Bamboo as a Building Material:Anxiety",
90
+ "77": "Asthma",
91
+ "78": "Atopic Dermatitis",
92
+ "79": "Atrial Fibrillation",
93
+ "80": "Autism",
94
+ "81": "Skin Care",
95
+ "82": "Bipolar Disorder",
96
+ "83": "Birth Control",
97
+ "84": "Children's Health",
98
+ "85": "Crohn's Disease",
99
+ "86": "Dementia",
100
+ "87": "Diabetes",
101
+ "88": "Weight Loss",
102
+ "89": "Digestive Health:Outdoor Health",
103
+ "90": "Emergency Contraception",
104
+ "91": "Mental Health",
105
+ "92": "Fungal Infection",
106
+ "93": "Headache",
107
+ "94": "Healthy Sleep",
108
+ "95": "Heart Disease",
109
+ "96": "Hepatitis C",
110
+ "97": "Hereditary Angioedema",
111
+ "98": "HIV/AIDS",
112
+ "99": "Hypothyroidism",
113
+ "100": "Idiopathic Pulmonary Fibrosis",
114
+ "101": "Irritable Bowel Syndrome",
115
+ "102": "Kidney Health",
116
+ "103": "Low Testosterone",
117
+ "104": "Lymphoma",
118
+ "105": "Medicare",
119
+ "106": "Menopause",
120
+ "107": "Migraine",
121
+ "108": "Multiple Sclerosis",
122
+ "109": "Myelofibrosis",
123
+ "110": "Cancer",
124
+ "111": "Osteoarthritis",
125
+ "112": "Osteoporosis",
126
+ "113": "Overactive Bladder",
127
+ "114": "Parenting",
128
+ "115": "Parkinson's Disease",
129
+ "116": "Polycythemia Vera",
130
+ "117": "Psoriasis",
131
+ "118": "Psoriatic Arthritis",
132
+ "119": "Rheumatoid Arthritis",
133
+ "120": "Senior Health",
134
+ "121": "Smoking Cessation",
135
+ "122": "Sports Injuries",
136
+ "123": "Sprains and Strains",
137
+ "124": "Stress Management",
138
+ "125": "Molecular biology",
139
+ "126": "Cell biology:DNA/RNA sequencing",
140
+ "127": "Human Metabolism",
141
+ "128": "Immunology",
142
+ "129": "Genetics",
143
+ "130": "Enzymology",
144
+ "131": "Polymerase chain reaction",
145
+ "132": "Northern blotting",
146
+ "133": "Southern blotting"
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
147
  },
148
  "initializer_range": 0.02,
149
  "intermediate_size": 3072,
150
  "label2id": {
151
+ "Addiction": 72,
152
+ "Algorithm design": 13,
153
+ "Allergies": 73,
154
+ "Alzheimer's Disease": 74,
155
+ "Ambient Intelligence": 61,
156
+ "Analog signal processing:Electrical generator": 25,
157
+ "Ankylosing Spondylitis": 75,
158
+ "Antisocial personality disorder": 44,
159
+ "Asthma": 77,
160
+ "Atopic Dermatitis": 78,
161
+ "Atrial Fibrillation": 79,
162
+ "Attention": 50,
163
+ "Autism": 80,
164
+ "Bamboo as a Building Material:Anxiety": 76,
165
+ "Bioinformatics": 16,
166
+ "Bipolar Disorder": 82,
167
+ "Birth Control": 83,
168
+ "Borderline personality disorder": 41,
169
+ "Cancer": 110,
170
+ "Cell biology:DNA/RNA sequencing": 126,
171
+ "Child abuse": 47,
172
+ "Children's Health": 84,
173
+ "Computer graphics": 5,
174
+ "Computer programming": 14,
175
+ "Computer vision": 0,
176
+ "Construction Management": 70,
177
+ "Control engineering": 28,
178
+ "Crohn's Disease": 85,
179
+ "Cryptography": 3,
180
+ "Data structures": 15,
181
+ "Dementia": 86,
182
+ "Depression": 40,
183
+ "Diabetes": 87,
184
+ "Digestive Health:Outdoor Health": 89,
185
+ "Digital control": 21,
186
+ "Distributed computing": 10,
187
+ "Eating disorders": 39,
188
+ "Electric motor:Single-phase electric power": 26,
189
+ "Electrical circuits": 19,
190
+ "Electrical network": 23,
191
+ "Electricity": 17,
192
+ "Emergency Contraception": 90,
193
+ "Enzymology": 130,
194
+ "False memories": 49,
195
+ "Fluid mechanics": 56,
196
+ "Fungal Infection": 92,
197
+ "Gender roles": 48,
198
+ "Genetics": 129,
199
+ "Green Building": 68,
200
+ "HIV/AIDS": 98,
201
+ "Headache": 93,
202
+ "Healthy Sleep": 94,
203
+ "Heart Disease": 95,
204
+ "Hepatitis C": 96,
205
+ "Hereditary Angioedema": 97,
206
+ "Highway Network System:Geotextile": 62,
207
+ "Human Metabolism": 127,
208
+ "Hydraulics": 53,
209
+ "Hypothyroidism": 99,
210
+ "Idiopathic Pulmonary Fibrosis": 100,
211
+ "Image processing": 6,
212
+ "Immunology": 128,
213
+ "Internal combustion engine": 57,
214
+ "Irritable Bowel Syndrome": 101,
215
+ "Kidney Health": 102,
216
+ "Leadership": 38,
217
+ "Lorentz force law": 18,
218
+ "Low Testosterone": 103,
219
+ "Lymphoma": 104,
220
+ "Machine design": 55,
221
+ "Machine learning": 1,
222
+ "Manufacturing engineering": 54,
223
+ "Materials Engineering": 59,
224
+ "Media violence": 45,
225
+ "Medicare": 105,
226
+ "Menopause": 106,
227
+ "Mental Health": 91,
228
+ "Microcontroller": 24,
229
+ "Migraine": 107,
230
+ "Molecular biology": 125,
231
+ "Multiple Sclerosis": 108,
232
+ "Myelofibrosis": 109,
233
+ "Nonverbal communication": 36,
234
+ "Northern blotting": 132,
235
+ "Operating systems": 4,
236
+ "Operational amplifier": 32,
237
+ "Osteoarthritis": 111,
238
+ "Osteoporosis": 112,
239
+ "Overactive Bladder": 113,
240
+ "PID controller": 31,
241
+ "Parallel computing": 7,
242
+ "Parenting": 114,
243
+ "Parkinson's Disease": 115,
244
+ "Person perception": 35,
245
+ "Polycythemia Vera": 116,
246
+ "Polymerase chain reaction": 131,
247
+ "Prejudice": 33,
248
+ "Prenatal development": 46,
249
+ "Problem-solving": 51,
250
+ "Prosocial behavior": 37,
251
+ "Psoriasis": 117,
252
+ "Psoriatic Arthritis": 118,
253
+ "Rainwater Harvesting": 64,
254
+ "Relational databases": 8,
255
+ "Remote Sensing": 63,
256
+ "Rheumatoid Arthritis": 119,
257
+ "Satellite radio": 27,
258
+ "Schizophrenia": 43,
259
+ "Seasonal affective disorder": 42,
260
+ "Senior Health": 120,
261
+ "Signal-flow graph": 29,
262
+ "Skin Care": 81,
263
+ "Smoking Cessation": 121,
264
+ "Social cognition": 34,
265
+ "Software engineering": 9,
266
+ "Solar Energy": 69,
267
+ "Southern blotting": 133,
268
+ "Sports Injuries": 122,
269
+ "Sprains and Strains": 123,
270
+ "State space representation": 30,
271
+ "Stealth Technology": 67,
272
+ "Strength of materials": 60,
273
+ "Stress Management": 124,
274
+ "Structured Storage": 11,
275
+ "Suspension Bridge": 66,
276
+ "Symbolic computation": 12,
277
+ "System identification": 22,
278
+ "Thermodynamics": 58,
279
+ "Transparent Concrete:Nano Concrete:Smart Material": 71,
280
+ "Underwater Windmill:Water Pollution": 65,
281
+ "Voltage law": 20,
282
+ "Weight Loss": 88,
283
+ "computer-aided design": 52,
284
+ "network security": 2
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
285
  },
286
  "layer_norm_eps": 1e-12,
287
  "max_position_embeddings": 512,
 
290
  "num_hidden_layers": 12,
291
  "pad_token_id": 0,
292
  "position_embedding_type": "absolute",
293
+ "problem_type": "single_label_classification",
294
  "torch_dtype": "float32",
295
  "transformers_version": "4.25.1",
296
  "type_vocab_size": 2,
pytorch_model.bin CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:eab356eb6a3c7cd09732aa8e294b63a8fc2d7fa86623861fe19b576d09eddf39
3
- size 438595701
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9a58534eb0adb92ac9e8b80b5ae7ee1de340aba685fadfaccb2701b3a1d6eb79
3
+ size 438411125