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@@ -16,6 +16,535 @@ tags:
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  pretty_name: tmmlu++
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  size_categories:
18
  - 100K<n<1M
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
19
  ---
20
  # TMMLU+ : Large scale traditional chinese massive multitask language understanding
21
 
 
16
  pretty_name: tmmlu++
17
  size_categories:
18
  - 100K<n<1M
19
+ configs:
20
+ - config_name: engineering_math
21
+ datafiles:
22
+ - split: train
23
+ - "data/engineering_math_dev.csv"
24
+ - split: validation
25
+ - "data/engineering_math_val.csv"
26
+ - split: test
27
+ - "data/engineering_math_test.csv"
28
+ - config_name: dentistry
29
+ datafiles:
30
+ - split: train
31
+ - "data/dentistry_dev.csv"
32
+ - split: validation
33
+ - "data/dentistry_val.csv"
34
+ - split: test
35
+ - "data/dentistry_test.csv"
36
+ - config_name: traditional_chinese_medicine_clinical_medicine
37
+ datafiles:
38
+ - split: train
39
+ - "data/traditional_chinese_medicine_clinical_medicine_dev.csv"
40
+ - split: validation
41
+ - "data/traditional_chinese_medicine_clinical_medicine_val.csv"
42
+ - split: test
43
+ - "data/traditional_chinese_medicine_clinical_medicine_test.csv"
44
+ - config_name: clinical_psychology
45
+ datafiles:
46
+ - split: train
47
+ - "data/clinical_psychology_dev.csv"
48
+ - split: validation
49
+ - "data/clinical_psychology_val.csv"
50
+ - split: test
51
+ - "data/clinical_psychology_test.csv"
52
+ - config_name: technical
53
+ datafiles:
54
+ - split: train
55
+ - "data/technical_dev.csv"
56
+ - split: validation
57
+ - "data/technical_val.csv"
58
+ - split: test
59
+ - "data/technical_test.csv"
60
+ - config_name: culinary_skills
61
+ datafiles:
62
+ - split: train
63
+ - "data/culinary_skills_dev.csv"
64
+ - split: validation
65
+ - "data/culinary_skills_val.csv"
66
+ - split: test
67
+ - "data/culinary_skills_test.csv"
68
+ - config_name: mechanical
69
+ datafiles:
70
+ - split: train
71
+ - "data/mechanical_dev.csv"
72
+ - split: validation
73
+ - "data/mechanical_val.csv"
74
+ - split: test
75
+ - "data/mechanical_test.csv"
76
+ - config_name: logic_reasoning
77
+ datafiles:
78
+ - split: train
79
+ - "data/logic_reasoning_dev.csv"
80
+ - split: validation
81
+ - "data/logic_reasoning_val.csv"
82
+ - split: test
83
+ - "data/logic_reasoning_test.csv"
84
+ - config_name: real_estate
85
+ datafiles:
86
+ - split: train
87
+ - "data/real_estate_dev.csv"
88
+ - split: validation
89
+ - "data/real_estate_val.csv"
90
+ - split: test
91
+ - "data/real_estate_test.csv"
92
+ - config_name: general_principles_of_law
93
+ datafiles:
94
+ - split: train
95
+ - "data/general_principles_of_law_dev.csv"
96
+ - split: validation
97
+ - "data/general_principles_of_law_val.csv"
98
+ - split: test
99
+ - "data/general_principles_of_law_test.csv"
100
+ - config_name: finance_banking
101
+ datafiles:
102
+ - split: train
103
+ - "data/finance_banking_dev.csv"
104
+ - split: validation
105
+ - "data/finance_banking_val.csv"
106
+ - split: test
107
+ - "data/finance_banking_test.csv"
108
+ - config_name: anti_money_laundering
109
+ datafiles:
110
+ - split: train
111
+ - "data/anti_money_laundering_dev.csv"
112
+ - split: validation
113
+ - "data/anti_money_laundering_val.csv"
114
+ - split: test
115
+ - "data/anti_money_laundering_test.csv"
116
+ - config_name: ttqav2
117
+ datafiles:
118
+ - split: train
119
+ - "data/ttqav2_dev.csv"
120
+ - split: validation
121
+ - "data/ttqav2_val.csv"
122
+ - split: test
123
+ - "data/ttqav2_test.csv"
124
+ - config_name: marketing_management
125
+ datafiles:
126
+ - split: train
127
+ - "data/marketing_management_dev.csv"
128
+ - split: validation
129
+ - "data/marketing_management_val.csv"
130
+ - split: test
131
+ - "data/marketing_management_test.csv"
132
+ - config_name: business_management
133
+ datafiles:
134
+ - split: train
135
+ - "data/business_management_dev.csv"
136
+ - split: validation
137
+ - "data/business_management_val.csv"
138
+ - split: test
139
+ - "data/business_management_test.csv"
140
+ - config_name: organic_chemistry
141
+ datafiles:
142
+ - split: train
143
+ - "data/organic_chemistry_dev.csv"
144
+ - split: validation
145
+ - "data/organic_chemistry_val.csv"
146
+ - split: test
147
+ - "data/organic_chemistry_test.csv"
148
+ - config_name: advance_chemistry
149
+ datafiles:
150
+ - split: train
151
+ - "data/advance_chemistry_dev.csv"
152
+ - split: validation
153
+ - "data/advance_chemistry_val.csv"
154
+ - split: test
155
+ - "data/advance_chemistry_test.csv"
156
+ - config_name: physics
157
+ datafiles:
158
+ - split: train
159
+ - "data/physics_dev.csv"
160
+ - split: validation
161
+ - "data/physics_val.csv"
162
+ - split: test
163
+ - "data/physics_test.csv"
164
+ - config_name: secondary_physics
165
+ datafiles:
166
+ - split: train
167
+ - "data/secondary_physics_dev.csv"
168
+ - split: validation
169
+ - "data/secondary_physics_val.csv"
170
+ - split: test
171
+ - "data/secondary_physics_test.csv"
172
+ - config_name: human_behavior
173
+ datafiles:
174
+ - split: train
175
+ - "data/human_behavior_dev.csv"
176
+ - split: validation
177
+ - "data/human_behavior_val.csv"
178
+ - split: test
179
+ - "data/human_behavior_test.csv"
180
+ - config_name: national_protection
181
+ datafiles:
182
+ - split: train
183
+ - "data/national_protection_dev.csv"
184
+ - split: validation
185
+ - "data/national_protection_val.csv"
186
+ - split: test
187
+ - "data/national_protection_test.csv"
188
+ - config_name: jce_humanities
189
+ datafiles:
190
+ - split: train
191
+ - "data/jce_humanities_dev.csv"
192
+ - split: validation
193
+ - "data/jce_humanities_val.csv"
194
+ - split: test
195
+ - "data/jce_humanities_test.csv"
196
+ - config_name: politic_science
197
+ datafiles:
198
+ - split: train
199
+ - "data/politic_science_dev.csv"
200
+ - split: validation
201
+ - "data/politic_science_val.csv"
202
+ - split: test
203
+ - "data/politic_science_test.csv"
204
+ - config_name: agriculture
205
+ datafiles:
206
+ - split: train
207
+ - "data/agriculture_dev.csv"
208
+ - split: validation
209
+ - "data/agriculture_val.csv"
210
+ - split: test
211
+ - "data/agriculture_test.csv"
212
+ - config_name: official_document_management
213
+ datafiles:
214
+ - split: train
215
+ - "data/official_document_management_dev.csv"
216
+ - split: validation
217
+ - "data/official_document_management_val.csv"
218
+ - split: test
219
+ - "data/official_document_management_test.csv"
220
+ - config_name: financial_analysis
221
+ datafiles:
222
+ - split: train
223
+ - "data/financial_analysis_dev.csv"
224
+ - split: validation
225
+ - "data/financial_analysis_val.csv"
226
+ - split: test
227
+ - "data/financial_analysis_test.csv"
228
+ - config_name: pharmacy
229
+ datafiles:
230
+ - split: train
231
+ - "data/pharmacy_dev.csv"
232
+ - split: validation
233
+ - "data/pharmacy_val.csv"
234
+ - split: test
235
+ - "data/pharmacy_test.csv"
236
+ - config_name: educational_psychology
237
+ datafiles:
238
+ - split: train
239
+ - "data/educational_psychology_dev.csv"
240
+ - split: validation
241
+ - "data/educational_psychology_val.csv"
242
+ - split: test
243
+ - "data/educational_psychology_test.csv"
244
+ - config_name: statistics_and_machine_learning
245
+ datafiles:
246
+ - split: train
247
+ - "data/statistics_and_machine_learning_dev.csv"
248
+ - split: validation
249
+ - "data/statistics_and_machine_learning_val.csv"
250
+ - split: test
251
+ - "data/statistics_and_machine_learning_test.csv"
252
+ - config_name: management_accounting
253
+ datafiles:
254
+ - split: train
255
+ - "data/management_accounting_dev.csv"
256
+ - split: validation
257
+ - "data/management_accounting_val.csv"
258
+ - split: test
259
+ - "data/management_accounting_test.csv"
260
+ - config_name: introduction_to_law
261
+ datafiles:
262
+ - split: train
263
+ - "data/introduction_to_law_dev.csv"
264
+ - split: validation
265
+ - "data/introduction_to_law_val.csv"
266
+ - split: test
267
+ - "data/introduction_to_law_test.csv"
268
+ - config_name: computer_science
269
+ datafiles:
270
+ - split: train
271
+ - "data/computer_science_dev.csv"
272
+ - split: validation
273
+ - "data/computer_science_val.csv"
274
+ - split: test
275
+ - "data/computer_science_test.csv"
276
+ - config_name: veterinary_pathology
277
+ datafiles:
278
+ - split: train
279
+ - "data/veterinary_pathology_dev.csv"
280
+ - split: validation
281
+ - "data/veterinary_pathology_val.csv"
282
+ - split: test
283
+ - "data/veterinary_pathology_test.csv"
284
+ - config_name: accounting
285
+ datafiles:
286
+ - split: train
287
+ - "data/accounting_dev.csv"
288
+ - split: validation
289
+ - "data/accounting_val.csv"
290
+ - split: test
291
+ - "data/accounting_test.csv"
292
+ - config_name: fire_science
293
+ datafiles:
294
+ - split: train
295
+ - "data/fire_science_dev.csv"
296
+ - split: validation
297
+ - "data/fire_science_val.csv"
298
+ - split: test
299
+ - "data/fire_science_test.csv"
300
+ - config_name: optometry
301
+ datafiles:
302
+ - split: train
303
+ - "data/optometry_dev.csv"
304
+ - split: validation
305
+ - "data/optometry_val.csv"
306
+ - split: test
307
+ - "data/optometry_test.csv"
308
+ - config_name: insurance_studies
309
+ datafiles:
310
+ - split: train
311
+ - "data/insurance_studies_dev.csv"
312
+ - split: validation
313
+ - "data/insurance_studies_val.csv"
314
+ - split: test
315
+ - "data/insurance_studies_test.csv"
316
+ - config_name: pharmacology
317
+ datafiles:
318
+ - split: train
319
+ - "data/pharmacology_dev.csv"
320
+ - split: validation
321
+ - "data/pharmacology_val.csv"
322
+ - split: test
323
+ - "data/pharmacology_test.csv"
324
+ - config_name: taxation
325
+ datafiles:
326
+ - split: train
327
+ - "data/taxation_dev.csv"
328
+ - split: validation
329
+ - "data/taxation_val.csv"
330
+ - split: test
331
+ - "data/taxation_test.csv"
332
+ - config_name: trust_practice
333
+ datafiles:
334
+ - split: train
335
+ - "data/trust_practice_dev.csv"
336
+ - split: validation
337
+ - "data/trust_practice_val.csv"
338
+ - split: test
339
+ - "data/trust_practice_test.csv"
340
+ - config_name: geography_of_taiwan
341
+ datafiles:
342
+ - split: train
343
+ - "data/geography_of_taiwan_dev.csv"
344
+ - split: validation
345
+ - "data/geography_of_taiwan_val.csv"
346
+ - split: test
347
+ - "data/geography_of_taiwan_test.csv"
348
+ - config_name: physical_education
349
+ datafiles:
350
+ - split: train
351
+ - "data/physical_education_dev.csv"
352
+ - split: validation
353
+ - "data/physical_education_val.csv"
354
+ - split: test
355
+ - "data/physical_education_test.csv"
356
+ - config_name: auditing
357
+ datafiles:
358
+ - split: train
359
+ - "data/auditing_dev.csv"
360
+ - split: validation
361
+ - "data/auditing_val.csv"
362
+ - split: test
363
+ - "data/auditing_test.csv"
364
+ - config_name: administrative_law
365
+ datafiles:
366
+ - split: train
367
+ - "data/administrative_law_dev.csv"
368
+ - split: validation
369
+ - "data/administrative_law_val.csv"
370
+ - split: test
371
+ - "data/administrative_law_test.csv"
372
+ - config_name: education_(profession_level)
373
+ datafiles:
374
+ - split: train
375
+ - "data/education_(profession_level)_dev.csv"
376
+ - split: validation
377
+ - "data/education_(profession_level)_val.csv"
378
+ - split: test
379
+ - "data/education_(profession_level)_test.csv"
380
+ - config_name: economics
381
+ datafiles:
382
+ - split: train
383
+ - "data/economics_dev.csv"
384
+ - split: validation
385
+ - "data/economics_val.csv"
386
+ - split: test
387
+ - "data/economics_test.csv"
388
+ - config_name: veterinary_pharmacology
389
+ datafiles:
390
+ - split: train
391
+ - "data/veterinary_pharmacology_dev.csv"
392
+ - split: validation
393
+ - "data/veterinary_pharmacology_val.csv"
394
+ - split: test
395
+ - "data/veterinary_pharmacology_test.csv"
396
+ - config_name: nautical_science
397
+ datafiles:
398
+ - split: train
399
+ - "data/nautical_science_dev.csv"
400
+ - split: validation
401
+ - "data/nautical_science_val.csv"
402
+ - split: test
403
+ - "data/nautical_science_test.csv"
404
+ - config_name: occupational_therapy_for_psychological_disorders
405
+ datafiles:
406
+ - split: train
407
+ - "data/occupational_therapy_for_psychological_disorders_dev.csv"
408
+ - split: validation
409
+ - "data/occupational_therapy_for_psychological_disorders_val.csv"
410
+ - split: test
411
+ - "data/occupational_therapy_for_psychological_disorders_test.csv"
412
+ - config_name: basic_medical_science
413
+ datafiles:
414
+ - split: train
415
+ - "data/basic_medical_science_dev.csv"
416
+ - split: validation
417
+ - "data/basic_medical_science_val.csv"
418
+ - split: test
419
+ - "data/basic_medical_science_test.csv"
420
+ - config_name: macroeconomics
421
+ datafiles:
422
+ - split: train
423
+ - "data/macroeconomics_dev.csv"
424
+ - split: validation
425
+ - "data/macroeconomics_val.csv"
426
+ - split: test
427
+ - "data/macroeconomics_test.csv"
428
+ - config_name: trade
429
+ datafiles:
430
+ - split: train
431
+ - "data/trade_dev.csv"
432
+ - split: validation
433
+ - "data/trade_val.csv"
434
+ - split: test
435
+ - "data/trade_test.csv"
436
+ - config_name: chinese_language_and_literature
437
+ datafiles:
438
+ - split: train
439
+ - "data/chinese_language_and_literature_dev.csv"
440
+ - split: validation
441
+ - "data/chinese_language_and_literature_val.csv"
442
+ - split: test
443
+ - "data/chinese_language_and_literature_test.csv"
444
+ - config_name: tve_design
445
+ datafiles:
446
+ - split: train
447
+ - "data/tve_design_dev.csv"
448
+ - split: validation
449
+ - "data/tve_design_val.csv"
450
+ - split: test
451
+ - "data/tve_design_test.csv"
452
+ - config_name: junior_science_exam
453
+ datafiles:
454
+ - split: train
455
+ - "data/junior_science_exam_dev.csv"
456
+ - split: validation
457
+ - "data/junior_science_exam_val.csv"
458
+ - split: test
459
+ - "data/junior_science_exam_test.csv"
460
+ - config_name: junior_math_exam
461
+ datafiles:
462
+ - split: train
463
+ - "data/junior_math_exam_dev.csv"
464
+ - split: validation
465
+ - "data/junior_math_exam_val.csv"
466
+ - split: test
467
+ - "data/junior_math_exam_test.csv"
468
+ - config_name: junior_chinese_exam
469
+ datafiles:
470
+ - split: train
471
+ - "data/junior_chinese_exam_dev.csv"
472
+ - split: validation
473
+ - "data/junior_chinese_exam_val.csv"
474
+ - split: test
475
+ - "data/junior_chinese_exam_test.csv"
476
+ - config_name: junior_social_studies
477
+ datafiles:
478
+ - split: train
479
+ - "data/junior_social_studies_dev.csv"
480
+ - split: validation
481
+ - "data/junior_social_studies_val.csv"
482
+ - split: test
483
+ - "data/junior_social_studies_test.csv"
484
+ - config_name: tve_mathematics
485
+ datafiles:
486
+ - split: train
487
+ - "data/tve_mathematics_dev.csv"
488
+ - split: validation
489
+ - "data/tve_mathematics_val.csv"
490
+ - split: test
491
+ - "data/tve_mathematics_test.csv"
492
+ - config_name: tve_chinese_language
493
+ datafiles:
494
+ - split: train
495
+ - "data/tve_chinese_language_dev.csv"
496
+ - split: validation
497
+ - "data/tve_chinese_language_val.csv"
498
+ - split: test
499
+ - "data/tve_chinese_language_test.csv"
500
+ - config_name: tve_natural_sciences
501
+ datafiles:
502
+ - split: train
503
+ - "data/tve_natural_sciences_dev.csv"
504
+ - split: validation
505
+ - "data/tve_natural_sciences_val.csv"
506
+ - split: test
507
+ - "data/tve_natural_sciences_test.csv"
508
+ - config_name: junior_chemistry
509
+ datafiles:
510
+ - split: train
511
+ - "data/junior_chemistry_dev.csv"
512
+ - split: validation
513
+ - "data/junior_chemistry_val.csv"
514
+ - split: test
515
+ - "data/junior_chemistry_test.csv"
516
+ - config_name: music
517
+ datafiles:
518
+ - split: train
519
+ - "data/music_dev.csv"
520
+ - split: validation
521
+ - "data/music_val.csv"
522
+ - split: test
523
+ - "data/music_test.csv"
524
+ - config_name: education
525
+ datafiles:
526
+ - split: train
527
+ - "data/education_dev.csv"
528
+ - split: validation
529
+ - "data/education_val.csv"
530
+ - split: test
531
+ - "data/education_test.csv"
532
+ - config_name: three_principles_of_people
533
+ datafiles:
534
+ - split: train
535
+ - "data/three_principles_of_people_dev.csv"
536
+ - split: validation
537
+ - "data/three_principles_of_people_val.csv"
538
+ - split: test
539
+ - "data/three_principles_of_people_test.csv"
540
+ - config_name: taiwanese_hokkien
541
+ datafiles:
542
+ - split: train
543
+ - "data/taiwanese_hokkien_dev.csv"
544
+ - split: validation
545
+ - "data/taiwanese_hokkien_val.csv"
546
+ - split: test
547
+ - "data/taiwanese_hokkien_test.csv"
548
  ---
549
  # TMMLU+ : Large scale traditional chinese massive multitask language understanding
550