doc_id
int64
1
5.01k
benchmark
large_stringclasses
5 values
category
large_stringclasses
5 values
qwen_vl_chat
float64
0
1
qwen2_vl_7b_instruct
float64
0
1
qwen2_5_vl_7b_instruct
float64
0
1
qwen3_vl_8b_instruct
float64
0
1
internvl2_8b
float64
0
1
internvl2_5_8b
float64
0
1
internvl3_8b_instruct
float64
0
1
internvl3_5_8b_instruct
float64
0
1
qwen3_vl_2b_instruct
float64
0
1
qwen3_vl_4b_instruct
float64
0
1
gemma3_4b_it
float64
0
1
gemma3_12b_it
float64
0
1
609
mmmu_val
Academic Knowledge
1
0
1
1
0
0
1
0
0
1
1
0
612
mmmu_val
Academic Knowledge
1
0
0
1
1
0
1
1
0
1
0
1
619
mmmu_val
Academic Knowledge
0
0
1
1
0
0
1
1
0
1
1
1
624
mmmu_val
Academic Knowledge
1
0
0
1
0
1
1
1
0
0
1
0
627
mmmu_val
Academic Knowledge
1
1
0
0
1
0
0
1
0
1
1
1
630
mmmu_val
Academic Knowledge
0
1
1
1
0
0
0
0
1
1
1
1
636
mmmu_val
Academic Knowledge
1
1
1
0
1
0
0
1
1
0
0
0
638
mmmu_val
Academic Knowledge
0
1
1
1
0
0
0
0
1
0
1
1
641
mmmu_val
Academic Knowledge
0
1
1
1
0
1
1
0
0
0
0
1
665
mmmu_val
Academic Knowledge
0
1
1
1
0
1
0
1
0
0
0
1
680
mmmu_val
Academic Knowledge
0
1
1
0
1
1
0
0
0
0
1
1
683
mmmu_val
Academic Knowledge
1
0
0
0
1
1
1
0
0
1
0
1
695
mmmu_val
Academic Knowledge
0
0
1
1
1
1
0
0
0
1
1
1
700
mmmu_val
Academic Knowledge
1
0
0
1
0
0
1
1
0
1
1
0
702
mmmu_val
Academic Knowledge
0
0
0
0
1
1
1
0
0
1
1
1
703
mmmu_val
Academic Knowledge
1
0
0
0
1
1
1
1
0
1
0
0
712
mmmu_val
Academic Knowledge
1
1
1
0
0
0
0
0
1
0
1
1
718
mmmu_val
Academic Knowledge
1
0
1
1
1
0
1
0
0
0
0
1
728
mmmu_val
Academic Knowledge
0
0
0
1
0
1
0
1
0
1
1
1
738
mmmu_val
Academic Knowledge
0
1
0
1
1
1
0
1
1
0
0
0
742
mmmu_val
Academic Knowledge
0
1
1
0
0
0
0
0
1
1
1
1
750
mmmu_val
Academic Knowledge
1
1
0
1
0
1
1
0
0
0
1
0
764
mmmu_val
Academic Knowledge
0
0
1
0
1
0
1
0
1
1
0
1
788
mmmu_val
Academic Knowledge
1
0
0
1
0
0
1
0
1
0
1
1
790
mmmu_val
Academic Knowledge
0
1
1
1
0
1
0
1
0
0
0
1
841
mmmu_val
Academic Knowledge
1
1
1
0
1
1
0
1
0
0
0
0
854
mmmu_val
Academic Knowledge
0
1
1
1
0
1
1
1
0
0
0
0
859
mmmu_val
Academic Knowledge
0
0
0
1
1
1
1
1
0
0
0
1
862
mmmu_val
Academic Knowledge
1
1
0
1
0
0
1
1
1
0
0
0
899
mmmu_val
Academic Knowledge
1
0
0
0
1
0
1
1
1
1
0
0
23
mmt_val
Multi-Turn/Multilingual
0
0
0
1
0
0
1
1
1
1
1
0
56
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
1
1
0
1
0
1
0
96
mmt_val
Multi-Turn/Multilingual
1
0
0
0
0
1
1
0
0
1
1
1
105
mmt_val
Multi-Turn/Multilingual
1
1
1
0
0
1
0
1
1
0
0
0
106
mmt_val
Multi-Turn/Multilingual
0
0
0
0
1
1
0
1
1
1
0
1
124
mmt_val
Multi-Turn/Multilingual
1
1
0
1
0
0
1
0
0
1
1
0
147
mmt_val
Multi-Turn/Multilingual
0
0
0
0
1
1
1
1
0
0
1
1
165
mmt_val
Multi-Turn/Multilingual
1
0
0
1
1
0
1
1
0
0
1
0
181
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
0
0
0
1
1
1
1
182
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
0
0
0
1
1
1
0
186
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
1
0
0
1
1
0
1
188
mmt_val
Multi-Turn/Multilingual
1
0
1
1
1
1
1
0
0
0
0
0
192
mmt_val
Multi-Turn/Multilingual
0
1
0
1
1
0
1
1
0
1
0
0
205
mmt_val
Multi-Turn/Multilingual
0
1
1
1
1
1
0
1
0
0
0
0
214
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
0
0
1
1
1
0
1
221
mmt_val
Multi-Turn/Multilingual
0
1
1
1
1
0
0
0
1
0
1
0
229
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
1
0
0
1
1
0
1
249
mmt_val
Multi-Turn/Multilingual
0
0
0
1
0
1
0
1
0
1
1
1
262
mmt_val
Multi-Turn/Multilingual
1
1
0
1
0
0
0
0
1
1
1
0
273
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
0
1
1
0
1
0
0
274
mmt_val
Multi-Turn/Multilingual
1
1
1
1
0
0
1
1
0
0
0
0
283
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
1
0
1
0
0
0
1
292
mmt_val
Multi-Turn/Multilingual
0
0
1
1
1
0
0
0
1
1
1
0
298
mmt_val
Multi-Turn/Multilingual
0
1
0
1
1
1
1
0
0
1
0
0
320
mmt_val
Multi-Turn/Multilingual
0
0
1
0
1
1
1
1
0
0
0
1
323
mmt_val
Multi-Turn/Multilingual
1
1
1
1
0
0
0
0
1
0
1
0
324
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
1
1
1
0
0
1
0
325
mmt_val
Multi-Turn/Multilingual
0
0
0
1
1
1
0
1
0
0
1
1
332
mmt_val
Multi-Turn/Multilingual
0
0
0
1
1
1
1
1
0
1
0
0
333
mmt_val
Multi-Turn/Multilingual
0
1
1
1
1
1
0
1
0
0
0
0
341
mmt_val
Multi-Turn/Multilingual
0
0
1
1
1
0
0
1
1
0
1
0
355
mmt_val
Multi-Turn/Multilingual
0
1
1
0
1
1
1
0
0
1
0
0
370
mmt_val
Multi-Turn/Multilingual
0
1
1
1
1
1
0
0
0
1
0
0
372
mmt_val
Multi-Turn/Multilingual
1
1
1
1
0
1
0
0
0
1
0
0
374
mmt_val
Multi-Turn/Multilingual
0
0
0
1
0
0
1
1
1
1
0
1
396
mmt_val
Multi-Turn/Multilingual
0
0
1
1
1
0
0
1
0
1
0
1
397
mmt_val
Multi-Turn/Multilingual
1
1
1
1
0
1
0
0
1
0
0
0
411
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
0
1
1
1
1
0
0
414
mmt_val
Multi-Turn/Multilingual
0
0
1
0
1
1
1
1
0
1
0
0
427
mmt_val
Multi-Turn/Multilingual
0
1
1
0
0
1
1
0
1
0
1
0
445
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
1
0
0
0
1
0
1
448
mmt_val
Multi-Turn/Multilingual
0
1
0
0
0
1
1
1
1
1
0
0
460
mmt_val
Multi-Turn/Multilingual
0
0
0
0
0
1
0
1
1
1
1
1
463
mmt_val
Multi-Turn/Multilingual
0
1
0
1
1
1
1
0
0
0
0
1
468
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
0
1
0
1
1
1
0
477
mmt_val
Multi-Turn/Multilingual
0
0
0
1
1
1
1
1
0
1
0
0
479
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
0
0
0
1
1
1
1
503
mmt_val
Multi-Turn/Multilingual
0
0
0
0
0
1
0
1
1
1
1
1
510
mmt_val
Multi-Turn/Multilingual
1
1
1
1
0
1
0
0
0
1
0
0
524
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
0
0
0
1
1
1
1
540
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
1
1
0
0
1
0
1
541
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
1
0
0
1
1
0
1
571
mmt_val
Multi-Turn/Multilingual
0
0
1
0
0
1
0
1
1
0
1
1
573
mmt_val
Multi-Turn/Multilingual
1
0
0
0
1
1
0
1
1
1
0
0
594
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
1
1
1
1
0
0
0
603
mmt_val
Multi-Turn/Multilingual
0
0
1
1
1
0
1
1
0
1
0
0
607
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
1
1
1
0
0
0
1
651
mmt_val
Multi-Turn/Multilingual
0
0
1
1
1
0
0
1
1
0
1
0
681
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
0
1
1
0
1
0
0
700
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
0
0
0
1
1
1
1
705
mmt_val
Multi-Turn/Multilingual
0
0
1
1
0
0
1
1
0
0
1
1
711
mmt_val
Multi-Turn/Multilingual
0
1
0
1
0
0
1
1
0
1
1
0
717
mmt_val
Multi-Turn/Multilingual
0
0
0
1
1
1
1
1
1
0
0
0
720
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
1
0
0
0
1
1
0
730
mmt_val
Multi-Turn/Multilingual
0
0
0
1
1
1
1
1
0
0
1
0
739
mmt_val
Multi-Turn/Multilingual
0
1
1
1
1
0
0
0
1
1
0
0
740
mmt_val
Multi-Turn/Multilingual
0
1
1
1
0
0
0
1
1
1
0
0
741
mmt_val
Multi-Turn/Multilingual
1
1
1
1
1
0
0
0
1
0
0
0
752
mmt_val
Multi-Turn/Multilingual
0
1
0
1
1
0
0
0
1
1
1
0
805
mmt_val
Multi-Turn/Multilingual
0
1
0
1
1
1
1
0
1
0
0
0