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Multi-instruction Visual Reasoning on MM4

172ScoreQwen2.5-vl-max
4.5648.0391.5134.97Mar 3, 2026

Evaluation results

MethodLinks
Qwen2.5-vl-maxn (scoring scheme)=12026.03172
GPT-4on (scoring scheme)=12026.03170
LLaVA-1.5-3Bn (scoring scheme)=12026.03165
iGVLM-3Bn (scoring scheme)=12026.03164
QA-ViT-13Bn (scoring scheme)=12026.03163
QA-ViT-7Bn (scoring scheme)=12026.03162
GPT-4vn (scoring scheme)=12026.03161
iGVLM-13Bn (scoring scheme)=12026.03161
LLaVA1.5-13Bn (scoring scheme)=12026.03161
iGVLM-7Bn (scoring scheme)=12026.03161
LLaVA1.5-7Bn (scoring scheme)=12026.03157
Qwen2.5-vl-maxn (scoring scheme)=22026.03149
GPT-4on (scoring scheme)=22026.03138
LLaVA-1.5-3Bn (scoring scheme)=22026.03130
iGVLM-3Bn (scoring scheme)=22026.03124
GPT-4vn (scoring scheme)=22026.03120
iGVLM-13Bn (scoring scheme)=22026.03117
QA-ViT-13Bn (scoring scheme)=22026.03115
Qwen2.5-vl-maxn (scoring scheme)=32026.03114
LLaVA1.5-13Bn (scoring scheme)=22026.03113
LLaVA1.5-7Bn (scoring scheme)=22026.03113
iGVLM-7Bn (scoring scheme)=22026.03109
QA-ViT-7Bn (scoring scheme)=22026.03108
GPT-4on (scoring scheme)=32026.03107
LLaVA-1.5-3Bn (scoring scheme)=32026.0382
iGVLM-3Bn (scoring scheme)=32026.0378
LLaVA1.5-13Bn (scoring scheme)=32026.0377
iGVLM-13Bn (scoring scheme)=32026.0371
QA-ViT-13Bn (scoring scheme)=32026.0368
GPT-4vn (scoring scheme)=32026.0366
LLaVA1.5-7Bn (scoring scheme)=32026.0361
QA-ViT-7Bn (scoring scheme)=32026.0359
GPT-4on (scoring scheme)=42026.0358
iGVLM-7Bn (scoring scheme)=32026.0358
Qwen2.5-vl-maxn (scoring scheme)=42026.0352
iGVLM-3Bn (scoring scheme)=42026.0329
LLaVA-1.5-3Bn (scoring scheme)=42026.0327
GPT-4vn (scoring scheme)=42026.0324
iGVLM-13Bn (scoring scheme)=42026.0323
QA-ViT-13Bn (scoring scheme)=42026.0321
LLaVA1.5-13Bn (scoring scheme)=42026.0318
iGVLM-7Bn (scoring scheme)=42026.0317
LLaVA1.5-7Bn (scoring scheme)=42026.0313
QA-ViT-7Bn (scoring scheme)=42026.0311