Visual Question Answering on Encyclopedic-VQA Full
34.6AccuracyRMCD
Evaluation Results
| Method | Links | |
|---|---|---|
| RMCDBase LVLM=InternVL 2.5 (38B)2026.01 | 34.6 | |
| Max ProbabilityBase LVLM=InternVL 2.5 (38B)2026.01 | 34.1 | |
| ConcatBase LVLM=InternVL 2.5 (38B)2026.01 | 33.9 | |
| SCDBase LVLM=InternVL 2.5 (38B)2026.01 | 32.2 | |
| RAGBase LVLM=InternVL 2.5 (38B)2026.01 | 31.1 | |
| RMCDBase LVLM=BLIP-2 (T5-XXL)2026.01 | 31 | |
| ConcatBase LVLM=BLIP-2 (T5-XXL)2026.01 | 30.9 | |
| SCDBase LVLM=BLIP-2 (T5-XXL)2026.01 | 29 | |
| RMCDBase LVLM=BLIP-2 (T5-XL)2026.01 | 28.6 | |
| RAGBase LVLM=BLIP-2 (T5-XXL)2026.01 | 27.9 | |
| RAGBase LVLM=BLIP-2 (T5-XL)2026.01 | 27.4 | |
| SCDBase LVLM=BLIP-2 (T5-XL)2026.01 | 27.4 | |
| Max ProbabilityBase LVLM=BLIP-2 (T5-XL)2026.01 | 27.2 | |
| ConcatBase LVLM=BLIP-2 (T5-XL)2026.01 | 26 | |
| ConsistencyBase LVLM=InternVL 2.5 (38B)2026.01 | 24.6 | |
| RMCDBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 22.1 | |
| Max ProbabilityBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 21.5 | |
| SCDBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 20.9 | |
| RAGBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 18.5 | |
| ConsistencyBase LVLM=BLIP-2 (T5-XL)2026.01 | 17.6 | |
| ConcatBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 17.6 | |
| UnconditionalBase LVLM=InternVL 2.5 (38B)2026.01 | 17 | |
| ConsistencyBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 16.3 | |
| RMCDBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 14.1 | |
| SCDBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 13.1 | |
| UnconditionalBase LVLM=BLIP-2 (T5-XXL)2026.01 | 12.7 | |
| UnconditionalBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.01 | 12.6 | |
| Max ProbabilityBase LVLM=BLIP-2 (T5-XXL)2026.01 | 12.4 | |
| ConsistencyBase LVLM=BLIP-2 (T5-XXL)2026.01 | 12.2 | |
| UnconditionalBase LVLM=BLIP-2 (T5-XL)2026.01 | 10.6 | |
| RAGBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 10.6 | |
| Max ProbabilityBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 10.6 | |
| UnconditionalBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 7.7 | |
| ConsistencyBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 6.3 | |
| ConcatBase LVLM=BLIP-2 (OPT 6.7B)2026.01 | 6 |