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Visual Question Answering on Encyclopedic-VQA Full

34.6AccuracyRMCD
4.85612.57820.328.022Jan 14, 2026

Evaluation results

MethodLinks
RMCDBase LVLM=InternVL 2.5 (38B)2026.0134.6
Max ProbabilityBase LVLM=InternVL 2.5 (38B)2026.0134.1
ConcatBase LVLM=InternVL 2.5 (38B)2026.0133.9
SCDBase LVLM=InternVL 2.5 (38B)2026.0132.2
RAGBase LVLM=InternVL 2.5 (38B)2026.0131.1
RMCDBase LVLM=BLIP-2 (T5-XXL)2026.0131
ConcatBase LVLM=BLIP-2 (T5-XXL)2026.0130.9
SCDBase LVLM=BLIP-2 (T5-XXL)2026.0129
RMCDBase LVLM=BLIP-2 (T5-XL)2026.0128.6
RAGBase LVLM=BLIP-2 (T5-XXL)2026.0127.9
RAGBase LVLM=BLIP-2 (T5-XL)2026.0127.4
SCDBase LVLM=BLIP-2 (T5-XL)2026.0127.4
Max ProbabilityBase LVLM=BLIP-2 (T5-XL)2026.0127.2
ConcatBase LVLM=BLIP-2 (T5-XL)2026.0126
ConsistencyBase LVLM=InternVL 2.5 (38B)2026.0124.6
RMCDBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0122.1
Max ProbabilityBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0121.5
SCDBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0120.9
RAGBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0118.5
ConsistencyBase LVLM=BLIP-2 (T5-XL)2026.0117.6
ConcatBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0117.6
UnconditionalBase LVLM=InternVL 2.5 (38B)2026.0117
ConsistencyBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0116.3
RMCDBase LVLM=BLIP-2 (OPT 6.7B)2026.0114.1
SCDBase LVLM=BLIP-2 (OPT 6.7B)2026.0113.1
UnconditionalBase LVLM=BLIP-2 (T5-XXL)2026.0112.7
UnconditionalBase LVLM=LLaVA-1.5 (Vicuna 13B)2026.0112.6
Max ProbabilityBase LVLM=BLIP-2 (T5-XXL)2026.0112.4
ConsistencyBase LVLM=BLIP-2 (T5-XXL)2026.0112.2
UnconditionalBase LVLM=BLIP-2 (T5-XL)2026.0110.6
RAGBase LVLM=BLIP-2 (OPT 6.7B)2026.0110.6
Max ProbabilityBase LVLM=BLIP-2 (OPT 6.7B)2026.0110.6
UnconditionalBase LVLM=BLIP-2 (OPT 6.7B)2026.017.7
ConsistencyBase LVLM=BLIP-2 (OPT 6.7B)2026.016.3
ConcatBase LVLM=BLIP-2 (OPT 6.7B)2026.016