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Visual Question Answering on E-VQA

53.7AccuracyQKVQA
14.80424.9023545.098Jan 20, 2026

Evaluation results

MethodLinks
QKVQAGenerator=LLaMA-3-8B, Gen. FT=false, Filter. FT=true2026.0153.7
QKVQAGenerator=Qwen2.5-VL-7B, Gen. FT=false, Filter. FT=true2026.0153.7
OMGMGenerator=LLaMA-3-8B, Gen. FT=false, Filter. FT=true, Note=Reproduction2026.0149.7
QKVQAGenerator=LLaMA-3.1-8B, Gen. FT=true, Filter. FT=true, Support=ReflectiVA2026.0149.5
OMGMGenerator=Qwen2.5-VL-7B, Gen. FT=false, Filter. FT=true, Note=Reproduction2026.0148.8
OMGMGenerator=LLaMA-3.1-8B, Gen. FT=true, Filter. FT=true, Support=ReflectiVA2026.0146.5
EchoSightGenerator=LLaMA-3-8B, Gen. FT=false, Filter. FT=true2026.0141.8
mKG-RAGGenerator=LLaMA-3.1-8B, Gen. FT=true, Filter. FT=true2026.0138.4
VLM-PRFGenerator=LLaMA-3.1-8B, Gen. FT=true, Filter. FT=true2026.0136.3
ReflectiVAGenerator=LLaMA-3.1-8B, Gen. FT=true, Filter. FT=true2026.0135.5
GPT-4VGenerator=GPT-4V, Gen. FT=false, Filter. FT=false2026.0126.9
Qwen2.5-VL-7BGenerator=Qwen2.5-VL-7B, Gen. FT=false, Filter. FT=false2026.0123.6
GPT-4Generator=GPT-4, Gen. FT=false, Filter. FT=false2026.0121.9
LLaMA-3.1-8BGenerator=LLaMA-3.1-8B, Gen. FT=false, Filter. FT=false2026.0116.5
LLaMA-3-8BGenerator=LLaMA-3-8B, Gen. FT=false, Filter. FT=false2026.0116.3