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Question Answering on MMLongBench-Doc Single-page

29.34EMDocArena
15.341618.975822.6126.2442May 27, 2026

Evaluation results

MethodLinks
DocArenaPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0529.3424.2738.27
IKEAPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0528.324.6437.26
AutoRefinePolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0526.622.2935.84
R-SearchPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0526.0221.535.25
Search-R1Policy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0525.9423.6334.81
DeepResearcherPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0525.520.8133.23
StepSearchPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0525.1321.1735.09
ZeroSearchPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0524.3721.0533.44
ReSearchPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0522.8619.1130.85
ASearcherPolicy Model=Qwen2.5-7B-Instruct, Max Search Turns=22026.0515.8812.7622.36