Question Answering on VisRBench TextQA SP
51.16EMStepSearch
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| StepSearchPolicy Model=StepSearch2026.05 | 51.16 | 47.65 | 53.83 | |
| OursPolicy Model=Doc-Search2026.05 | 49.78 | 47.93 | 49.8 | |
| DeepResearcherPolicy Model=DeepResearcher2026.05 | 48.21 | 44.73 | 50.15 | |
| ReSearchPolicy Model=ReSearch2026.05 | 47.61 | 45.45 | 50.42 | |
| AutoRefinePolicy Model=AutoRefine2026.05 | 47.58 | 45.82 | 51.39 | |
| R-SearchPolicy Model=R-Search2026.05 | 46.91 | 43.56 | 48.55 | |
| IKEAPolicy Model=IKEA2026.05 | 44.27 | 45.84 | 48.24 | |
| Search-R1Policy Model=Search-R12026.05 | 43.83 | 44.4 | 47.68 | |
| ZeroSearchPolicy Model=ZeroSearch2026.05 | 43.7 | 40.98 | 48.05 | |
| ASearcherPolicy Model=ASearcher2026.05 | 36 | 34.54 | 40.92 |