Information Retrieval on SlideVQA MP
86.28RecallOurs
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| OursPolicy Model=Doc-Search2026.05 | 86.28 | 59.78 | 66.95 | 21.21 | |
| ReSearchPolicy Model=ReSearch2026.05 | 84.98 | 54.71 | 62.72 | 29.77 | |
| Search-R1Policy Model=Search-R12026.05 | 81.81 | 53.85 | 61.04 | 16.01 | |
| StepSearchPolicy Model=StepSearch2026.05 | 80.82 | 52.49 | 60.01 | 2.79 | |
| DeepResearcherPolicy Model=DeepResearcher2026.05 | 78.17 | 52.11 | 58.91 | 36.63 | |
| IKEAPolicy Model=IKEA2026.05 | 76.44 | 52.62 | 58.68 | 9.55 | |
| AutoRefinePolicy Model=AutoRefine2026.05 | 75.16 | 50.23 | 56.68 | 9.59 | |
| R-SearchPolicy Model=R-Search2026.05 | 74.54 | 51.2 | 57.04 | 16.73 | |
| ZeroSearchPolicy Model=ZeroSearch2026.05 | 64 | 45.17 | 49.67 | 8.97 | |
| ASearcherPolicy Model=ASearcher2026.05 | 63.82 | 41.63 | 47.29 | 27.66 |