Question Answering on Overall Average (Acc., Rel., FC)
55AccuracyClaude Sonnet 4
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Claude Sonnet 4Model Category=Closed-source Models2025.07 | 55 | 75 | 24 | |
| GPT-4.1Model Category=Closed-source Models2025.07 | 54 | 58 | 42 | |
| Deliberative Searcher-72BModel Category=70B Models, Backbone=Qwen2.5-VL-72B2025.07 | 48 | 75 | 9 | |
| GPT-4oModel Category=Closed-source Models2025.07 | 41 | 73 | 26 | |
| Deliberative Searcher-DeepSeek-70BModel Category=70B Models, Backbone=DeepSeek-R1-Distill-70B2025.07 | 41 | 75 | 9 | |
| Deliberative Searcher-7BModel Category=7B Models, Backbone=Qwen2.5-VL-7B2025.07 | 35 | 75 | 2 | |
| R1-Searcher-7BModel Category=7B Models, Backbone=R1-7B2025.07 | 34 | 46 | 54 | |
| Deliberative Searcher-7BModel Category=7B Models, Backbone=Qwen2.5-VL-7B, Reward Function=ECE-based2025.07 | 33 | 74 | 3 | |
| Qwen2.5-VL-72BModel Category=70B Models, Backbone=Qwen2.5-VL-72B2025.07 | 31 | 58 | 41 | |
| InternVL3-78BModel Category=70B Models, Backbone=InternVL3-78B2025.07 | 30 | 53 | 46 | |
| DeepSeek-R1-Distill-70BModel Category=70B Models, Backbone=DeepSeek-R1-Distill-70B2025.07 | 30 | 41 | 59 | |
| ReSearch-7BModel Category=7B Models2025.07 | 26 | 30 | 70 | |
| Search-R1-7BModel Category=7B Models, Backbone=R1-7B2025.07 | 24 | 49 | 49 | |
| Qwen2.5-VL-7BModel Category=7B Models, Backbone=Qwen2.5-VL-7B2025.07 | 21 | 52 | 48 |