# Search-based Question Answering on DeepResearchBench (test) Source: [Search-based Question Answering on DeepResearchBench (test)]() Collection index: [llms.txt]() Data updated: 2026-05-25T08:57:39.606Z Evaluation of Search-based Question Answering performance on the DeepResearchBench (test) split, reporting component scores (Comp., Ins., IF, Read.) and the overall Average. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Search-based Question Answering | | Dataset (including any stated split) | DeepResearchBench (test) | | Metric | Component Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Component Score](): Higher is better; unit: PERCENT. - [Instruction Score](): Higher is better; unit: PERCENT. - [IF Score](): Higher is better; unit: PERCENT. - [Reading Score](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Component Score | Result date | Report paper | | --- | --- | --- | --- | | Co-ReAct | 34.63 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | CRITIC | 32.53 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Co-ReAct | 31.48 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Self-Refine | 31.37 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | ReAct | 31.25 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Self-Refine | 30.71 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Best-of-N | 30.34 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | CRITIC | 30.25 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Best-of-N | 30.19 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | ReAct | 30.13 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Step-Back | 28.4 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | | Step-Back | 27.93 | Not recorded | 6a13d7a06f71c5ae7dc9e9aa | ### Co-ReAct Component Score: 34.63. Result ID: 6a140e69fbc373592c0b602f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### CRITIC Component Score: 32.53. Result ID: 6a140e69fbc373592c0b602e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Co-ReAct Component Score: 31.48. Result ID: 6a140e69fbc373592c0b6029. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Self-Refine Component Score: 31.37. Result ID: 6a140e69fbc373592c0b602b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### ReAct Component Score: 31.25. Result ID: 6a140e69fbc373592c0b602a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Self-Refine Component Score: 30.71. Result ID: 6a140e69fbc373592c0b6025. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Best-of-N Component Score: 30.34. Result ID: 6a140e69fbc373592c0b602c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### CRITIC Component Score: 30.25. Result ID: 6a140e69fbc373592c0b6028. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Best-of-N Component Score: 30.19. Result ID: 6a140e69fbc373592c0b6026. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### ReAct Component Score: 30.13. Result ID: 6a140e69fbc373592c0b6024. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Step-Back Component Score: 28.4. Result ID: 6a140e69fbc373592c0b6027. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-8B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. ### Step-Back Component Score: 27.93. Result ID: 6a140e69fbc373592c0b602d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Search Agent":"Qwen3-14B","Answer Rewriter":"Qwen3-235B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.