# Deep Research on GAIA (Pass@1, Pass@3) Source: [Deep Research on GAIA (Pass@1, Pass@3)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:31.220Z Evaluation of Deep Research capabilities on the GAIA dataset, measured using Pass@1 and Pass@3. 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 | Deep Research | | Dataset (including any stated split) | GAIA | | Metric | Pass@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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 - [Pass@1](): Higher is better; unit: PERCENT. - [Pass@3](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@1 | Result date | Report paper | | --- | --- | --- | --- | | OpenAI-o3 | 70.5 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Claude-4-Sonnet | 68.3 | Not recorded | 69019f853ef7ccd74e5e3b78 | | DeepSeek-V3.1 | 63.1 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Kimi-K2 | 57.7 | Not recorded | 69019f853ef7ccd74e5e3b78 | | WebSailor | 53.2 | Not recorded | 69019f853ef7ccd74e5e3b78 | | WebDancer-QwQ | 51.5 | Not recorded | 69019f853ef7ccd74e5e3b78 | | WebThinker-RL | 48.5 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Web-30B-E-GRPO | 48.5 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Web-30B-GRPO | 47.6 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Web-30B-SFT | 45 | Not recorded | 69019f853ef7ccd74e5e3b78 | | WebSailor | 37.9 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Web-7B-E-GRPO | 36.9 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Web-7B-GRPO | 33 | Not recorded | 69019f853ef7ccd74e5e3b78 | | Web-7B-SFT | 31.7 | Not recorded | 69019f853ef7ccd74e5e3b78 | | R1-Searcher | 20.4 | Not recorded | 69019f853ef7ccd74e5e3b78 | ### OpenAI-o3 Pass@1: 70.5. Result ID: 699ea3615698665ec46e40d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Advanced Models"}. This record does not assert independent reproduction. ### Claude-4-Sonnet Pass@1: 68.3. Result ID: 699ea3615698665ec46e40d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Advanced Models"}. This record does not assert independent reproduction. ### DeepSeek-V3.1 Pass@1: 63.1. Result ID: 699ea3615698665ec46e40d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Advanced Models"}. This record does not assert independent reproduction. ### Kimi-K2 Pass@1: 57.7. Result ID: 699ea3615698665ec46e40d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Advanced Models"}. This record does not assert independent reproduction. ### WebSailor Pass@1: 53.2. Result ID: 699ea3615698665ec46e40de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"32B"}. This record does not assert independent reproduction. ### WebDancer-QwQ Pass@1: 51.5. Result ID: 699ea3615698665ec46e40dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WebThinker-RL Pass@1: 48.5. Result ID: 699ea3615698665ec46e40db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Web-30B-E-GRPO Pass@1: 48.5. Result ID: 699ea3615698665ec46e40e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"30B","Training Strategy":"E-GRPO"}. This record does not assert independent reproduction. ### Web-30B-GRPO Pass@1: 47.6. Result ID: 699ea3615698665ec46e40e3. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"30B","Training Strategy":"GRPO"}. This record does not assert independent reproduction. ### Web-30B-SFT Pass@1: 45. Result ID: 699ea3615698665ec46e40e2. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"30B","Training Strategy":"SFT"}. This record does not assert independent reproduction. ### WebSailor Pass@1: 37.9. Result ID: 699ea3615698665ec46e40dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction. ### Web-7B-E-GRPO Pass@1: 36.9. Result ID: 699ea3615698665ec46e40e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B","Training Strategy":"E-GRPO"}. This record does not assert independent reproduction. ### Web-7B-GRPO Pass@1: 33. Result ID: 699ea3615698665ec46e40e0. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"7B","Training Strategy":"GRPO"}. This record does not assert independent reproduction. ### Web-7B-SFT Pass@1: 31.7. Result ID: 699ea3615698665ec46e40df. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"7B","Training Strategy":"SFT"}. This record does not assert independent reproduction. ### R1-Searcher Pass@1: 20.4. Result ID: 699ea3615698665ec46e40da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.