# Deep Information Retrieval and Research on xbench DeepSearch Source: [Deep Information Retrieval and Research on xbench DeepSearch]() Collection index: [llms.txt]() Data updated: 2026-04-23T08:33:20.268Z Evaluation of model performance on the Deep Information Retrieval and Research task using the xbench DeepSearch dataset, measured by avg@8. 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 Information Retrieval and Research | | Dataset (including any stated split) | xbench DeepSearch | | Metric | Avg@8 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Avg@8](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg@8 | Result date | Report paper | | --- | --- | --- | --- | | OpenAI-GPT-5-high | 77.8 | Not recorded | 691bfdce6750be83fe5cea20 | | MiroThinker-v1.0-72B | 77.8 | Not recorded | 691bfdce6750be83fe5cea20 | | Tongyi-DeepResearch-30B | 75 | Not recorded | 691bfdce6750be83fe5cea20 | | Minimax-M2 | 72 | Not recorded | 691bfdce6750be83fe5cea20 | | DeepSeek-V3.1 | 71 | Not recorded | 691bfdce6750be83fe5cea20 | | DeepSeek-V3.2 | 71 | Not recorded | 691bfdce6750be83fe5cea20 | | MiroThinker-v1.0-30B | 70.6 | Not recorded | 691bfdce6750be83fe5cea20 | | GLM-4.6 | 70 | Not recorded | 691bfdce6750be83fe5cea20 | | Kimi-Researcher | 69 | Not recorded | 691bfdce6750be83fe5cea20 | | OpenAI-o3 | 67 | Not recorded | 691bfdce6750be83fe5cea20 | | Claude-4.5-Sonnet | 66 | Not recorded | 691bfdce6750be83fe5cea20 | | Claude-4-Sonnet | 64.6 | Not recorded | 691bfdce6750be83fe5cea20 | | DeepMiner-32B-RL | 62 | Not recorded | 691bfdce6750be83fe5cea20 | | Kimi-K2-0905 | 61 | Not recorded | 691bfdce6750be83fe5cea20 | | MiroThinker-v1.0-8B | 60.6 | Not recorded | 691bfdce6750be83fe5cea20 | | WebExplorer-8B-RL | 53.7 | Not recorded | 691bfdce6750be83fe5cea20 | ### OpenAI-GPT-5-high Avg@8: 77.8. Result ID: 69e9d94747f34ce924d10074. [Reporting paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### MiroThinker-v1.0-72B Avg@8: 77.8. Result ID: 69e9d94747f34ce924d1007b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"72B"}. This record does not assert independent reproduction. ### Tongyi-DeepResearch-30B Avg@8: 75. Result ID: 69e9d94747f34ce924d10078. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Research Agents"}. This record does not assert independent reproduction. ### Minimax-M2 Avg@8: 72. Result ID: 69e9d94747f34ce924d1006d. [Reporting paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### DeepSeek-V3.1 Avg@8: 71. Result ID: 69e9d94747f34ce924d1006e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### DeepSeek-V3.2 Avg@8: 71. Result ID: 69e9d94747f34ce924d1006f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### MiroThinker-v1.0-30B Avg@8: 70.6. Result ID: 69e9d94747f34ce924d1007a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"30B"}. This record does not assert independent reproduction. ### GLM-4.6 Avg@8: 70. Result ID: 69e9d94747f34ce924d1006c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### Kimi-Researcher Avg@8: 69. Result ID: 69e9d94747f34ce924d10075. [Reporting paper]() Recorded evaluation configuration: {"Type":"Research Agents"}. This record does not assert independent reproduction. ### OpenAI-o3 Avg@8: 67. Result ID: 69e9d94747f34ce924d10073. [Reporting paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### Claude-4.5-Sonnet Avg@8: 66. Result ID: 69e9d94747f34ce924d10072. [Reporting paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### Claude-4-Sonnet Avg@8: 64.6. Result ID: 69e9d94747f34ce924d10071. [Reporting paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### DeepMiner-32B-RL Avg@8: 62. Result ID: 69e9d94747f34ce924d10077. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Research Agents"}. This record does not assert independent reproduction. ### Kimi-K2-0905 Avg@8: 61. Result ID: 69e9d94747f34ce924d10070. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Foundation Models with Tools"}. This record does not assert independent reproduction. ### MiroThinker-v1.0-8B Avg@8: 60.6. Result ID: 69e9d94747f34ce924d10079. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameters":"8B"}. This record does not assert independent reproduction. ### WebExplorer-8B-RL Avg@8: 53.7. Result ID: 69e9d94747f34ce924d10076. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Type":"Research Agents"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.