# Long-horizon Agentic Reasoning on GAIA Source: [Long-horizon Agentic Reasoning on GAIA]() Collection index: [llms.txt]() Data updated: 2026-06-18T08:04:25.739Z Evaluation of Long-horizon Agentic Reasoning performance on the GAIA dataset, measured by 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 | Long-horizon Agentic Reasoning | | Dataset (including any stated split) | GAIA | | Metric | Pass@3 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 3 of 3 | | 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@3](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@3 | Result date | Report paper | | --- | --- | --- | --- | | AgentCPM-Explore + Long-context RL | 70.9 | Not recorded | 6a337bc8206542251d7c523e | | AgentCPM-Explore + Long-context RL | 67.7 | Not recorded | 6a337bc8206542251d7c523e | | AgentCPM-Explore | 66.1 | Not recorded | 6a337bc8206542251d7c523e | ### AgentCPM-Explore + Long-context RL Pass@3: 70.9. Result ID: 6a33a67ffbc373592c30c77f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Steps":"50 steps","Data Recipe":"Long-context data recipe"}. This record does not assert independent reproduction. ### AgentCPM-Explore + Long-context RL Pass@3: 67.7. Result ID: 6a33a67ffbc373592c30c77e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Training Steps":"25 steps","Data Recipe":"Long-context data recipe"}. This record does not assert independent reproduction. ### AgentCPM-Explore Pass@3: 66.1. Result ID: 6a33a67ffbc373592c30c77d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Data Recipe":"Base Agent-enhanced model"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.