# Research Evaluation on ResearchRubrics Source: [Research Evaluation on ResearchRubrics]() Collection index: [llms.txt]() Data updated: 2026-04-14T12:42:04.670Z Evaluation of model performance on the Research Evaluation task using the ResearchRubrics dataset, measured by Accuracy. 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 | Research Evaluation | | Dataset (including any stated split) | ResearchRubrics | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Pass | 49.74 | Not recorded | 69ddca827d0172140ec7a018 | | Pass | 47.06 | Not recorded | 69ddca827d0172140ec7a018 | | AggAgent | 45.42 | Not recorded | 69ddca827d0172140ec7a018 | | AggAgent | 44.96 | Not recorded | 69ddca827d0172140ec7a018 | | SolAgg | 44 | Not recorded | 69ddca827d0172140ec7a018 | | Pass | 43.86 | Not recorded | 69ddca827d0172140ec7a018 | | SolAgg | 43.26 | Not recorded | 69ddca827d0172140ec7a018 | | AggAgent | 43.17 | Not recorded | 69ddca827d0172140ec7a018 | | SolAgg | 41.88 | Not recorded | 69ddca827d0172140ec7a018 | | SummAgg | 40.29 | Not recorded | 69ddca827d0172140ec7a018 | | BoN | 40.16 | Not recorded | 69ddca827d0172140ec7a018 | | BoN | 40.05 | Not recorded | 69ddca827d0172140ec7a018 | | Pass | 39.97 | Not recorded | 69ddca827d0172140ec7a018 | | FewTool | 39.63 | Not recorded | 69ddca827d0172140ec7a018 | | FewTool | 39.19 | Not recorded | 69ddca827d0172140ec7a018 | | BoN | 39 | Not recorded | 69ddca827d0172140ec7a018 | | FewTool | 38.44 | Not recorded | 69ddca827d0172140ec7a018 | | SummAgg | 37.12 | Not recorded | 69ddca827d0172140ec7a018 | | SummAgg | 34.15 | Not recorded | 69ddca827d0172140ec7a018 | ### Pass Accuracy: 49.74. Result ID: 69de35e447f34ce924c71bad. [Reporting paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### Pass Accuracy: 47.06. Result ID: 69de35e447f34ce924c71ba7. [Reporting paper]() Recorded evaluation configuration: {"K":"4"}. This record does not assert independent reproduction. ### AggAgent Accuracy: 45.42. Result ID: 69de35e447f34ce924c71bb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### AggAgent Accuracy: 44.96. Result ID: 69de35e447f34ce924c71bac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"4"}. This record does not assert independent reproduction. ### SolAgg Accuracy: 44. Result ID: 69de35e447f34ce924c71bb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### Pass Accuracy: 43.86. Result ID: 69de35e447f34ce924c71ba1. [Reporting paper]() Recorded evaluation configuration: {"K":"2"}. This record does not assert independent reproduction. ### SolAgg Accuracy: 43.26. Result ID: 69de35e447f34ce924c71baa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"4"}. This record does not assert independent reproduction. ### AggAgent Accuracy: 43.17. Result ID: 69de35e447f34ce924c71ba6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"2"}. This record does not assert independent reproduction. ### SolAgg Accuracy: 41.88. Result ID: 69de35e447f34ce924c71ba4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"2"}. This record does not assert independent reproduction. ### SummAgg Accuracy: 40.29. Result ID: 69de35e447f34ce924c71bb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### BoN Accuracy: 40.16. Result ID: 69de35e447f34ce924c71ba2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"2"}. This record does not assert independent reproduction. ### BoN Accuracy: 40.05. Result ID: 69de35e447f34ce924c71ba8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"4"}. This record does not assert independent reproduction. ### Pass Accuracy: 39.97. Result ID: 69de35e447f34ce924c71ba0. [Reporting paper]() Recorded evaluation configuration: {"K":"1"}. This record does not assert independent reproduction. ### FewTool Accuracy: 39.63. Result ID: 69de35e447f34ce924c71ba3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"2"}. This record does not assert independent reproduction. ### FewTool Accuracy: 39.19. Result ID: 69de35e447f34ce924c71ba9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"4"}. This record does not assert independent reproduction. ### BoN Accuracy: 39. Result ID: 69de35e447f34ce924c71bae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### FewTool Accuracy: 38.44. Result ID: 69de35e447f34ce924c71baf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"8"}. This record does not assert independent reproduction. ### SummAgg Accuracy: 37.12. Result ID: 69de35e447f34ce924c71bab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"4"}. This record does not assert independent reproduction. ### SummAgg Accuracy: 34.15. Result ID: 69de35e447f34ce924c71ba5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"K":"2"}. This record does not assert independent reproduction. Page 1 of 1. 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