# Mathematical Problem Solving on AIME (Best-of-N accuracy) Source: [Mathematical Problem Solving on AIME (Best-of-N accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:41.076Z Evaluation of model performance on the American Invitational Mathematics Examination (AIME) dataset using Best-of-N accuracy sampling. 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 | Mathematical Problem Solving | | Dataset (including any stated split) | AIME | | Metric | Best-of-N Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Best-of-N Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Best-of-N Accuracy | Result date | Report paper | | --- | --- | --- | --- | | MSV 64 | 50.98 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 48.97 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV | 47.9 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV | 47.14 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 46.21 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 46.15 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV | 44.81 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 44.7 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV | 44.6 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 43.25 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV | 38.52 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV | 38.47 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 38.11 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 37.71 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 37.58 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 27.48 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 27.48 | Not recorded | 69a90de32d603e6de3e40602 | ### MSV 64 Best-of-N Accuracy: 50.98. Result ID: 69a9309b6dbb7075b95233de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 48.97. Result ID: 69a9309b6dbb7075b95233da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe + WV Best-of-N Accuracy: 47.9. Result ID: 69a9309b6dbb7075b95233dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 + WV Best-of-N Accuracy: 47.14. Result ID: 69a9309b6dbb7075b95233dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 46.21. Result ID: 69a9309b6dbb7075b95233db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 16 Best-of-N Accuracy: 46.15. Result ID: 69a9309b6dbb7075b95233d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe + WV Best-of-N Accuracy: 44.81. Result ID: 69a9309b6dbb7075b95233d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 44.7. Result ID: 69a9309b6dbb7075b95233d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV Best-of-N Accuracy: 44.6. Result ID: 69a9309b6dbb7075b95233d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 43.25. Result ID: 69a9309b6dbb7075b95233d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV Best-of-N Accuracy: 38.52. Result ID: 69a9309b6dbb7075b95233d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV Best-of-N Accuracy: 38.47. Result ID: 69a9309b6dbb7075b95233d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 4 Best-of-N Accuracy: 38.11. Result ID: 69a9309b6dbb7075b95233d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 37.71. Result ID: 69a9309b6dbb7075b95233d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 37.58. Result ID: 69a9309b6dbb7075b95233d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 27.48. Result ID: 69a9309b6dbb7075b95233ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 27.48. Result ID: 69a9309b6dbb7075b95233cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.