# Mathematical Problem Solving on AMC12 (Best-of-N accuracy) Source: [Mathematical Problem Solving on AMC12 (Best-of-N accuracy)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:41.045Z Evaluation of model performance on the AMC 12 dataset for mathematical problem solving, measured using Best-of-N 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 | Mathematical Problem Solving | | Dataset (including any stated split) | AMC12 | | 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 | 58.66 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 53.99 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV | 53.88 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV | 53.13 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 52.69 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV | 52.54 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV | 52.35 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 52.31 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 51.98 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 51.64 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 48.61 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV | 48.56 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 48.54 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV | 48.45 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 48.37 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 39.65 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 39.65 | Not recorded | 69a90de32d603e6de3e40602 | ### MSV 64 Best-of-N Accuracy: 58.66. Result ID: 69a9309b6dbb7075b95233cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 16 Best-of-N Accuracy: 53.99. Result ID: 69a9309b6dbb7075b95233c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe + WV Best-of-N Accuracy: 53.88. Result ID: 69a9309b6dbb7075b95233cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 + WV Best-of-N Accuracy: 53.13. Result ID: 69a9309b6dbb7075b95233cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 52.69. Result ID: 69a9309b6dbb7075b95233c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe + WV Best-of-N Accuracy: 52.54. Result ID: 69a9309b6dbb7075b95233c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV Best-of-N Accuracy: 52.35. Result ID: 69a9309b6dbb7075b95233c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 52.31. Result ID: 69a9309b6dbb7075b95233c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 51.98. Result ID: 69a9309b6dbb7075b95233c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 51.64. Result ID: 69a9309b6dbb7075b95233ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 48.61. Result ID: 69a9309b6dbb7075b95233bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV Best-of-N Accuracy: 48.56. Result ID: 69a9309b6dbb7075b95233c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 48.54. Result ID: 69a9309b6dbb7075b95233c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 1 + WV Best-of-N Accuracy: 48.45. Result ID: 69a9309b6dbb7075b95233c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 4 Best-of-N Accuracy: 48.37. Result ID: 69a9309b6dbb7075b95233c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe Best-of-N Accuracy: 39.65. Result ID: 69a9309b6dbb7075b95233bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 1 Best-of-N Accuracy: 39.65. Result ID: 69a9309b6dbb7075b95233be. [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.