# Mathematical Reasoning on AMC12 (ECE, Brier score) Source: [Mathematical Reasoning on AMC12 (ECE, Brier score)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:40.444Z Evaluation of model performance on mathematical reasoning tasks using the AMC 12 dataset, focusing on calibration metrics like Expected Calibration Error (ECE) and Brier score. 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 Reasoning | | Dataset (including any stated split) | AMC12 | | Metric | ECE | | Unit | PERCENT | | Direction | Lower 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 - [ECE](): Lower is better; unit: PERCENT. - [Brier Score](): Lower is better; unit: PERCENT. ## Recorded results | Method | ECE | Result date | Report paper | | --- | --- | --- | --- | | Probe | 10.64 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 12.79 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 14.62 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 14.77 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 64 | 17.31 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 18.01 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 64 | 18.23 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 64 | 19.29 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 19.85 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 16 | 19.88 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 16 | 20.02 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 26.57 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 27.25 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 4 | 30.14 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 4 | 30.5 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 32.88 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 35.2 | Not recorded | 69a90de32d603e6de3e40602 | ### Probe ECE: 10.64. Result ID: 69a9309b6dbb7075b95232bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 1 ECE: 12.79. Result ID: 69a9309b6dbb7075b95232be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 16 ECE: 14.62. Result ID: 69a9309b6dbb7075b95232c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 4 ECE: 14.77. Result ID: 69a9309b6dbb7075b95232c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 64 ECE: 17.31. Result ID: 69a9309b6dbb7075b95232cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe ECE: 18.01. Result ID: 69a9309b6dbb7075b95232bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV 64 ECE: 18.23. Result ID: 69a9309b6dbb7075b95232cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 + WV 64 ECE: 19.29. Result ID: 69a9309b6dbb7075b95232cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 ECE: 19.85. Result ID: 69a9309b6dbb7075b95232c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV 16 ECE: 19.88. Result ID: 69a9309b6dbb7075b95232c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV 16 ECE: 20.02. Result ID: 69a9309b6dbb7075b95232c7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe ECE: 26.57. Result ID: 69a9309b6dbb7075b95232c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 ECE: 27.25. Result ID: 69a9309b6dbb7075b95232c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV 4 ECE: 30.14. Result ID: 69a9309b6dbb7075b95232c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV 4 ECE: 30.5. Result ID: 69a9309b6dbb7075b95232c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe ECE: 32.88. Result ID: 69a9309b6dbb7075b95232c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 ECE: 35.2. Result ID: 69a9309b6dbb7075b95232ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.