# Mathematical Reasoning on MATH (ECE, Brier Score) Source: [Mathematical Reasoning on MATH (ECE, Brier Score)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:40.372Z Evaluation of model calibration performance on the MATH dataset using 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) | MATH | | 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 | 7.26 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 8.49 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 11.33 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 11.6 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 11.68 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 64 | 12.59 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 64 | 13 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 13.16 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 64 | 13.23 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 16 | 13.53 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 16 | 13.56 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 15.59 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 17.4 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 4 | 17.97 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 4 | 18.15 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 18.48 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 21.28 | Not recorded | 69a90de32d603e6de3e40602 | ### Probe ECE: 7.26. Result ID: 69a9309b6dbb7075b952329b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 1 ECE: 8.49. Result ID: 69a9309b6dbb7075b952329c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 4 ECE: 11.33. Result ID: 69a9309b6dbb7075b95232a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 16 ECE: 11.6. Result ID: 69a9309b6dbb7075b95232a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe ECE: 11.68. Result ID: 69a9309b6dbb7075b952329d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV 64 ECE: 12.59. Result ID: 69a9309b6dbb7075b95232a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 + WV 64 ECE: 13. Result ID: 69a9309b6dbb7075b95232aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 ECE: 13.16. Result ID: 69a9309b6dbb7075b952329e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 64 ECE: 13.23. Result ID: 69a9309b6dbb7075b95232ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe + WV 16 ECE: 13.53. Result ID: 69a9309b6dbb7075b95232a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV 16 ECE: 13.56. Result ID: 69a9309b6dbb7075b95232a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe ECE: 15.59. Result ID: 69a9309b6dbb7075b95232a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 ECE: 17.4. Result ID: 69a9309b6dbb7075b95232a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe + WV 4 ECE: 17.97. Result ID: 69a9309b6dbb7075b952329f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 1 + WV 4 ECE: 18.15. Result ID: 69a9309b6dbb7075b95232a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe ECE: 18.48. Result ID: 69a9309b6dbb7075b95232a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 ECE: 21.28. Result ID: 69a9309b6dbb7075b95232a8. [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.