# Mathematical Reasoning on OlympiadBench (ECE, Brier score) Source: [Mathematical Reasoning on OlympiadBench (ECE, Brier score)]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:40.409Z Evaluation of model performance on mathematical reasoning problems using the OlympiadBench dataset, focusing on calibration metrics (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) | OlympiadBench | | 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 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 64 | 8.03 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 8.06 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 10.31 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 10.59 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 15.1 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 16.75 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 64 | 17.36 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 64 | 17.69 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 16 | 20.49 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 16 | 20.73 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 22.94 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 25.19 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 4 | 30.44 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 30.48 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 4 | 30.66 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 35.55 | Not recorded | 69a90de32d603e6de3e40602 | ### Probe ECE: 7. Result ID: 69a9309b6dbb7075b95232ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 64 ECE: 8.03. Result ID: 69a9309b6dbb7075b95232bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 ECE: 8.06. Result ID: 69a9309b6dbb7075b95232ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"1"}. This record does not assert independent reproduction. ### MSV 4 ECE: 10.31. Result ID: 69a9309b6dbb7075b95232b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 16 ECE: 10.59. Result ID: 69a9309b6dbb7075b95232b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe ECE: 15.1. Result ID: 69a9309b6dbb7075b95232ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 1 ECE: 16.75. Result ID: 69a9309b6dbb7075b95232af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe + WV 64 ECE: 17.36. Result ID: 69a9309b6dbb7075b95232ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 + WV 64 ECE: 17.69. Result ID: 69a9309b6dbb7075b95232bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### MSV 1 + WV 16 ECE: 20.49. Result ID: 69a9309b6dbb7075b95232b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe + WV 16 ECE: 20.73. Result ID: 69a9309b6dbb7075b95232b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### Probe ECE: 22.94. Result ID: 69a9309b6dbb7075b95232b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 ECE: 25.19. Result ID: 69a9309b6dbb7075b95232b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"16"}. This record does not assert independent reproduction. ### MSV 1 + WV 4 ECE: 30.44. Result ID: 69a9309b6dbb7075b95232b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### Probe ECE: 30.48. Result ID: 69a9309b6dbb7075b95232b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"64"}. This record does not assert independent reproduction. ### Probe + WV 4 ECE: 30.66. Result ID: 69a9309b6dbb7075b95232b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N":"4"}. This record does not assert independent reproduction. ### MSV 1 ECE: 35.55. Result ID: 69a9309b6dbb7075b95232b9. [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.