# Answer Verification on AIME terminal answers Source: [Answer Verification on AIME terminal answers]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:41.227Z Evaluation of model performance on the 'terminal answers' subset of the AIME dataset for the Answer Verification task, measured by probabilistic metrics like AUROC 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 | Answer Verification | | Dataset (including any stated split) | AIME terminal answers | | Metric | AUROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 11 of 11 | | 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 - [AUROC](): Higher is better; unit: PERCENT. - [Brier Score](): Lower is better; unit: SCALAR. ## Recorded results | Method | AUROC | Result date | Report paper | | --- | --- | --- | --- | | MSV 64 | 98.22 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 16 | 97.32 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 96.28 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 94.69 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 94.61 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 64 | 92.16 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 64 | 91.68 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 16 | 90.92 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 16 | 90.57 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 4 | 86.36 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 4 | 86.24 | Not recorded | 69a90de32d603e6de3e40602 | ### MSV 64 AUROC: 98.22. Result ID: 69a9309b6dbb7075b952342a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"64","Weighted Voting":"False"}. This record does not assert independent reproduction. ### MSV 16 AUROC: 97.32. Result ID: 69a9309b6dbb7075b9523427. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"16","Weighted Voting":"False"}. This record does not assert independent reproduction. ### MSV 4 AUROC: 96.28. Result ID: 69a9309b6dbb7075b9523424. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"4","Weighted Voting":"False"}. This record does not assert independent reproduction. ### MSV 1 AUROC: 94.69. Result ID: 69a9309b6dbb7075b9523421. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"1","Weighted Voting":"False"}. This record does not assert independent reproduction. ### Probe AUROC: 94.61. Result ID: 69a9309b6dbb7075b9523420. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"1","Weighted Voting":"False"}. This record does not assert independent reproduction. ### Probe + WV 64 AUROC: 92.16. Result ID: 69a9309b6dbb7075b9523428. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"64","Weighted Voting":"True"}. This record does not assert independent reproduction. ### MSV 1 + WV 64 AUROC: 91.68. Result ID: 69a9309b6dbb7075b9523429. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"64","Weighted Voting":"True"}. This record does not assert independent reproduction. ### Probe + WV 16 AUROC: 90.92. Result ID: 69a9309b6dbb7075b9523425. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"16","Weighted Voting":"True"}. This record does not assert independent reproduction. ### MSV 1 + WV 16 AUROC: 90.57. Result ID: 69a9309b6dbb7075b9523426. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"16","Weighted Voting":"True"}. This record does not assert independent reproduction. ### MSV 1 + WV 4 AUROC: 86.36. Result ID: 69a9309b6dbb7075b9523423. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"4","Weighted Voting":"True"}. This record does not assert independent reproduction. ### Probe + WV 4 AUROC: 86.24. Result ID: 69a9309b6dbb7075b9523422. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"N sequences":"4","Weighted Voting":"True"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.