# Answer Verification on OlympiadBench Source: [Answer Verification on OlympiadBench]() Collection index: [llms.txt]() Data updated: 2026-03-05T07:28:40.242Z Evaluation of model performance on the Answer Verification task using the OlympiadBench dataset, measured by 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) | OlympiadBench | | 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 16 | 89.46 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 64 | 88.79 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 4 | 86.83 | Not recorded | 69a90de32d603e6de3e40602 | | Probe | 83.17 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 4 | 81.86 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 16 | 81.86 | Not recorded | 69a90de32d603e6de3e40602 | | Probe + WV 64 | 81.86 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 | 81.69 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 4 | 81.48 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 16 | 81.48 | Not recorded | 69a90de32d603e6de3e40602 | | MSV 1 + WV 64 | 81.48 | Not recorded | 69a90de32d603e6de3e40602 | ### MSV 16 AUROC: 89.46. Result ID: 69a9309b6dbb7075b9523275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"16","Evaluation Protocol":"Streaming"}. This record does not assert independent reproduction. ### MSV 64 AUROC: 88.79. Result ID: 69a9309b6dbb7075b9523278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"64","Evaluation Protocol":"Streaming"}. This record does not assert independent reproduction. ### MSV 4 AUROC: 86.83. Result ID: 69a9309b6dbb7075b9523272. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"4","Evaluation Protocol":"Streaming"}. This record does not assert independent reproduction. ### Probe AUROC: 83.17. Result ID: 69a9309b6dbb7075b952326e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Evaluation Protocol":"Streaming"}. This record does not assert independent reproduction. ### Probe + WV 4 AUROC: 81.86. Result ID: 69a9309b6dbb7075b9523270. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"4","Evaluation Protocol":"Weighted Voting"}. This record does not assert independent reproduction. ### Probe + WV 16 AUROC: 81.86. Result ID: 69a9309b6dbb7075b9523273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"16","Evaluation Protocol":"Weighted Voting"}. This record does not assert independent reproduction. ### Probe + WV 64 AUROC: 81.86. Result ID: 69a9309b6dbb7075b9523276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"64","Evaluation Protocol":"Weighted Voting"}. This record does not assert independent reproduction. ### MSV 1 AUROC: 81.69. Result ID: 69a9309b6dbb7075b952326f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"1","Evaluation Protocol":"Streaming"}. This record does not assert independent reproduction. ### MSV 1 + WV 4 AUROC: 81.48. Result ID: 69a9309b6dbb7075b9523271. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"4","Evaluation Protocol":"MSV 1 + Weighted Voting"}. This record does not assert independent reproduction. ### MSV 1 + WV 16 AUROC: 81.48. Result ID: 69a9309b6dbb7075b9523274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"16","Evaluation Protocol":"MSV 1 + Weighted Voting"}. This record does not assert independent reproduction. ### MSV 1 + WV 64 AUROC: 81.48. Result ID: 69a9309b6dbb7075b9523277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Sequences":"64","Evaluation Protocol":"MSV 1 + Weighted Voting"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.