# Mathematical Reasoning on MATH 500 (Accuracy, Think ↓, Route%) Source: [Mathematical Reasoning on MATH 500 (Accuracy, Think ↓, Route%)]() Collection index: [llms.txt]() Data updated: 2026-06-23T12:18:51.675Z Evaluation of model performance on mathematical reasoning problems using the MATH 500 dataset, reporting Accuracy, Think ↓ rate, and Route% metrics. 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 500 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Think Rate](): Lower is better; unit: PERCENT. - [Route Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DART | 92.6 | Not recorded | 6a3a13b9206542251d7c78ca | | SC-Route | 90.6 | Not recorded | 6a3a13b9206542251d7c78ca | | SC-Route | 88.5 | Not recorded | 6a3a13b9206542251d7c78ca | | DART | 88.5 | Not recorded | 6a3a13b9206542251d7c78ca | | AT | 88.4 | Not recorded | 6a3a13b9206542251d7c78ca | | DART | 88.2 | Not recorded | 6a3a13b9206542251d7c78ca | | SC-Route | 87.6 | Not recorded | 6a3a13b9206542251d7c78ca | | AT | 87.6 | Not recorded | 6a3a13b9206542251d7c78ca | | SC-Route | 87.6 | Not recorded | 6a3a13b9206542251d7c78ca | | DART | 87.6 | Not recorded | 6a3a13b9206542251d7c78ca | | AT | 86.2 | Not recorded | 6a3a13b9206542251d7c78ca | | AT | 85.6 | Not recorded | 6a3a13b9206542251d7c78ca | | NT | 84.8 | Not recorded | 6a3a13b9206542251d7c78ca | | NT | 82.2 | Not recorded | 6a3a13b9206542251d7c78ca | | NT | 81.2 | Not recorded | 6a3a13b9206542251d7c78ca | | NT | 76.6 | Not recorded | 6a3a13b9206542251d7c78ca | ### DART Accuracy: 92.6. Result ID: 6a3a7992fbc373592c38b4d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2","Hosted API":"true"}. This record does not assert independent reproduction. ### SC-Route Accuracy: 90.6. Result ID: 6a3a7992fbc373592c38b4d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2","Hosted API":"true"}. This record does not assert independent reproduction. ### SC-Route Accuracy: 88.5. Result ID: 6a3a7992fbc373592c38b4cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### DART Accuracy: 88.5. Result ID: 6a3a7992fbc373592c38b4ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### AT Accuracy: 88.4. Result ID: 6a3a7992fbc373592c38b4d0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2","Hosted API":"true"}. This record does not assert independent reproduction. ### DART Accuracy: 88.2. Result ID: 6a3a7992fbc373592c38b4c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### SC-Route Accuracy: 87.6. Result ID: 6a3a7992fbc373592c38b4c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### AT Accuracy: 87.6. Result ID: 6a3a7992fbc373592c38b4c8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### SC-Route Accuracy: 87.6. Result ID: 6a3a7992fbc373592c38b4c9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### DART Accuracy: 87.6. Result ID: 6a3a7992fbc373592c38b4ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### AT Accuracy: 86.2. Result ID: 6a3a7992fbc373592c38b4cc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### AT Accuracy: 85.6. Result ID: 6a3a7992fbc373592c38b4c4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### NT Accuracy: 84.8. Result ID: 6a3a7992fbc373592c38b4cf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-V3.2","Hosted API":"true"}. This record does not assert independent reproduction. ### NT Accuracy: 82.2. Result ID: 6a3a7992fbc373592c38b4cb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-32B"}. This record does not assert independent reproduction. ### NT Accuracy: 81.2. Result ID: 6a3a7992fbc373592c38b4c7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-14B"}. This record does not assert independent reproduction. ### NT Accuracy: 76.6. Result ID: 6a3a7992fbc373592c38b4c3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.