# Mathematical Reasoning on AIME 25 (Accuracy and Tokens) Source: [Mathematical Reasoning on AIME 25 (Accuracy and Tokens)]() Collection index: [llms.txt]() Data updated: 2026-05-15T09:52:02.915Z Evaluation of model performance (Accuracy) and efficiency (Tokens) on the AIME 25 dataset for mathematical reasoning. 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) | AIME 25 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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. - [Total Tokens](): Lower is better; unit: SCALAR. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | DDC | 83.3 | Not recorded | 6a06a8c7dbc836b87d82a33f | | DDC | 82.1 | Not recorded | 6a06a8c7dbc836b87d82a33f | | ϕ-Decoding + SC | 79.2 | Not recorded | 6a06a8c7dbc836b87d82a33f | | Predictive Decoding + SC | 78 | Not recorded | 6a06a8c7dbc836b87d82a33f | | ϕ-Decoding + SC | 67.1 | Not recorded | 6a06a8c7dbc836b87d82a33f | | Predictive Decoding + SC | 66.8 | Not recorded | 6a06a8c7dbc836b87d82a33f | ### DDC Accuracy: 83.3. Result ID: 6a06ecac47f34ce924ef0d37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-0528-Qwen3-8B"}. This record does not assert independent reproduction. ### DDC Accuracy: 82.1. Result ID: 6a06ecac47f34ce924ef0d34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### ϕ-Decoding + SC Accuracy: 79.2. Result ID: 6a06ecac47f34ce924ef0d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-0528-Qwen3-8B"}. This record does not assert independent reproduction. ### Predictive Decoding + SC Accuracy: 78. Result ID: 6a06ecac47f34ce924ef0d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DeepSeek-R1-0528-Qwen3-8B"}. This record does not assert independent reproduction. ### ϕ-Decoding + SC Accuracy: 67.1. Result ID: 6a06ecac47f34ce924ef0d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. ### Predictive Decoding + SC Accuracy: 66.8. Result ID: 6a06ecac47f34ce924ef0d35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.