# Mathematical Reasoning on AIME 2024 (Pass@32 and Avg@32) Source: [Mathematical Reasoning on AIME 2024 (Pass@32 and Avg@32)]() Collection index: [llms.txt]() Data updated: 2026-04-14T11:14:59.502Z Evaluation of model performance on the AIME 2024 dataset, reporting metrics derived from 32 samples (Avg@32, Pass@32). 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 2024 | | Metric | Average Score (Avg@32) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 9 of 9 | | 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 - [Average Score (Avg@32)](): Higher is better; unit: PERCENT. - [Pass Rate (Pass@32)](): Higher is better; unit: PERCENT. - [Overall Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Average Score (Avg@32) | Result date | Report paper | | --- | --- | --- | --- | | EAPO | 45.1 | Not recorded | 69ddca697d0172140ec79e8a | | EntroAdv | 44 | Not recorded | 69ddca697d0172140ec79e8a | | KL-Cov | 43.9 | Not recorded | 69ddca697d0172140ec79e8a | | DAPO | 40.9 | Not recorded | 69ddca697d0172140ec79e8a | | GRPO | 38.1 | Not recorded | 69ddca697d0172140ec79e8a | | Forking | 38.1 | Not recorded | 69ddca697d0172140ec79e8a | | W-REINF | 35 | Not recorded | 69ddca697d0172140ec79e8a | | EntroReg | 34.6 | Not recorded | 69ddca697d0172140ec79e8a | | Base-1.5B | 32.5 | Not recorded | 69ddca697d0172140ec79e8a | ### EAPO Average Score (Avg@32): 45.1. Result ID: 69de21a847f34ce924c68879. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Policy Entropy Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### EntroAdv Average Score (Avg@32): 44. Result ID: 69de21a847f34ce924c68877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Policy Entropy Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### KL-Cov Average Score (Avg@32): 43.9. Result ID: 69de21a847f34ce924c68878. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Policy Entropy Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### DAPO Average Score (Avg@32): 40.9. Result ID: 69de21a847f34ce924c68874. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Classic RLVR Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### GRPO Average Score (Avg@32): 38.1. Result ID: 69de21a847f34ce924c68873. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Classic RLVR Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### Forking Average Score (Avg@32): 38.1. Result ID: 69de21a847f34ce924c68876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Policy Entropy Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### W-REINF Average Score (Avg@32): 35. Result ID: 69de21a847f34ce924c68872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Classic RLVR Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### EntroReg Average Score (Avg@32): 34.6. Result ID: 69de21a847f34ce924c68875. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Policy Entropy Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. ### Base-1.5B Average Score (Avg@32): 32.5. Result ID: 69de21a847f34ce924c68871. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Classic RLVR Method","Backbone":"DeepScaleR-1.5B-8k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.