# Mathematical Reasoning on AMC (Avg@32, Pass@32) Source: [Mathematical Reasoning on AMC (Avg@32, Pass@32)]() Collection index: [llms.txt]() Data updated: 2026-04-14T11:14:59.634Z Evaluation of model performance on the AMC dataset for mathematical reasoning tasks, specifically measured using the Avg@32 and Pass@32 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) | AMC | | Metric | Avg@32 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Avg@32](): Higher is better; unit: PERCENT. - [Pass@32](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg@32 | Result date | Report paper | | --- | --- | --- | --- | | EntroAdv | 63.8 | Not recorded | 69ddca697d0172140ec79e8a | | Forking | 63.7 | Not recorded | 69ddca697d0172140ec79e8a | | EAPO | 62.1 | Not recorded | 69ddca697d0172140ec79e8a | | EntroReg | 61.1 | Not recorded | 69ddca697d0172140ec79e8a | | DAPO | 61 | Not recorded | 69ddca697d0172140ec79e8a | | KL-Cov | 59.2 | Not recorded | 69ddca697d0172140ec79e8a | | GRPO | 58.6 | Not recorded | 69ddca697d0172140ec79e8a | | W-REINF | 58.1 | Not recorded | 69ddca697d0172140ec79e8a | | PRIME | 42.4 | Not recorded | 69ddca697d0172140ec79e8a | | Base-7B | 32.7 | Not recorded | 69ddca697d0172140ec79e8a | ### EntroAdv Avg@32: 63.8. Result ID: 69de21a847f34ce924c688b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction. ### Forking Avg@32: 63.7. Result ID: 69de21a847f34ce924c688b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction. ### EAPO Avg@32: 62.1. Result ID: 69de21a847f34ce924c688ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction. ### EntroReg Avg@32: 61.1. Result ID: 69de21a847f34ce924c688b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction. ### DAPO Avg@32: 61. Result ID: 69de21a847f34ce924c688b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction. ### KL-Cov Avg@32: 59.2. Result ID: 69de21a847f34ce924c688b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Policy Entropy Method"}. This record does not assert independent reproduction. ### GRPO Avg@32: 58.6. Result ID: 69de21a847f34ce924c688b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction. ### W-REINF Avg@32: 58.1. Result ID: 69de21a847f34ce924c688b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction. ### PRIME Avg@32: 42.4. Result ID: 69de21a847f34ce924c688b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction. ### Base-7B Avg@32: 32.7. Result ID: 69de21a847f34ce924c688b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B","Method Category":"Classic RLVR Method"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.