# Mathematics on AMC 24 (avg@32 accuracy) Source: [Mathematics on AMC 24 (avg@32 accuracy)]() Collection index: [llms.txt]() Data updated: 2026-05-28T08:54:10.778Z Evaluation of model performance on the AMC 24 dataset for Mathematics tasks, measured using the average accuracy at k=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 | Mathematics | | Dataset (including any stated split) | AMC 24 | | Metric | Accuracy (avg@32) | | 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 (avg@32)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (avg@32) | Result date | Report paper | | --- | --- | --- | --- | | IBTPO | 46 | Not recorded | 6a17cc00dbd7150506f81233 | | TreeRL | 40.5 | Not recorded | 6a17cc00dbd7150506f81233 | | TreePO | 40.1 | Not recorded | 6a17cc00dbd7150506f81233 | | IBRO | 39.5 | Not recorded | 6a17cc00dbd7150506f81233 | | Vanilla GRPO | 39.4 | Not recorded | 6a17cc00dbd7150506f81233 | | GRPO w/ Entropy Reg† | 39.4 | Not recorded | 6a17cc00dbd7150506f81233 | | GRPO w/ Clip-higher | 38.9 | Not recorded | 6a17cc00dbd7150506f81233 | | Initial Model | 26.8 | Not recorded | 6a17cc00dbd7150506f81233 | | IBTPO | 23.4 | Not recorded | 6a17cc00dbd7150506f81233 | | IBRO | 20.8 | Not recorded | 6a17cc00dbd7150506f81233 | | TreeRL | 20.6 | Not recorded | 6a17cc00dbd7150506f81233 | | GRPO w/ Clip-higher | 20.5 | Not recorded | 6a17cc00dbd7150506f81233 | | Vanilla GRPO | 19.7 | Not recorded | 6a17cc00dbd7150506f81233 | | TreePO | 19.5 | Not recorded | 6a17cc00dbd7150506f81233 | | GRPO w/ Entropy Reg† | 18.8 | Not recorded | 6a17cc00dbd7150506f81233 | | Initial Model | 15.1 | Not recorded | 6a17cc00dbd7150506f81233 | ### IBTPO Accuracy (avg@32): 46. Result ID: 6a180298fbc373592c11dc21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### TreeRL Accuracy (avg@32): 40.5. Result ID: 6a180298fbc373592c11dc1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### TreePO Accuracy (avg@32): 40.1. Result ID: 6a180298fbc373592c11dc20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### IBRO Accuracy (avg@32): 39.5. Result ID: 6a180298fbc373592c11dc1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### Vanilla GRPO Accuracy (avg@32): 39.4. Result ID: 6a180298fbc373592c11dc1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### GRPO w/ Entropy Reg† Accuracy (avg@32): 39.4. Result ID: 6a180298fbc373592c11dc1d. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### GRPO w/ Clip-higher Accuracy (avg@32): 38.9. Result ID: 6a180298fbc373592c11dc1c. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### Initial Model Accuracy (avg@32): 26.8. Result ID: 6a180298fbc373592c11dc1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-8B-Base"}. This record does not assert independent reproduction. ### IBTPO Accuracy (avg@32): 23.4. Result ID: 6a180298fbc373592c11dc19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### IBRO Accuracy (avg@32): 20.8. Result ID: 6a180298fbc373592c11dc16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### TreeRL Accuracy (avg@32): 20.6. Result ID: 6a180298fbc373592c11dc17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### GRPO w/ Clip-higher Accuracy (avg@32): 20.5. Result ID: 6a180298fbc373592c11dc14. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### Vanilla GRPO Accuracy (avg@32): 19.7. Result ID: 6a180298fbc373592c11dc13. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### TreePO Accuracy (avg@32): 19.5. Result ID: 6a180298fbc373592c11dc18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### GRPO w/ Entropy Reg† Accuracy (avg@32): 18.8. Result ID: 6a180298fbc373592c11dc15. [Reporting paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. ### Initial Model Accuracy (avg@32): 15.1. Result ID: 6a180298fbc373592c11dc12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Base Model":"Qwen3-1.7B-Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.