# Mathematical Reasoning on AIME 2024 (Pass@128 and Avg@128) Source: [Mathematical Reasoning on AIME 2024 (Pass@128 and Avg@128)]() Collection index: [llms.txt]() Data updated: 2026-04-21T09:35:22.801Z Evaluation of model performance on the AIME 2024 dataset, focusing on Pass@128 and Avg@128 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) | AIME 2024 | | Metric | Pass@128 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [Pass@128](): Higher is better; unit: PERCENT. - [Avg@128](): Higher is better; unit: SCALAR. ## Recorded results | Method | Pass@128 | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-Math + GRPO | 73.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 70 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 70 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 70 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 66.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 66.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 66.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 63.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 63.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 63.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 63.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 60 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 56.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 56.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 53.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 50 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 50 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GSPO | 50 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 50 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 46.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 46.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 46.67 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + DAPO | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + SPS | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math | 43.33 | Not recorded | 69e704bf7d0172140ec7eebc | | Qwen2.5-Math + GRPO | 40 | Not recorded | 69e704bf7d0172140ec7eebc | ### Qwen2.5-Math + GRPO Pass@128: 73.33. Result ID: 69e743c847f34ce924cdd5cc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 70. Result ID: 69e743c847f34ce924cdd5c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 70. Result ID: 69e743c847f34ce924cdd5c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 70. Result ID: 69e743c847f34ce924cdd5d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 66.67. Result ID: 69e743c847f34ce924cdd5ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 66.67. Result ID: 69e743c847f34ce924cdd5cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 66.67. Result ID: 69e743c847f34ce924cdd5d6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 63.33. Result ID: 69e743c847f34ce924cdd5c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 63.33. Result ID: 69e743c847f34ce924cdd5c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 63.33. Result ID: 69e743c847f34ce924cdd5cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 63.33. Result ID: 69e743c847f34ce924cdd5d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 60. Result ID: 69e743c847f34ce924cdd5d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 56.67. Result ID: 69e743c847f34ce924cdd5c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 56.67. Result ID: 69e743c847f34ce924cdd5d2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 53.33. Result ID: 69e743c847f34ce924cdd5c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 50. Result ID: 69e743c847f34ce924cdd5bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 50. Result ID: 69e743c847f34ce924cdd5c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GSPO Pass@128: 50. Result ID: 69e743c847f34ce924cdd5cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 50. Result ID: 69e743c847f34ce924cdd5d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 46.67. Result ID: 69e743c847f34ce924cdd5ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 46.67. Result ID: 69e743c847f34ce924cdd5c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 46.67. Result ID: 69e743c847f34ce924cdd5ce. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + DAPO Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + SPS Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-3k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-5k"}. This record does not assert independent reproduction. ### Qwen2.5-Math Pass@128: 43.33. Result ID: 69e743c847f34ce924cdd5d3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"7B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. ### Qwen2.5-Math + GRPO Pass@128: 40. Result ID: 69e743c847f34ce924cdd5d1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Params.":"1.5B","Training Data Regime":"OpenR1-10k"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.