# Mathematical Reasoning on Olympiad (Pass@1, Pass@32) Source: [Mathematical Reasoning on Olympiad (Pass@1, Pass@32)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:57:30.778Z Evaluation of model performance on mathematical reasoning problems using the Olympiad dataset, specifically measured by Pass@1 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) | Olympiad | | Metric | Pass@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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@1](): Higher is better; unit: PERCENT. - [Pass@32](): Higher is better; unit: PERCENT. ## Recorded results | Method | Pass@1 | Result date | Report paper | | --- | --- | --- | --- | | DynaMO | 31.6 | Not recorded | 699d307c6017c4460ffab3b7 | | Fork Tokens | 30.9 | Not recorded | 699d307c6017c4460ffab3b7 | | W-REINFORCE | 30.9 | Not recorded | 699d307c6017c4460ffab3b7 | | Entropy Advantages | 30.4 | Not recorded | 699d307c6017c4460ffab3b7 | | Entropy Loss | 30.2 | Not recorded | 699d307c6017c4460ffab3b7 | | KL-COV | 30.2 | Not recorded | 699d307c6017c4460ffab3b7 | | Clip-COV | 29.5 | Not recorded | 699d307c6017c4460ffab3b7 | | GRPO | 28.6 | Not recorded | 699d307c6017c4460ffab3b7 | | Clip-Higher | 28.1 | Not recorded | 699d307c6017c4460ffab3b7 | | DynaMO | 27.2 | Not recorded | 699d307c6017c4460ffab3b7 | | Clip-Higher | 26.4 | Not recorded | 699d307c6017c4460ffab3b7 | | Entropy Advantages | 25.9 | Not recorded | 699d307c6017c4460ffab3b7 | | Clip-COV | 25.8 | Not recorded | 699d307c6017c4460ffab3b7 | | GRPO | 25.6 | Not recorded | 699d307c6017c4460ffab3b7 | | Fork Tokens | 25.5 | Not recorded | 699d307c6017c4460ffab3b7 | | Entropy Loss | 25.4 | Not recorded | 699d307c6017c4460ffab3b7 | | KL-COV | 25.4 | Not recorded | 699d307c6017c4460ffab3b7 | | W-REINFORCE | 24.4 | Not recorded | 699d307c6017c4460ffab3b7 | ### DynaMO Pass@1: 31.6. Result ID: 699e3b735698665ec4f83825. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### Fork Tokens Pass@1: 30.9. Result ID: 699e3b735698665ec4f83820. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### W-REINFORCE Pass@1: 30.9. Result ID: 699e3b735698665ec4f83824. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### Entropy Advantages Pass@1: 30.4. Result ID: 699e3b735698665ec4f83821. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### Entropy Loss Pass@1: 30.2. Result ID: 699e3b735698665ec4f8381f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### KL-COV Pass@1: 30.2. Result ID: 699e3b735698665ec4f83823. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### Clip-COV Pass@1: 29.5. Result ID: 699e3b735698665ec4f83822. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### GRPO Pass@1: 28.6. Result ID: 699e3b735698665ec4f8381d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### Clip-Higher Pass@1: 28.1. Result ID: 699e3b735698665ec4f8381e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-7B"}. This record does not assert independent reproduction. ### DynaMO Pass@1: 27.2. Result ID: 699e3b735698665ec4f8381c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### Clip-Higher Pass@1: 26.4. Result ID: 699e3b735698665ec4f83815. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### Entropy Advantages Pass@1: 25.9. Result ID: 699e3b735698665ec4f83818. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### Clip-COV Pass@1: 25.8. Result ID: 699e3b735698665ec4f83819. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### GRPO Pass@1: 25.6. Result ID: 699e3b735698665ec4f83814. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### Fork Tokens Pass@1: 25.5. Result ID: 699e3b735698665ec4f83817. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### Entropy Loss Pass@1: 25.4. Result ID: 699e3b735698665ec4f83816. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### KL-COV Pass@1: 25.4. Result ID: 699e3b735698665ec4f8381a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. ### W-REINFORCE Pass@1: 24.4. Result ID: 699e3b735698665ec4f8381b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-Math-1.5B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.