# Math and Text Reasoning on AMC (PAQ, F1) Source: [Math and Text Reasoning on AMC (PAQ, F1)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:51.461Z Evaluation of model performance on the AMC dataset focusing on combined mathematical and text reasoning capabilities, measured using PAQ and F1 scores. 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 | Math and Text Reasoning | | Dataset (including any stated split) | AMC | | Metric | PAQ | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 - [PAQ](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | PAQ | Result date | Report paper | | --- | --- | --- | --- | | GRPO-UC | 95.06 | Not recorded | 69802f68a8b01e76cc8e14db | | UCPO | 91.95 | Not recorded | 69802f68a8b01e76cc8e14db | | Baseline | 91.57 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 90 | Not recorded | 69802f68a8b01e76cc8e14db | | Prompt-UC | 89.02 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 88.98 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO | 88.35 | Not recorded | 69802f68a8b01e76cc8e14db | | UCPO | 28.12 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 21.43 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO | 20.08 | Not recorded | 69802f68a8b01e76cc8e14db | | Prompt-UC | 19.74 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 15.79 | Not recorded | 69802f68a8b01e76cc8e14db | | Baseline | 15.66 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 11.8 | Not recorded | 69802f68a8b01e76cc8e14db | ### GRPO-UC PAQ: 95.06. Result ID: 699615925698665ec4552118. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Reward Coefficient (ru)":"0.8"}. This record does not assert independent reproduction. ### UCPO PAQ: 91.95. Result ID: 699615925698665ec4552119. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### Baseline PAQ: 91.57. Result ID: 699615925698665ec4552113. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 90. Result ID: 699615925698665ec4552117. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Reward Coefficient (ru)":"0.5"}. This record does not assert independent reproduction. ### Prompt-UC PAQ: 89.02. Result ID: 699615925698665ec4552114. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 88.98. Result ID: 699615925698665ec4552116. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Reward Coefficient (ru)":"0.2"}. This record does not assert independent reproduction. ### GRPO PAQ: 88.35. Result ID: 699615925698665ec4552115. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### UCPO PAQ: 28.12. Result ID: 699615925698665ec4552120. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 21.43. Result ID: 699615925698665ec455211e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":"0.5"}. This record does not assert independent reproduction. ### GRPO PAQ: 20.08. Result ID: 699615925698665ec455211c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### Prompt-UC PAQ: 19.74. Result ID: 699615925698665ec455211b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 15.79. Result ID: 699615925698665ec455211f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":"0.8"}. This record does not assert independent reproduction. ### Baseline PAQ: 15.66. Result ID: 699615925698665ec455211a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 11.8. Result ID: 699615925698665ec455211d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":"0.2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.