# Math and Text Reasoning on Minerva Source: [Math and Text Reasoning on Minerva]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:51.493Z Evaluation of model performance on the Minerva dataset focusing on combined mathematical and textual 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) | Minerva | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | PAQ | Result date | Report paper | | --- | --- | --- | --- | | Prompt-UC | 0.4943 | Not recorded | 69802f68a8b01e76cc8e14db | | UCPO | 0.4915 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 0.486 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 0.4755 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO | 0.4718 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 0.4632 | Not recorded | 69802f68a8b01e76cc8e14db | | Baseline | 0.4596 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 0.2616 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 0.25 | Not recorded | 69802f68a8b01e76cc8e14db | | UCPO | 0.225 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 0.1988 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO | 0.1816 | Not recorded | 69802f68a8b01e76cc8e14db | | Prompt-UC | 0.1654 | Not recorded | 69802f68a8b01e76cc8e14db | | Baseline | 0.1581 | Not recorded | 69802f68a8b01e76cc8e14db | ### Prompt-UC PAQ: 0.4943. Result ID: 699615925698665ec4552130. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### UCPO PAQ: 0.4915. Result ID: 699615925698665ec4552135. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 0.486. Result ID: 699615925698665ec4552132. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Reward Coefficient (ru)":"0.2"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 0.4755. Result ID: 699615925698665ec4552134. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Reward Coefficient (ru)":"0.8"}. This record does not assert independent reproduction. ### GRPO PAQ: 0.4718. Result ID: 699615925698665ec4552131. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 0.4632. Result ID: 699615925698665ec4552133. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B","Reward Coefficient (ru)":"0.5"}. This record does not assert independent reproduction. ### Baseline PAQ: 0.4596. Result ID: 699615925698665ec455212f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 0.2616. Result ID: 699615925698665ec455213a. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":"0.5"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 0.25. Result ID: 699615925698665ec455213b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":"0.8"}. This record does not assert independent reproduction. ### UCPO PAQ: 0.225. Result ID: 699615925698665ec455213c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 0.1988. Result ID: 699615925698665ec4552139. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":"0.2"}. This record does not assert independent reproduction. ### GRPO PAQ: 0.1816. Result ID: 699615925698665ec4552138. [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: 0.1654. Result ID: 699615925698665ec4552137. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### Baseline PAQ: 0.1581. Result ID: 699615925698665ec4552136. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.