# General Tasks on MMLU-Redux2 Source: [General Tasks on MMLU-Redux2]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:54:51.522Z Evaluation of model performance on the General Tasks category within the MMLU-Redux2 dataset, measured by 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 | General Tasks | | Dataset (including any stated split) | MMLU-Redux2 | | 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 | | --- | --- | --- | --- | | UCPO | 91.67 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 88.82 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 88.51 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 88.13 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO | 87.62 | Not recorded | 69802f68a8b01e76cc8e14db | | Baseline | 87.2 | Not recorded | 69802f68a8b01e76cc8e14db | | Prompt-UC | 87.08 | Not recorded | 69802f68a8b01e76cc8e14db | | UCPO | 81.13 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 78.89 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 76.99 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO-UC | 72.47 | Not recorded | 69802f68a8b01e76cc8e14db | | GRPO | 71.23 | Not recorded | 69802f68a8b01e76cc8e14db | | Prompt-UC | 68.02 | Not recorded | 69802f68a8b01e76cc8e14db | | Baseline | 65.17 | Not recorded | 69802f68a8b01e76cc8e14db | ### UCPO PAQ: 91.67. Result ID: 699615925698665ec455215f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 88.82. Result ID: 699615925698665ec455215d. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B","Reward Coefficient (ru)":0.5}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 88.51. Result ID: 699615925698665ec455215e. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B","Reward Coefficient (ru)":0.8}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 88.13. Result ID: 699615925698665ec455215c. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B","Reward Coefficient (ru)":0.2}. This record does not assert independent reproduction. ### GRPO PAQ: 87.62. Result ID: 699615925698665ec455215b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### Baseline PAQ: 87.2. Result ID: 699615925698665ec4552159. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### Prompt-UC PAQ: 87.08. Result ID: 699615925698665ec455215a. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Qwen3-8B"}. This record does not assert independent reproduction. ### UCPO PAQ: 81.13. Result ID: 699615925698665ec4552166. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 78.89. Result ID: 699615925698665ec4552164. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":0.5}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 76.99. Result ID: 699615925698665ec4552165. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":0.8}. This record does not assert independent reproduction. ### GRPO-UC PAQ: 72.47. Result ID: 699615925698665ec4552163. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct","Reward Coefficient (ru)":0.2}. This record does not assert independent reproduction. ### GRPO PAQ: 71.23. Result ID: 699615925698665ec4552162. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### Prompt-UC PAQ: 68.02. Result ID: 699615925698665ec4552161. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"Llama-3.1-8B-Instruct"}. This record does not assert independent reproduction. ### Baseline PAQ: 65.17. Result ID: 699615925698665ec4552160. [Reporting paper]() Recorded evaluation configuration: {"Backbone Model":"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.