# Logical Reasoning on Logical Reasoning Datasets Balanced Source: [Logical Reasoning on Logical Reasoning Datasets Balanced]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:45.114Z Evaluation of model performance on the Logical Reasoning task using the balanced subset of Logical Reasoning Datasets, reporting scores across various sub-metrics like Recolr, LogiQA, and LogicBench. 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 | Logical Reasoning | | Dataset (including any stated split) | Logical Reasoning Datasets Balanced | | Metric | Recolr | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Recolr](): Higher is better; unit: PERCENT. - [LogiQA](): Higher is better; unit: PERCENT. - [LogiQA 2.0](): Higher is better; unit: PERCENT. - [LogicBench](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recolr | Result date | Report paper | | --- | --- | --- | --- | | Our Re-Cognizing Method | 94.8 | Not recorded | 68fa7be71e209131cea8b361 | | Our Re-Cognizing Method | 92.2 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage1 | 91.8 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage2 | 91.8 | Not recorded | 68fa7be71e209131cea8b361 | | Bin-based Progressive Learning | 91.1 | Not recorded | 68fa7be71e209131cea8b361 | | Curriculum Learning | 90.8 | Not recorded | 68fa7be71e209131cea8b361 | | Directly | 90.1 | Not recorded | 68fa7be71e209131cea8b361 | | Bin-based Progressive Learning | 89.4 | Not recorded | 68fa7be71e209131cea8b361 | | Curriculum Learning | 87.2 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage2 | 83.9 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage1 | 83.3 | Not recorded | 68fa7be71e209131cea8b361 | | Directly | 79.7 | Not recorded | 68fa7be71e209131cea8b361 | | GPT-4 | 79.4 | Not recorded | 68fa7be71e209131cea8b361 | | DeepSeek-V3 | 73.8 | Not recorded | 68fa7be71e209131cea8b361 | | Base | 44.7 | Not recorded | 68fa7be71e209131cea8b361 | | Base | 43.3 | Not recorded | 68fa7be71e209131cea8b361 | ### Our Re-Cognizing Method Recolr: 94.8. Result ID: 699a3f435698665ec4c5f473. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Our Re-Cognizing Method Recolr: 92.2. Result ID: 699a3f435698665ec4c5f46c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Optimization w/o Stage1 Recolr: 91.8. Result ID: 699a3f435698665ec4c5f46a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Optimization w/o Stage2 Recolr: 91.8. Result ID: 699a3f435698665ec4c5f46b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Bin-based Progressive Learning Recolr: 91.1. Result ID: 699a3f435698665ec4c5f470. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Curriculum Learning Recolr: 90.8. Result ID: 699a3f435698665ec4c5f468. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Directly Recolr: 90.1. Result ID: 699a3f435698665ec4c5f467. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Bin-based Progressive Learning Recolr: 89.4. Result ID: 699a3f435698665ec4c5f469. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Curriculum Learning Recolr: 87.2. Result ID: 699a3f435698665ec4c5f46f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Optimization w/o Stage2 Recolr: 83.9. Result ID: 699a3f435698665ec4c5f472. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Optimization w/o Stage1 Recolr: 83.3. Result ID: 699a3f435698665ec4c5f471. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Directly Recolr: 79.7. Result ID: 699a3f435698665ec4c5f46e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### GPT-4 Recolr: 79.4. Result ID: 699a3f435698665ec4c5f464. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Closed-source LLMs"}. This record does not assert independent reproduction. ### DeepSeek-V3 Recolr: 73.8. Result ID: 699a3f435698665ec4c5f465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Closed-source LLMs"}. This record does not assert independent reproduction. ### Base Recolr: 44.7. Result ID: 699a3f435698665ec4c5f466. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Base Recolr: 43.3. Result ID: 699a3f435698665ec4c5f46d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.