# Logical Reasoning on Logical Reasoning Datasets Unbalanced Source: [Logical Reasoning on Logical Reasoning Datasets Unbalanced]() Collection index: [llms.txt]() Data updated: 2026-02-26T06:01:45.096Z Evaluation of model performance on the Logical Reasoning task using the Logical Reasoning Datasets Unbalanced benchmark, reporting scores across sub-components 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 Unbalanced | | 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 | 94.4 | Not recorded | 68fa7be71e209131cea8b361 | | Bin-based Progressive Learning | 93 | Not recorded | 68fa7be71e209131cea8b361 | | Our Re-Cognizing Method | 93 | Not recorded | 68fa7be71e209131cea8b361 | | Curriculum Learning | 92.6 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage2 | 91 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage1 | 90.4 | Not recorded | 68fa7be71e209131cea8b361 | | Directly | 89.6 | Not recorded | 68fa7be71e209131cea8b361 | | Bin-based Progressive Learning | 89 | Not recorded | 68fa7be71e209131cea8b361 | | Curriculum Learning | 86.4 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage1 | 85.6 | Not recorded | 68fa7be71e209131cea8b361 | | GPT-4 | 80.8 | Not recorded | 68fa7be71e209131cea8b361 | | Optimization w/o Stage2 | 79.8 | Not recorded | 68fa7be71e209131cea8b361 | | Directly | 78.6 | Not recorded | 68fa7be71e209131cea8b361 | | DeepSeek-V3 | 75.4 | Not recorded | 68fa7be71e209131cea8b361 | | Base | 46.6 | Not recorded | 68fa7be71e209131cea8b361 | | Base | 44.4 | Not recorded | 68fa7be71e209131cea8b361 | ### Our Re-Cognizing Method Recolr: 94.4. Result ID: 699a3f435698665ec4c5f463. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Bin-based Progressive Learning Recolr: 93. Result ID: 699a3f435698665ec4c5f459. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Our Re-Cognizing Method Recolr: 93. Result ID: 699a3f435698665ec4c5f45c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Curriculum Learning Recolr: 92.6. Result ID: 699a3f435698665ec4c5f458. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Optimization w/o Stage2 Recolr: 91. Result ID: 699a3f435698665ec4c5f45b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Optimization w/o Stage1 Recolr: 90.4. Result ID: 699a3f435698665ec4c5f45a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Directly Recolr: 89.6. Result ID: 699a3f435698665ec4c5f457. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Bin-based Progressive Learning Recolr: 89. Result ID: 699a3f435698665ec4c5f460. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Curriculum Learning Recolr: 86.4. Result ID: 699a3f435698665ec4c5f45f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Optimization w/o Stage1 Recolr: 85.6. Result ID: 699a3f435698665ec4c5f461. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### GPT-4 Recolr: 80.8. Result ID: 699a3f435698665ec4c5f454. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model Category":"Closed-source LLMs"}. This record does not assert independent reproduction. ### Optimization w/o Stage2 Recolr: 79.8. Result ID: 699a3f435698665ec4c5f462. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Directly Recolr: 78.6. Result ID: 699a3f435698665ec4c5f45e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### DeepSeek-V3 Recolr: 75.4. Result ID: 699a3f435698665ec4c5f455. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Closed-source LLMs"}. This record does not assert independent reproduction. ### Base Recolr: 46.6. Result ID: 699a3f435698665ec4c5f45d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### Base Recolr: 44.4. Result ID: 699a3f435698665ec4c5f456. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.