# Multilingual Logical Reasoning on CrossMMLU Source: [Multilingual Logical Reasoning on CrossMMLU]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:12:08.702Z Evaluation of model performance on multilingual logical reasoning tasks using the CrossMMLU dataset, reporting scores across specified languages (e.g., English, Chinese, Indonesian) and a consensus score. 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 | Multilingual Logical Reasoning | | Dataset (including any stated split) | CrossMMLU | | Metric | Accuracy (English) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 4 of 4 | | 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 - [Accuracy (English)](): Higher is better; unit: PERCENT. - [Accuracy (Chinese)](): Higher is better; unit: PERCENT. - [Accuracy (Indonesian)](): Higher is better; unit: PERCENT. - [Accuracy (Consensus)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (English) | Result date | Report paper | | --- | --- | --- | --- | | Qwen2.5-7B-AdaMCOT | 84.7 | Not recorded | 68fa7a601e209131cea82b5f | | LLaMA3.1-8B-AdaMCOT | 84 | Not recorded | 68fa7a601e209131cea82b5f | | Qwen2.5-7B-Instruction | 84 | Not recorded | 68fa7a601e209131cea82b5f | | LLaMA3.1-8B-Instruction | 82 | Not recorded | 68fa7a601e209131cea82b5f | ### Qwen2.5-7B-AdaMCOT Accuracy (English): 84.7. Result ID: 69df390f47f34ce924c7860a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### LLaMA3.1-8B-AdaMCOT Accuracy (English): 84. Result ID: 69df390f47f34ce924c78608. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LLaMA3.1-8B"}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruction Accuracy (English): 84. Result ID: 69df390f47f34ce924c78609. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen2.5-7B"}. This record does not assert independent reproduction. ### LLaMA3.1-8B-Instruction Accuracy (English): 82. Result ID: 69df390f47f34ce924c78607. [Reporting paper]() [Method origin paper]() [Implementation]() 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.