# Multilingual Causal Reasoning on XCOPA Source: [Multilingual Causal Reasoning on XCOPA]() Collection index: [llms.txt]() Data updated: 2026-05-22T09:26:44.810Z Evaluation of model performance on multilingual causal reasoning tasks using the XCOPA dataset, measured by accuracy and extract match 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 | Multilingual Causal Reasoning | | Dataset (including any stated split) | XCOPA | | Metric | Extract Match Score | | 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 - [Extract Match Score](): Higher is better; unit: PERCENT. - [Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Extract Match Score | Result date | Report paper | | --- | --- | --- | --- | | LANG | 62.9 | Not recorded | 6a0fe33cf984739ed6739fa7 | | Qwen2.5-7B-Instruct | 60.7 | Not recorded | 6a0fe33cf984739ed6739fa7 | | LC-GRPO | 60.5 | Not recorded | 6a0fe33cf984739ed6739fa7 | | Vanilla GRPO | 58.9 | Not recorded | 6a0fe33cf984739ed6739fa7 | ### LANG Extract Match Score: 62.9. Result ID: 6a10206ffbc373592c096fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### Qwen2.5-7B-Instruct Extract Match Score: 60.7. Result ID: 6a10206ffbc373592c096fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LC-GRPO Extract Match Score: 60.5. Result ID: 6a10206ffbc373592c096fb3. [Reporting paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. ### Vanilla GRPO Extract Match Score: 58.9. Result ID: 6a10206ffbc373592c096fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"Qwen2.5-7B-Instruct"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.