# Multi-choice Question Answering on SemEval (test) Source: [Multi-choice Question Answering on SemEval (test)]() Collection index: [llms.txt]() Data updated: 2026-06-04T11:29:37.579Z Evaluation of model performance on the test split of the SemEval dataset for Multi-choice Question Answering. 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 | Multi-choice Question Answering | | Dataset (including any stated split) | SemEval (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Uniform | 89.75 | Not recorded | 6a2106d3c10484bac23f048a | | TANDEM | 89.7 | Not recorded | 6a2106d3c10484bac23f048a | | Skill-It | 89.4 | Not recorded | 6a2106d3c10484bac23f048a | | Aioli | 89.1 | Not recorded | 6a2106d3c10484bac23f048a | | DoGE | 89 | Not recorded | 6a2106d3c10484bac23f048a | | DoReMi | 88.5 | Not recorded | 6a2106d3c10484bac23f048a | ### Uniform Accuracy: 89.75. Result ID: 6a216184fbc373592c1e25aa. [Reporting paper]() Recorded evaluation configuration: {"Model Size":"500M","Base Model":"Qwen-2","Training Steps":"2000","Batch Size":"32","Context Length":"512","K":"20","E":"10"}. This record does not assert independent reproduction. ### TANDEM Accuracy: 89.7. Result ID: 6a216184fbc373592c1e25af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"500M","Base Model":"Qwen-2","Training Steps":"2000","Batch Size":"32","Context Length":"512","K":"20","E":"10"}. This record does not assert independent reproduction. ### Skill-It Accuracy: 89.4. Result ID: 6a216184fbc373592c1e25ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"500M","Base Model":"Qwen-2","Training Steps":"2000","Batch Size":"32","Context Length":"512","K":"20","E":"10"}. This record does not assert independent reproduction. ### Aioli Accuracy: 89.1. Result ID: 6a216184fbc373592c1e25ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"500M","Base Model":"Qwen-2","Training Steps":"2000","Batch Size":"32","Context Length":"512","K":"20","E":"10"}. This record does not assert independent reproduction. ### DoGE Accuracy: 89. Result ID: 6a216184fbc373592c1e25ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"500M","Base Model":"Qwen-2","Training Steps":"2000","Batch Size":"32","Context Length":"512","K":"20","E":"10"}. This record does not assert independent reproduction. ### DoReMi Accuracy: 88.5. Result ID: 6a216184fbc373592c1e25ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Size":"500M","Base Model":"Qwen-2","Training Steps":"2000","Batch Size":"32","Context Length":"512","K":"20","E":"10"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.