Logical-CommonsenseQA (3-Shot) - AND: leaderboard

Options that assert both statements are plausible (AND). Logical-CommonsenseQA (Junias and Pacheco, University of Colorado Boulder, 2026) rewrites CommonsenseQA questions so that every option joins two atomic statements with a plausibility operator, and the model picks the one option whose composite plausibility fits. Models see three labelled examples in the prompt; macro-F1 in percent over the 250 human-validated test questions, with a single-letter answer at temperature 0; higher is better.

Metric: Macro-F1 (%; both composed statements must be plausible; three labelled examples in the prompt; 250 human-validated four-option test questions). Source: arxiv.org. Saturation forecast: Estimated already saturated. 3 models tracked.

Top models

#ModelScoreOverall rank
1Llama 3.3 70B Instruct85.7#1353
2Qwen 2.5 7B Instruct77.9#2583
3Llama 3.1 8B Instruct71.3#4277

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=logical-commonsenseqa-3-shot-and · How It Works · Data refreshed daily, snapshot 2026-11-12.