ModelRefs / Commonsense Reasoning — AI Glossary

Commonsense Reasoning — AI Glossary

The ability of a model to apply everyday world knowledge and physical/social intuitions that are rarely stated explicitly in text.

Overview

Commonsense reasoning requires knowledge humans acquire implicitly: objects fall when dropped, people feel sad at funerals, water is wet. Benchmarks: HellaSwag, WinoGrande, CommonsenseQA, PIQA, SocialIQA. LLMs trained on web text absorb much commonsense knowledge but still fail on out-of-distribution physical and social scenarios.

Reference details

Topicevaluation
Last reviewed2026-06-24

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Frequently asked questions

What is Commonsense Reasoning?

The ability of a model to apply everyday world knowledge and physical/social intuitions that are rarely stated explicitly in text.

What concepts are related to Commonsense Reasoning?

Closely related concepts include hellaswag, winogrande, reasoning.