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1 year ago in Artificial Intelligence , Machine Learning By Vineet

Can modern AI detect circular reasoning in prose text?

How effectively can modern NLP systems recognize the logical fallacy of circular reasoning in natural language prose?

LLM AI

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By Joshna Answered 8 months ago

Currently, general-purpose Large Language Models (LLMs) can identify simple circular logic in short, structured arguments when explicitly prompted. However, reliably detecting nuanced circular reasoning in complex, lengthy prose remains a significant challenge. It is doable but requires specialized AI systems combining deep natural language understanding with formal logic and knowledge representation. Such systems would need to parse claims, map premise-conclusion dependencies, and check for semantic equivalence in a contextualized way, which is an active research area.

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