LLMs Always Predict: Why They Differ Fundamentally From Calculators in Critical Tasks

An analysis demonstrates that language models always predict a probabilistic response rather than refusing when faced with invalid questions.

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The fact

This fundamental divergence from exact calculators makes AI unsafe for critical tasks like financial calculation or medical diagnosis.

The problem reveals a deep architectural limitation of current LLMs in domains requiring absolute precision.

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