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May 23, 2026 · Essay · 1 Min Read · 0 words

Verifying reasoning in LLMs

How do you actually verify reasoning in LLMs? Do neuro-symbolic approaches (LTNs, DeepProbLog) give us real proof structure, or just a fancier place to hide hallucinations?

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