How would you evaluate an LLM’s reliability on logical reasoning tasks?

Instruction: Give a clear explanation, a practical example, and the main limitation.

Context: Evaluate reasoning on realistic variations and verify results with an independent, validated checker.

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I would evaluate the actual class of reasoning the product needs rather than infer ability from a fluent explanation. I would test unfamiliar cases, paraphrases, changed numbers, extra irrelevant information, and combinations of constraints...

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