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arXiv Language Models

Teaching AI to Actually Care About Evidence—Not Just Find It

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It's the difference between a lawyer who retrieves case law and one who actually *uses* it to argue her point: the model must prove the evidence genuinely supports the claim, not just mention it exists.

This means we can finally measure whether AI systems are reasoning responsibly or just going through the motions of looking thoughtful.


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