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Entity Resolution (ER

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Can we trust LLM Self-Explanations for Entity Resolution?

arXiv:2606.01210v1 Announce Type: new Abstract: Large Language Models (LLMs) have recently shown strong performance on Entity Resolution (ER). Additionally, akin to their prowess in providing accurate predictions, these models often generate self-explanations alongside their predictions through prompting. While such self-explanations are appealing due to their negligible computational cost, their actual reliability remains largely unexplored.

arXiv CS 8d ago