<span class="vcard">/u/Envoy-Insc</span>
/u/Envoy-Insc

LLMs don’t have self knowledge, and it is beneficial for predicting their correctness?

Previous works have suggested / used LLMs having self knowledge, e.g., identifying/preferring their own generations [https://arxiv.org/abs/2404.13076\], or ability to predict their uncertainty [https://arxiv.org/abs/2306.13063 ]. But some papers [https…

Most interesting/useful paper to come out of mechanistic interpretability for a while: a streaming hallucination detector that flags hallucinations in real-time.

Some quotes from the author that I found insightful about the paper: Most prior hallucination detection work has focused on simple factual questions with short answers, but real-world LLM usage increasingly involves long and complex responses where hal…

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