暑假会做LLM uncertainty的工作,因此这里列举一些相关的note和观察。

Index Title Status Reminder
1 Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation Read ICLR'23,我们的base work
2 To Believe or Not to Believe Your LLM Reading 2024.6 DeepMind的工作,分辨epistemic/aleatoric uncertainty
3 Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs Not Read
4 Language Models(Mostly) Know What They Know Not Read
5 Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Not Read
6

LLM: 分epistemic和aletoric两种,epistemic指