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