Uncertainty Quantification with Pre-trained Language Models: A Large-Scale Empirical Analysis.
Yuxin XiaoPaul Pu LiangUmang BhattWillie NeiswangerRuslan SalakhutdinovLouis-Philippe MorencyPublished in: EMNLP (Findings) (2022)
Keyphrases
- empirical analysis
- language model
- pre trained
- language modeling
- theoretical analysis
- n gram
- document retrieval
- probabilistic model
- empirical studies
- query expansion
- speech recognition
- statistical language models
- retrieval model
- information retrieval
- language modelling
- smoothing methods
- training data
- test collection
- training examples
- language models for information retrieval
- relevance model
- control signals
- uncertain data
- neural network
- multi modal
- small number
- statistical language modeling