The Probabilities Also Matter: A More Faithful Metric for Faithfulness of Free-Text Explanations in Large Language Models.
Noah Y. SiegelOana-Maria CamburuNicolas HeessMaría Pérez-OrtizPublished in: CoRR (2024)
Keyphrases
- free text
- language model
- language modeling
- information extraction
- causal models
- natural language processing
- structured data
- information retrieval
- n gram
- speech recognition
- document retrieval
- query expansion
- probabilistic model
- language modelling
- retrieval model
- computer assisted assessment
- semi structured
- statistical language models
- context sensitive
- clinical guidelines
- smoothing methods
- test collection
- medical records
- pseudo relevance feedback
- query terms
- document ranking
- relevance model
- evaluation metrics
- conditional probabilities
- language models for information retrieval
- machine learning
- data model
- translation model
- vector space model
- web documents
- web pages