Attention Satisfies: A Constraint-Satisfaction Lens on Factual Errors of Language Models.
Mert YüksekgönülVarun ChandrasekaranErik JonesSuriya GunasekarRanjita NaikHamid PalangiEce KamarBesmira NushiPublished in: ICLR (2024)
Keyphrases
- constraint satisfaction
- language model
- language modeling
- constraint satisfaction problems
- probabilistic model
- information retrieval
- n gram
- speech recognition
- document retrieval
- retrieval model
- statistical language models
- query expansion
- heuristic search
- context sensitive
- language models for information retrieval
- constraint programming
- language modelling
- constraint propagation
- test collection
- constraint relaxation
- smoothing methods
- russian doll search
- vector space model
- constraint problems
- document ranking
- query terms
- relevance model
- soft constraints
- constraint solving
- robust fault detection
- translation model
- constraint networks
- query specific
- arc consistency
- ad hoc information retrieval
- retrieval effectiveness
- okapi bm
- state space
- np hard
- language model for information retrieval
- learning algorithm