Assessing Resource-Performance Trade-off of Natural Language Models using Data Envelopment Analysis.
Shohei ZhouAlisha ZachariahDevin ConathanJeffery KlinePublished in: Eval4NLP (2022)
Keyphrases
- language model
- data envelopment analysis
- trade off
- language modeling
- input output
- probabilistic model
- n gram
- retrieval model
- linear programming
- efficient frontier
- dea models
- speech recognition
- document retrieval
- information retrieval
- language modelling
- multiple objective programming
- statistical language models
- query expansion
- smoothing methods
- context sensitive
- relevance model
- multi criteria
- test collection
- language model for information retrieval
- document ranking
- pseudo relevance feedback
- language models for information retrieval
- special case
- evolutionary algorithm