MatSci-NLP: Evaluating Scientific Language Models on Materials Science Language Tasks Using Text-to-Schema Modeling.
Yu SongSantiago MiretBang LiuPublished in: CoRR (2023)
Keyphrases
- language model
- materials science
- information retrieval
- computational linguistics
- language modeling
- scientific data
- probabilistic model
- free text
- document retrieval
- natural language
- n gram
- language processing
- text mining
- natural language processing
- speech recognition
- language modelling
- retrieval model
- statistical language models
- context sensitive
- text retrieval
- test collection
- query expansion
- vector space model
- document level
- multiword
- related fields
- data model
- text documents
- document ranking
- database
- databases
- smoothing methods
- question answering
- information extraction
- computer science
- keywords
- text summarization
- relevance model
- researchers and practitioners
- query terms
- web documents
- knowledge discovery
- information technology
- statistical language modeling