Comparative Analysis of Encoder-Based NER and Large Language Models for Skill Extraction from Russian Job Vacancies.
Nikita MatkinAleksei SmirnovMikhail UsaninEgor IvanovKirill SobyaninSofiia PaklinaPetr ParshakovPublished in: CoRR (2024)
Keyphrases
- comparative analysis
- language model
- information extraction
- named entity recognition
- language modeling
- information retrieval
- n gram
- probabilistic model
- retrieval model
- maximum entropy
- document retrieval
- language modelling
- conditional random fields
- named entities
- query expansion
- speech recognition
- test collection
- statistical language models
- text summarization
- semi quantitative
- vector space model
- language models for information retrieval
- query terms
- ad hoc information retrieval
- context sensitive
- relevance model
- morphological analysis
- smoothing methods
- natural language processing
- web documents
- graphical models
- pseudo relevance feedback
- document ranking
- term dependencies
- text classification
- statistical language modeling
- bayesian networks