Comparative Analysis of Large Language Models in Structured Information Extraction from Job Postings.
Kyriaki SioziouPanagiotis ZervasKostas GiotopoulosGiannis TzimasPublished in: EANN (2024)
Keyphrases
- comparative analysis
- language model
- information extraction
- information retrieval
- structured data
- language modeling
- n gram
- probabilistic model
- document retrieval
- natural language processing
- speech recognition
- retrieval model
- language modelling
- query expansion
- named entity recognition
- text mining
- precision and recall
- test collection
- semi quantitative
- free text
- question answering
- context sensitive
- vector space model
- query terms
- machine learning
- web mining
- text documents
- named entities
- conditional random fields
- web documents
- translation model
- smoothing methods
- pseudo relevance feedback
- relevance model
- natural language
- semi structured
- document length
- statistical language models
- ad hoc information retrieval
- language models for information retrieval
- language model for information retrieval
- okapi bm
- document ranking
- text summarization
- hidden markov models
- machine translation