Open-Source Large Language Models Outperform Crowd Workers and Approach ChatGPT in Text-Annotation Tasks.
Meysam AlizadehMaël KubliZeynab SameiShirin DehghaniJuan Diego BermeoMaria KorobeynikovaFabrizio GilardiPublished in: CoRR (2023)
Keyphrases
- language model
- open source
- information retrieval
- language modeling
- n gram
- mechanical turk
- document retrieval
- speech recognition
- relevance model
- query expansion
- probabilistic model
- language modelling
- context sensitive
- retrieval model
- statistical language models
- test collection
- query terms
- document level
- document ranking
- improve retrieval effectiveness
- text retrieval
- image annotation
- text mining
- vector space model
- active learning
- multiword
- language model for information retrieval
- ad hoc information retrieval
- translation model
- text documents
- smoothing methods
- web documents
- keywords
- language models for information retrieval
- metadata
- video search
- relevant documents
- question answering
- natural language processing
- spoken term detection