Navigating Prompt Complexity for Zero-Shot Classification: A Study of Large Language Models in Computational Social Science.
Yida MuBen P. WuWilliam ThorneAmbrose RobinsonNikolaos AletrasCarolina ScartonKalina BontchevaXingyi SongPublished in: CoRR (2023)
Keyphrases
- language model
- social sciences
- language modeling
- n gram
- information retrieval
- computer science
- probabilistic model
- document retrieval
- classification accuracy
- social scientists
- machine learning
- statistical language models
- undergraduate students
- speech recognition
- image classification
- test collection
- retrieval model
- query expansion
- digital government
- tf idf
- pseudo relevance feedback
- text classification
- translation model
- feature selection