Smaller Language Models are Better Black-box Machine-Generated Text Detectors.
Fatemehsadat MireshghallahJustus MatternSicun GaoReza ShokriTaylor Berg-KirkpatrickPublished in: CoRR (2023)
Keyphrases
- black box
- language model
- information retrieval
- language modeling
- n gram
- document retrieval
- speech recognition
- probabilistic model
- text retrieval
- retrieval model
- query expansion
- black boxes
- document level
- test collection
- text mining
- white box
- language modelling
- context sensitive
- statistical language models
- relevance model
- multiword
- document ranking
- vector space model
- text documents
- test cases
- language models for information retrieval
- query terms
- smoothing methods
- white box testing
- retrieval effectiveness
- translation model
- keywords
- pseudo relevance feedback
- semantic information
- open source
- improve retrieval effectiveness
- hidden markov models
- training data