Token Prediction as Implicit Classification to Identify LLM-Generated Text.
Yutian ChenHao KangVivian ZhaiLiangze LiRita SinghBhiksha RajPublished in: EMNLP (2023)
Keyphrases
- supervised machine learning
- pattern classification
- decision trees
- classification accuracy
- automatic classification
- keywords
- human generated
- neural networks and support vector machines
- automatically classify
- benchmark datasets
- prediction accuracy
- document classification
- classification systems
- classification process
- text mining
- support vector machine svm
- feature vectors
- pattern recognition
- decision rules
- prediction model
- ensemble classifier
- text classification
- support vector
- machine learning
- predictive modeling
- prediction algorithm
- nearest neighbour algorithm
- neural network
- polarity classification
- prediction error
- classification models
- classification method
- classification algorithm
- class labels
- multi class
- feature extraction
- information retrieval