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Large Language Model (LLM) AI text generation detection based on transformer deep learning algorithm
The test set confusion matrix and accuracy show that the model has 99% prediction accuracy for AI-generated text, with a precision of 0. 99, a recall of 1, and an f1 score of 0. 99, achieving a very high classification accuracy.
Rewarding Chatbots for Real-World Engagement with Millions of Users
The proposed approach uses automatic pseudo-labels collected from user interactions to train a reward model that can be used to reject low-scoring sample responses generated by the chatbot model at inference time.
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