Declining Chatbot Performance: Data Challenges Threaten the Future of Generative AI

in dec •  last year 

Declining Chatbot Performance: Data Challenges Threaten the Future of Generative AI

Studies show that chatbots like ChatGPT can decline in performance over time due to deteriorating quality of training data.
Machine learning models are vulnerable to data poisoning and model collapse, which can significantly degrade their output quality.
Reliable content sources are crucial to prevent declining chatbot performance, posing challenges for AI developers in the future.

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