This AI Paper Unveils a New Method for Statistically-Guaranteed Text Generation Using Non-Exchangeable Conformal Prediction

Natural language generation (NLG) is a critical area in AI, enabling applications such as machine translation (MT), language modeling (LM), summarization, and more. Recent advancements in large language models (LLMs) like GPT-4, BLOOM, and LLaMA have revolutionized how we interact with AI, using stochastic decoding to generate fluent and diverse text. However, evaluating the reliability […]

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