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cs.CL2026
PromptNCE: Conditional Probabilities and PMI Using Only LLMs and Contrastive Estimation Prompts
Juliette Woodrow, Chris Piech
Estimating mutual information from text usually requires training a task-specific critic, which limits its use in low-data settings. We ask whether large language models can instea…
cs.CL2024★ 2 cited
From Tarzan to Tolkien: Controlling the Language Proficiency Level of LLMs for Content Generation
Ali Malik, Stephen Mayhew, Chris Piech +1
We study the problem of controlling the difficulty level of text generated by Large Language Models (LLMs) for contexts where end-users are not fully proficient, such as language l…