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cs.DS2026
Hallucination Rates in Language Generation
Debmalya Panigrahi, Fan Wei, Ian Zhang
Language generation in the limit is an elegant model introduced by Kleinberg and Mullainathan [KM24] to formally study language generation by an algorithm that learns solely based…
cs.DS2026
Characterizing the Effect of Noise in Language Generation in the Limit
Aaron Li, Ian Zhang
Kleinberg and Mullainathan recently proposed a formal framework for studying the phenomenon of language generation, called language generation in the limit. In this model, an adver…
cs.DS2026
Language Generation in the Limit: Noise, Loss, and Feedback
Yannan Bai, Debmalya Panigrahi, Ian Zhang
Kleinberg and Mullainathan (2024) recently proposed a formal framework called language generation in the limit and showed that given a sequence of example strings from an unknown t…