יום שלישי, 15 בספטמבר 2026 LIVE
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כתבה arXiv cs.LG ·

Characterizing Language Generation in the Limit: Finite Witnesses and a Separation-Width Hierarchy

תקציר מקורי באנגליתarXiv:2609.10525v2 Announce Type: replace-cross Abstract: Language generation in the limit asks for valid unseen elements from every exhaustive positive presentation of an unknown infinite language. We characterize this task for arbitrary families over a countable universe. Generation is possible exactly when each target can be assigned a finite positive witness so that the targets activated by any finite sample have an infinite common intersection. The necessary direction follows from a universal normalization: a search through unconfirmed histories converts any successful generator into one depending only on the observed set. We then ask how large compatible witnesses must be. Positive separation width records the smallest uniform size bound, with two further levels for unbounded finite
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