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William Merrill
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PaperA Theory of Training Profit-Optimal LLMsAuthorship / preprint / 2026Sophie HaoCo-authorship / ResearcherPaperEntailment Semantics Can Be Extracted from an Ideal Language ModelAuthorship / preprint / 2024PaperExtracting Finite Automata from RNNs Using State MergingAuthorship / preprint / 2022PaperSaturated Transformers are Constant-Depth Threshold CircuitsAuthorship / preprint / 2022PaperSequential Neural Networks as AutomataAuthorship / preprint / 2021PaperA Formal Hierarchy of RNN ArchitecturesAuthorship / preprint / 2020TopicMachine LearningWorks on / 49008 works