Learning Horn envelopes via queries from language models

DOI10.1016/j.ijar.2023.109026MaRDI QIDQ6577653

Sophie Blum, Unnamed Author, Samia Touileb, Ana Ozaki

Publication date: 24 July 2024

Published in: International Journal of Approximate Reasoning (Search for Journal in Brave)

zbMATH Keywords

exact learningbiases in language modelsextracting rules from neural networks

Mathematics Subject Classification ID

Reasoning under uncertainty in the context of artificial intelligence (68T37)

Cites Work

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• Construction and learnability of canonical Horn formulas
• Structure identification in relational data
• Learning conjunctions of Horn clauses
• Horn approximations of empirical data
• When won't membership queries help?
• Queries and concept learning
• Probably approximately correct learning of Horn envelopes from queries
• Query Learning and Certificates in Lattices
• Exact Learning
• Hardness of approximate two-level logic minimization and PAC learning with membership queries

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