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University of California, Los Angeles
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Internal parser states can effectively restore a language model's true distribution, closing the gap left by rigid token masking.
Forget LLMs, Probabilistic Circuits can now generate more realistic and diverse test inputs, boosting bug detection rates by up to 70% in SQL and XML.
CNF formulas with treewidth *k* can be represented by Tree Decision Diagrams (TDDs) with FPT size, something provably impossible for OBDDs.
