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University of California Los Angeles, Allen Institute for AI
Allen Institute for AI (AI2)2
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By transforming LLM outputs into probabilistic programs, this approach slashes the computational cost of generating multiple code samples without sacrificing quality.
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.
