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University of California
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Meta-Ctrl cuts constrained decoding memory from over 107TB to under 2GB while achieving higher subgoal success rates than GPT-4.
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.
