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George Washington University
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LLMs and VLMs excel at conceptual tasks but falter in practical execution, achieving only 42.2% success in script generation for VLSI design.
By distilling successful and failed reasoning paths into a "Cognitive Tree," T-STAR pinpoints and corrects critical errors in multi-turn reasoning, leading to significant performance gains.
