ACE achieves 94.95% F1 on patent claim validation by routing high-entropy cases to an LLM with CoPT reasoning, cutting costs 78% versus full LLM use, with the threshold transferring to real USPTO rejections.
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Adaptive Cost-Efficient Evaluation for Reliable Patent Claim Validation
ACE achieves 94.95% F1 on patent claim validation by routing high-entropy cases to an LLM with CoPT reasoning, cutting costs 78% versus full LLM use, with the threshold transferring to real USPTO rejections.