Adaptive Cost-Efficient Evaluation for Reliable Patent Claim Generation 事件

Adaptive Cost-Efficient Evaluation for Reliable Patent Claim Generation arXiv:2604.04295v3 Announce Type: replace Abstract: Automated patent claim validation demands low error tolerance. However, existing approaches face a rigidity-resource dilemma: lightweight encoders cannot track long-range legal dependencies, while exhaustive LLM verification incurs 4-5X higher overhead at million-claim scale. A naive confidence-based cascade cannot resolve this because binary validity scores fail to distin