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Daben Liu

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• Readability Reconsidered: A Cross-Dataset Analysis of Reference-Free Metrics
• Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation
• Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation