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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Guo-Jia An

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Preprint Sep 2026

From Topical Relevance to Answerability: Entailment Distillation for Conversational Retrieval

The core of CLEAR is entailment distillation, which transfers answer-passage entailment supervision into a cross-encoder reranker so that the reranker discriminates answer-supporting passages from topical distractors at inference time, without requiring answers.

Shuai Qin, Guo-Jia An, Wei-Kang Guo et al. · 0 citations
Book Open access Jul 2026

Beyond the Single Path: Divergent Reasoning for LLM-based Recommendation

Divergent Reasoning for LLM-based Recommendation is proposed, which effectively mitigates the issue of reasoning path collapse, while improving both the accuracy and diversity of LLM-based recommendations.

Guo-Jia An, Jie Zou, Yu-Han Yang et al. · 1 citation

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