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T. China

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Jul 2026

Beyond Borrowed Histories: Person-Aligned User Simulation for Interactive Role-Playing Evaluation

PALATE (Person-Aligned LLM-Simulated-User Assessment with Tailored Evaluation with Tailored Evaluation), a scalable RPA benchmark built on user simulators, produces interpretable evaluations of specific user-RPA pairs rather than compressing systems into a single user-independent ranking.

Yuhan Zhu, Ming-Xuan Du, Benfeng Xu et al. · arXiv.org · 0 citations

Review Sep 2026

Implicit Manipulation for Skill Selection in LLM Agents with Semantic Matching

This work identifies a new implicit attack surface for skill selection: even when the user prompt and skill description appear benign in isolation, their semantic relationship can still be strategically shaped to favor an attacker-chosen skill.

Qi-Kai Wang, Yong-Zhao Zhang, Zhi-Wei Chen et al. · 1 citation

Preprint Aug 2026

ICEGR: An Intent-Coherent End-to-End Generative Retrieval Framework for E-commerce Search

Generative Retrieval (GR) is promising for e-commerce search, yet existing methods struggle to maintain query-intent consistency throughout the training pipeline. First, semantic ID (SID) construction based on static product information limits the ability of SIDs to encode product-intent associations. Second, although...

Jiayi Tuo, He-Han Li, Dong-Jun Fu et al. · 0 citations