Author

Yulong Wang

Baichuan Intelligent Technology

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Jul 2026

From Understanding to Action: Feedback-Grounded Policy Discovery for Generative Recommendation

A feedback-driven agent framework is proposed that first induces task-oriented intent and then discovers recommendation policies according to their incremental utility over an intent-only baseline, enabling LLM-free online inference.

Zhi Chen, Minmao Wang, Xing-Chen Liu et al. · arXiv.org · 0 citations

#natural language process... Jul 2026

Understanding Is Done Early: A Depth Division of Labor in Large Language Models and Its Use for Unbounded-Context Memory

These results show that long-context memory can be organized along the layer axis, not only the token axis, and expose both the benefits of bounded retrieval and its in-window compression tax.

Han-Lin Liu, Xuan Qi, Chunyu Liu et al. · arXiv.org · 0 citations