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Yong Li

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Book Open access Jul 2026

Efficient Memory Alignment for Long-term Conversational Information Seeking

REMAP is proposed, a reflection-guided memory editing approach for online alignment of persona facts that selectively writes and revises memory entries based on the current dialogue evidence and retrieved related items, enabling more efficient context utilization over extended interaction horizons.

Qingyang Xu, Xiao Liu, Zhou Fang et al. · 0 citations
Book Open access Jul 2026

Code-Based English Models Reveal Surprising Performance on Chinese QA Pair Extraction Task

Evidence of cross-lingual efficacy of code-based LLMs for Chinese QA tasks, further enhanced through Code Llama-M's expanded Chinese vocabulary is found, and successful application of the fine-tuned LLM in a live assistant system, enhancing user experience is demonstrated.

Jiajun Yu, Linghan Zheng, Hui Liu et al. · 0 citations

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