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cs.CL2026
Towards Understanding Continual Factual Knowledge Acquisition of Language Models: From Theory to Algorithm
Haoyu Wang, Yifan Shang, Zhongxiang Sun +3
Continual Pre-Training (CPT) is essential for enabling Language Models (LMs) to integrate new knowledge without erasing old. While classical CPT techniques like data replay have be…
cs.CL2025
From Clicks to Preference: A Multi-stage Alignment Framework for Generative Query Suggestion in Conversational System
Junhao Yin, Haolin Wang, Peng Bao +2
Generative query suggestion using large language models offers a powerful way to enhance conversational systems, but aligning outputs with nuanced user preferences remains a critic…