CoLink: Global Compression and Knowledge Linking for Multi-Turn Dialogue Modeling.

arXiv:2610.34335v1 Announce Type: cross Abstract: Extracting salient information from long-horizon dialogue histories remains a significant challenge for Large Language Models (LLMs) due to the restricted context windows and efficient retrieval challenges. Cur