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cs.CL2026
StructKV: Preserving the Structural Skeleton for Scalable Long-Context Inference
Zhirui Chen, Peiyang Liu, Ling Shao
As Large Language Models (LLMs) scale to support context windows exceeding one million tokens, the linear growth of Key-Value (KV) cache imposes severe memory capacity and bandwidt…
cs.CL2025
Joint Enhancement of Relational Reasoning for Long-Context LLMs
Zhirui Chen, Wei Shen, Jiashui Huang +1
Despite significant progress, large language models (LLMs) still struggle with long contexts due to memory limitations and their inability to tackle complex and long-context tasks.…