Showing cs.CLShow all
3 papers · 1 filter
cs.CL2026
ResKV: Reconstructing Omitted Attention Contributions for Fixed-Budget KV Cache Compression
Yuhang Zhan, Lisi Chen, Shuo Shang
KV cache compression is essential for efficient long-context inference. Existing eviction methods permanently discard unselected tokens and consequently remove their aggregate cont…
cs.CL2026
PACE: Prefix-Protected and Difficulty-Aware Compression for Efficient Reasoning
Ruixiang Feng, Yuntao Wen, Silin Zhou +14
Language Reasoning Models (LRMs) achieve strong performance by scaling test-time computation but often suffer from ``overthinking'', producing excessively long reasoning traces tha…
cs.CL2025
V-VAE: A Variational Auto Encoding Framework Towards Fine-Grained Control over Human-Like Chat
Qi Lin, Weikai Xu, Lisi Chen +1
With the continued proliferation of Large Language Model (LLM) based chatbots, there is a growing demand for generating responses that are not only linguistically fluent but also c…