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cs.CL2026
TSS: Target-Side Sparsification for Speculative Decoding in Domain-Specific Large Language Models
Haibo Hu, Lianming Huang, Qiao Li +2
Speculative decoding accelerates large language model inference through collaboration between a lightweight draft model and a target verifier. Existing methods mainly improve the d…
cs.CL2025
When Compression Meets Model Compression: Memory-Efficient Double Compression for Large Language Models
Weilan Wang, Yu Mao, Dongdong Tang +3
Large language models (LLMs) exhibit excellent performance in various tasks. However, the memory requirements of LLMs present a great challenge when deploying on memory-limited dev…