2 papers
cs.CL2025
Revisiting Long-context Modeling from Context Denoising Perspective
Zecheng Tang, Baibei Ji, Juntao Li +3
Long-context models (LCMs) have demonstrated great potential in processing long sequences, facilitating many real-world applications. The success of LCMs can be attributed to their…
cs.CL2025
Efficient Reasoning for LLMs through Speculative Chain-of-Thought
Jikai Wang, Juntao Li, Jianye Hou +3
Large reasoning language models such as OpenAI-o1 and Deepseek-R1 have recently attracted widespread attention due to their impressive task-solving abilities. However, the enormous…