CoEM: Empowering Long-Context Reasoning with Commit-on-Evidence Memory.

arXiv:2609.36935v2 Announce Type: replace Abstract: Long-context reasoning is essential for complex and long-horizon tasks, yet the performance of large language models (LLMs) degrades as context length increases. Recent approaches address this by processing i