2 papers
cs.CL2026
EGCForest: Structured Agent Memory Organization for Enterprise Group Chats
Lingxi Cui, Jinhao Ruan, Wenqing Wei +4
Enterprise group chats record project progress, decisions, task ownership, and other organizational information valuable to enterprise agents. Reliable retrieval is challenging bec…
cs.CV2026
ClawMark: A Living-World Benchmark for Multi-Turn, Multi-Day, Multimodal Coworker Agents
Fanqing Meng, Lingxiao Du, Zijian Wu +46
Language-model agents are increasingly used as persistent coworkers that assist users across multiple working days. During such workflows, the surrounding environment may change in…