PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents

Kun Li, Zexuan Qiu, Tianhua Zhang +2

Sequential memory agents process long documents by reading chunks one after another while maintaining a compact memory state, coupling document traversal to reasoning depth. This c…