PARSER: Read in Parallel, Reason in Depth for Long-Context LLM Agents
PARSER, which decouples reading from reasoning, is introduced, which is robust to perturbations in evidence position, order, and distance, conditions that cause large accuracy swings in sequential methods, while reducing inference latency by up to 11x.