Tracing the Cascade: A Topology-Aware Evaluation Framework for Scientific Agent Hallucinations.

arXiv:2608.00711v2 Announce Type: replace Abstract: Large language model (LLM) agents are increasingly deployed in scientific research, where reliability is critical and the underlying knowledge is densely interconnected. In such settings, hallucinations are p