Beyond the Text: Verifying That Agent-Written Papers Are Backed by Their Artifacts

Large language model agents are increasingly capable of conducting research autonomously, producing research documents alongside the code and experiments that ostensibly support them. Yet whether the reported findings are consistently supported by corresponding implementations and execution evidence