Study finds LLM pipelines can stay structurally valid while evidence quality deteriorates
A preprint introduces Evidence-State Reliability, a measure for testing whether intermediate evidence remains usable as language-model pipelines process degraded inputs. In one controlled evaluation using GLM-5.2, parser-valid outputs persisted while stage success declined.