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arXiv cs.CL · Papers

Though Language Models Err While They Strive: Conformal Prediction for Self-Correcting Scientific Generation

arXiv:2607.16704v1 Announce Type: new Abstract: Large language models frequently violate fundamental scientific principles when generating technical content, undermining their reliability in scientific applications. We introduce Scientific Feasibility Control SFC, a graph-structured conformal prediction framework that