Conformal prediction for self-correcting scientific generation provides statistical guarantees for scientific reasoning validity through progressive absolute-coherent-factuality validation
Read the original at arxiv.org→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....
Original headline: "Though Language Models Err While They Strive: Conformal Prediction for Self-Correcting Scientific Generation"