AIBullisharXiv – CS AI · Apr 107/10
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Scientific Knowledge-driven Decoding Constraints Improving the Reliability of LLMs
Researchers propose SciDC, a method that constrains large language model outputs using subject-specific scientific rules to reduce hallucinations and improve reliability. The approach demonstrates 12% average accuracy improvements across domain tasks including drug formulation, clinical diagnosis, and chemical synthesis planning.