Tag: hallucination reduction

5Nov

Calibration of Generative AI Models: Aligning Confidence with Accuracy

Posted by JAMIUL ISLAM — 4 Comments

Discover how calibration aligns AI confidence with accuracy to reduce hallucinations. Learn about RLHF pitfalls, CGM frameworks, and practical techniques for reliable generative models.

8Sep

Verification Inside Large Language Models: Reducing Errors with Internal Checks

Posted by JAMIUL ISLAM — 0 Comments

Discover how internal verification in LLMs reduces hallucinations by checking reasoning steps, self-consistency, and hidden states. Learn implementation strategies and limits.

29Mar

Prompting for Accuracy in Generative AI: Constraints, Quotes, and Extractive Answers

Posted by JAMIUL ISLAM — 8 Comments

Learn how to stop AI hallucinations with precise prompting strategies. We explore constraints, role-playing, and real-world case studies from biomedical research to boost reliability.