Tag: hallucination reduction

Knowledge Boundaries in LLMs: How to Communicate Uncertainty

Knowledge Boundaries in LLMs: How to Communicate Uncertainty

Learn how to manage knowledge boundaries in LLMs. Discover methods for detecting uncertainty and communicating it effectively to users to reduce hallucinations.

Fine-Tuning for Faithfulness in Generative AI: Supervised and Preference Approaches

Fine-Tuning for Faithfulness in Generative AI: Supervised and Preference Approaches

Explore how supervised and preference-based fine-tuning impacts LLM faithfulness. Learn to reduce hallucination risk using SFT, RLHF, and QLoRA techniques with real-world metrics.