Freaks City

Hallucinations in large language models refer to the generation of content that is not factual, consistent, or grounded in provided context or world knowledge. This phenomenon is often categorized into two types: context hallucinations, where outputs conflict with source material, and extrinsic hallucinations, where outputs are fabricated witho ...

This implementation creates a personal knowledge assistant by integrating LangChain for retrieval-augmented generation with a Gradio-based user interface. The system allows users to query a custom knowledge base while optionally enabling contextual retrieval to enhance response accuracy and reduce model hallucinations. Environment Setup Python ...