Techniques to Avoid Common LLM Pitfalls - Overcoming Hallucinations and Limitations
Learn essential techniques for overcoming Large Language Model (LLM) limitations in this conference talk from Devoxx. Explore how to address common challenges like hallucinations, outdated information, and lack of source citations that often plague LLM-generated content. Discover the latest advancements in multi-modal LLMs while understanding their capabilities and constraints. Master practical approaches including Retrieval-Augmented Generation (RAG) for enhancing prompts with relevant data, ReACT prompting for improved reasoning, Function Calling for external API integration, and Grounding techniques to ensure verifiable outputs. Gain valuable insights into making LLMs more reliable and practical for real-world applications through these proven methodologies.