Example Question for RAG-Based Answering

Challenge of Inaccurate Text Retrieval in RAG

Controlling LLM Dependency on Retrieved Context in RAG

Challenge of Developing a Universal Prompting Strategy for RAG

Structure of a Complete RAG Prompt for Question Answering

A system is designed to answer user questions by first finding a relevant text and then using a language model to generate a response based only on the information within that text. A user asks, 'What are the primary health benefits of regular exercise?' The system retrieves the following text: 'Consistent physical activity strengthens the heart muscle, which improves cardiovascular efficiency and lowers the risk of heart disease. It also aids in weight management by burning calories.' Which o

A developer is building a system to answer user questions using retrieved information. For the user query 'What are the key differences between llamas and alpacas?', the system retrieves the following text: 'Llamas and alpacas are both South American camelids. Llamas are significantly larger, often weighing up to 400 pounds, while alpacas are smaller, typically under 200 pounds. A key distinguishing feature is their ears; llamas have long, banana-shaped ears, whereas alpacas have short, spear-sh

Analyzing an Erroneous Answer in a Retrieval-Based System

LLM Refusal to Answer due to Insufficient or Irrelevant Context