notesum.ai
Published at December 5Exploring AI Text Generation, Retrieval-Augmented Generation, and Detection Technologies: a Comprehensive Overview
cs.AI
cs.HC
cs.LG
Released Date: December 5, 2024
Authors: Fnu Neha1, Deepshikha Bhati1, Deepak Kumar Shukla2, Angela Guercio1, Ben Ward1
Aff.: 1Kent State University; 2Rutgers University

| Component | Function | Example Use Case |
|---|---|---|
| Retrieval Model | Retrieves relevant documents or data from an external knowledge base. | Customer service: Retrieves product manuals or FAQs. |
| Embedding Model | Converts input queries and retrieved documents into vector representations for semantic matching. | Question answering: Matches query with related documents. |
| Generative Model | Generates the final response by combining the input and retrieved knowledge. | Content creation: Generates articles based on user input and external sources. |