Seven Failure Points When Engineering a Retrieval Augmented Generation System

Author:

Barnett Scott1ORCID,Kurniawan Stefanus1ORCID,Thudumu Srikanth1ORCID,Brannelly Zach1ORCID,Abdelrazek Mohamed1ORCID

Affiliation:

1. Applied Artificial Intelligence Institute, Deakin University, Victoria, Australia

Publisher

ACM

Reference18 articles.

1. Fu Bang. 2023. GPTCache: An Open-Source Semantic Cache for LLM Applications Enabling Faster Answers and Cost Savings. In 3rd Workshop for Natural Language Processing Open Source Software.

2. Maria Casimiro Paolo Romano David Garlan Gabriel Moreno Eunsuk Kang and Mark Klein. 2022. Self-adaptive Machine Learning Systems: Research Challenges and Opportunities. 133--155. 10.1007/978-3-031-15116-3_7

3. Jiawei Chen, Hongyu Lin, Xianpei Han, and Le Sun. 2023. Benchmarking Large Language Models in Retrieval-Augmented Generation. arXiv preprint arXiv:2309.01431 (2023).

4. Mingda Chen, Xilun Chen, and Wen-tau Yih. 2023. Efficient Open Domain Multi-Hop Question Answering with Few-Shot Data Synthesis. arXiv preprint arXiv:2305.13691 (2023).

5. Threshy: supporting safe usage of intelligent web services

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2. Generating Test Scenarios from NL Requirements Using Retrieval-Augmented LLMs: An Industrial Study;2024 IEEE 32nd International Requirements Engineering Conference (RE);2024-06-24

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