The Power of Noise: Redefining Retrieval for RAG Systems

Author:

Cuconasu Florin1ORCID,Trappolini Giovanni1ORCID,Siciliano Federico1ORCID,Filice Simone2ORCID,Campagnano Cesare1ORCID,Maarek Yoelle2ORCID,Tonellotto Nicola3ORCID,Silvestri Fabrizio1ORCID

Affiliation:

1. Sapienza University of Rome, Rome, Italy

2. Technology Innovation Institute, Haifa, Israel

3. University of Pisa, Pisa, Italy

Funder

Centro Nazionale di Ricerca in High-Performance Computing, Big Data and Quantum Computing

PNRR

Italian Ministry of Education and Research

Publisher

ACM

Reference60 articles.

1. Ebtesam Almazrouei Hamza Alobeidli Abdulaziz Alshamsi Alessandro Cappelli Ruxandra Cojocaru Mérouane Debbah Étienne Goffinet Daniel Hesslow Julien Launay Quentin Malartic Daniele Mazzotta Badreddine Noune Baptiste Pannier and Guilherme Penedo. 2023. The Falcon Series of Open Language Models. arxiv: 2311.16867 [cs.CL]

2. Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil and Hannaneh Hajishirzi. 2023. Self-RAG: Learning to Retrieve Generate and Critique through Self-Reflection. arxiv: 2310.11511 [cs.CL]

3. Giuseppe Attanasio Debora Nozza Dirk Hovy and Elena Baralis. 2022. Entropy-based attention regularization frees unintended bias mitigation from lists.

4. Andrea Bacciu Florin Cuconasu Federico Siciliano Fabrizio Silvestri Nicola Tonellotto and Giovanni Trappolini. 2023 a. RRAML: Reinforced Retrieval Augmented Machine Learning. In Proceedings of the Discussion Papers - 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023 DP) co-located with 22nd International Conference of the Italian Association for Artificial Intelligence (AIxIA 2023) Rome Italy November 6--9 2023 (CEUR Workshop Proceedings Vol. 3537) Roberto Basili Domenico Lembo Carla Limongelli and Andrea Orlandini (Eds.). CEUR-WS.org 29--37. https://ceur-ws.org/Vol-3537/paper4.pdf

5. Andrea Bacciu, Giovanni Trappolini, Andrea Santilli, Emanuele Rodolà , and Fabrizio Silvestri. 2023 b. Fauno: The Italian Large Language Model that will leave you senza parole!. In Proceedings of the 13th Italian Information Retrieval Workshop (IIR 2023), Pisa, Italy, June 8--9, 2023 (CEUR Workshop Proceedings, Vol. 3448), Franco Maria Nardini, Nicola Tonellotto, Guglielmo Faggioli, and Antonio Ferrara (Eds.). CEUR-WS.org, 9--17. https://ceur-ws.org/Vol-3448/paper-24.pdf

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