IR-RAG @ SIGIR24: Information Retrieval's Role in RAG Systems

Author:

Petroni Fabio1ORCID,Siciliano Federico2ORCID,Silvestri Fabrizio2ORCID,Trappolini Giovanni2ORCID

Affiliation:

1. Samaya AI, London, United Kingdom

2. Sapienza University, Rome, Italy

Funder

SERICS

FAIR

PRIN

PNRR

Publisher

ACM

Reference18 articles.

1. Andrea Bacciu Florin Cuconasu Federico Siciliano Fabrizio Silvestri Nicola Tonellotto and Giovanni Trappolini. 2023. 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 (CEURWorkshop Proceedings Vol. 3537). CEUR-WS.org 29--37. https://ceur-ws.org/Vol-3537/paper4.pdf

2. Andrea Bacciu, Giovanni Trappolini, Andrea Santilli, Emanuele Rodolà, and Fabrizio Silvestri. 2023. 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 (CEURWorkshop Proceedings, Vol. 3448). CEURWS. org, 9--17. https://ceur-ws.org/Vol-3448/paper-24.pdf

3. Autoregressive search engines: Generating substrings as document identifiers;Bevilacqua Michele;Advances in Neural Information Processing Systems,2022

4. Manish Bhatt Sahana Chennabasappa Cyrus Nikolaidis Shengye Wan Ivan Evtimov Dominik Gabi Daniel Song Faizan Ahmad Cornelius Aschermann Lorenzo Fontana et al. 2023. Purple Llama CyberSecEval: A Secure Coding Benchmark for Language Models.

5. Sebastian Borgeaud, Arthur Mensch, Jordan Hoffmann, Trevor Cai, Eliza Rutherford, Katie Millican, George Bm Van Den Driessche, Jean-Baptiste Lespiau, Bogdan Damoc, Aidan Clark, et al. 2022. Improving language models by retrieving from trillions of tokens., 2206--2240 pages.

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