Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026)

Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor 2026-07 Association for Computational Linguistics San Diego, CA, USA text conference publication 979-8-89176-417-0 rag4reports-2026-1 https://aclanthology.org/2026.rag4reports-1.0/ A Tale of Trust and Accuracy: Base vs. Instruct LLMs in RAG Systems Florin Cuconasu author Giovanni Trappolini author Nicola Tonellotto author Fabrizio Silvestri author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 cuconasu-etal-2026-tale https://aclanthology.org/2026.rag4reports-1.3/ 2026-07 1 23 Decompose, Retrieve, Cite: A RAG Pipeline for Structured Report Generation from Technical Documentation Himanshu Dhurve author Sreedath Panat author Rajat Dandekar author Raj Dandekar author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 dhurve-etal-2026-decompose https://aclanthology.org/2026.rag4reports-1.4/ 2026-07 24 35 EncouRAGe: Evaluating RAG Local, Reliable, and Efficient Jan Strich author Martin Semmann author Chris Biemann author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 strich-etal-2026-encourage https://aclanthology.org/2026.rag4reports-1.5/ 2026-07 36 46 REFSafE: A RAG-Enabled Framework for Predictive Risk Analysis and Automated Safety Report Generation in Mission-Critical Environments Sanjay Das author Ran Elgedawy author Ethan Seefried author Ryan A Burchfield author Gavin Wiggins author Dana Hewit author Sudarshan Srinivasan author Prasanna Balaprakash author Robert M Patton author Todd Thomas author Tirthankar Ghosal author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 das-etal-2026-refsafe https://aclanthology.org/2026.rag4reports-1.6/ 2026-07 47 56 ORCHID: Orchestrated Retrieval-Augmented Classification of High-Risk Property with Intelligent Decision-Making Sanjay Das author Maria Mahbub author Vanessa Lama author Brian Starks author Christopher Polchek author Saffell Silvers author Lauren Deck author Prasanna Balaprakash author Robert M Patton author Tirthankar Ghosal author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 das-etal-2026-orchid https://aclanthology.org/2026.rag4reports-1.7/ 2026-07 57 64 A Pipeline to Bootstrap the Evaluation of Retrieval-Augmented Generation for the Automation of Systematic Reviews in Computer Science Pierre Achkar author Tim Gollub author Arno Simons author Harrisen Scells author Maik Fröbe author Martin Potthast author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 achkar-etal-2026-pipeline https://aclanthology.org/2026.rag4reports-1.8/ 2026-07 65 70 UNH @ Rag4Reports: A Broad Exploration of LLM-Judges for RAG Minna Tran author Ryan McCarthy author Aiden Parsons author Jaren Unzen author Laura Dietz author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 tran-etal-2026-unh https://aclanthology.org/2026.rag4reports-1.9/ 2026-07 71 76 Crucible @ Rag4Reports: Generating Nuggets for Report Generation and Evaluation Laura Dietz author Eugene Yang author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 dietz-yang-2026-crucible https://aclanthology.org/2026.rag4reports-1.10/ 2026-07 77 82 GenAIus at RAG4Reports 2026: Citation-Aware Compression for Multilingual Report Generation Reyyan Yeniterzi author Suveyda Yeniterzi author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 yeniterzi-yeniterzi-2026-genaius https://aclanthology.org/2026.rag4reports-1.11/ 2026-07 83 88 AMU at RAG4Reports 2026 Task B: A Practical Multilingual RAG Pipeline for Citation-Grounded Reports Maciej Czajka author Piotr Jabłoński author Mateusz Czajka author Konrad Pierzyński author Krzysztof Jassem author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 czajka-etal-2026-amu https://aclanthology.org/2026.rag4reports-1.12/ 2026-07 89 93 Exploring Capability Thresholds in Ultra-Lightweight LLM Judges for Nugget-Based Report Evaluation Mann Bajpai author Pulkit Chatwal author Priyanshu Deswal author Harish Pratap Singh author Santosh Kumar Mishra author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 bajpai-etal-2026-exploring https://aclanthology.org/2026.rag4reports-1.13/ 2026-07 94 98 EFSG: Evidence-First Structured Generation for Multilingual RAG Report Generation Shaurya Gupta author Jatin Bedi author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 gupta-bedi-2026-efsg https://aclanthology.org/2026.rag4reports-1.14/ 2026-07 99 102 Adapting AutoARGUE for Automatic Report Evaluation under Missing Citation Annotations Divrose Kaur author Jatin Bedi author Jasmeet Singh author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 kaur-etal-2026-adapting https://aclanthology.org/2026.rag4reports-1.15/ 2026-07 103 107 JU-NLP-PG at RAG4Reports 2026: Memory-Efficient Multilingual Report Generation with 4-bit Quantized LLMs Swayam Chatterjee author Dipankar Das author 2026-07 text Proceedings of the 1st Workshop on Multilingual Report Generation via Retrieval Augmented Generation (RAG4Reports 2026) Eugene Yang editor Dawn Lawrie editor Sean MacAvaney editor James Mayfield editor Luca Soldaini editor Andrew Yates editor Association for Computational Linguistics San Diego, CA, USA conference publication 979-8-89176-417-0 chatterjee-das-2026-ju https://aclanthology.org/2026.rag4reports-1.16/ 2026-07 108 112