AIDA Agents: A Multi-Agent Translation Platform with Context-Aware Quality Control

AIDA Agents, a multi-agent translation platform developed by Emanuele Di Rosa and Piotr Peszynski, outperforms all systems on 10 of 11 language pairs in the WMT24++ benchmark (11 languages) and achieves 70–98% publication-ready segments on an industrial benchmark without human post-editing. The platform orchestrates LLM-based agents for translation, rating, post-editing, and re-rating, with optional retrieval-augmented generation (RAG) to inject translation memories, terminology, and style guidelines, and is deployed with native XLIFF integration.

Abstract We present AIDA Agents, a multi-agent translation platform that orchestrates LLM-based agents—for translation, rating, post-editing, and re-rating—delivering context-aware translations without model fine-tuning. Optional retrieval-augmented generation RAG injects translation memories, terminology, and style guidelines at every pipeline stage. On WMT24++ Deutsch et al., 2025 11 languages , AIDA Agents outperforms all systems on 10 of 11 pairs. On an industrial benchmark, 70–98% of segments are publication-ready without human post-editing. The platform is deployed with native XLIFF integration.- Anthology ID: - 2026.eamt-2.4 - Volume: Proceedings of the 26th Annual Conference of the European Association for Machine Translation Volume 2 /volumes/2026.eamt-2/ - Month: - June - Year: - 2026 - Address: - Tilburg, The Netherlands - Editors: Dimitar Shterionov /people/dimitar-shterionov/unverified/ , Eva Vanmassenhove /people/eva-vanmassenhove/ , Mirella De Sisto /people/mirella-de-sisto/unverified/ , Fred Blain /people/frederic-blain/ , Javad Pourmostafa Roshan Sharami /people/javad-pourmostafa-roshan-sharami/ , Lisa Lepp /people/lisa-lepp/unverified/ , Chiara Manna /people/chiara-manna/unverified/ , Argentina Anna Rescigno /people/argentina-anna-rescigno/ , Alina Karakanta /people/alina-karakanta/unverified/ , Ayla Rigouts Terryn /people/ayla-rigouts-terryn/ , Manuel Lardelli /people/manuel-lardelli/ , Natalia Resende /people/natalia-resende/unverified/ , Elena Murgolo /people/elena-murgolo/unverified/ , Janiça Hackenbuchner /people/janica-hackenbuchner/ , Anna Zaretskaya /people/anna-zaretskaya/unverified/ , Miquel Esplà-Gomis /people/miquel-espla-gomis/unverified/ , Thierry Etchegoyhen /people/thierry-etchegoyhen/unverified/ , Dagmar Gromann /people/dagmar-gromann/ , Rachel Bawden /people/rachel-bawden/ , Barry Haddow /people/barry-haddow/unverified/ , Sara Szoc /people/sara-szoc/unverified/ , Mikel Forcada /people/mikel-l-forcada/ , Helena Moniz /people/helena-moniz/ - Venue: EAMT /venues/eamt/ - SIG: - Publisher: - European Association for Machine Translation - Note: - Pages: - 8–9 - Language: - URL: https://aclanthology.org/2026.eamt-2.4/ https://aclanthology.org/2026.eamt-2.4/ - DOI: - Cite ACL : - Emanuele Di Rosa and Piotr Peszynski. 2026. AIDA Agents: A Multi-Agent Translation Platform with Context-Aware Quality Control https://aclanthology.org/2026.eamt-2.4/ . In Proceedings of the 26th Annual Conference of the European Association for Machine Translation Volume 2 , pages 8–9, Tilburg, The Netherlands. European Association for Machine Translation. - Cite Informal : AIDA Agents: A Multi-Agent Translation Platform with Context-Aware Quality Control https://aclanthology.org/2026.eamt-2.4/ Rosa & Peszynski, EAMT 2026 - PDF: https://aclanthology.org/2026.eamt-2.4.pdf https://aclanthology.org/2026.eamt-2.4.pdf