{"slug": "aida-agents-a-multi-agent-translation-platform-with-context-aware-quality", "title": "AIDA Agents: A Multi-Agent Translation Platform with Context-Aware Quality Control", "summary": "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.", "body_md": "##### Abstract\n\nWe 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:\n- 2026.eamt-2.4\n- Volume:\n[Proceedings of the 26th Annual Conference of the European Association for Machine Translation (Volume 2)](/volumes/2026.eamt-2/)- Month:\n- June\n- Year:\n- 2026\n- Address:\n- Tilburg, The Netherlands\n- Editors:\n[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:\n[EAMT](/venues/eamt/)- SIG:\n- Publisher:\n- European Association for Machine Translation\n- Note:\n- Pages:\n- 8–9\n- Language:\n- URL:\n[https://aclanthology.org/2026.eamt-2.4/](https://aclanthology.org/2026.eamt-2.4/)- DOI:\n- Cite (ACL):\n- Emanuele Di Rosa and Piotr Peszynski. 2026.\n[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):\n[AIDA Agents: A Multi-Agent Translation Platform with Context-Aware Quality Control](https://aclanthology.org/2026.eamt-2.4/)(Rosa & Peszynski, EAMT 2026)- PDF:\n[https://aclanthology.org/2026.eamt-2.4.pdf](https://aclanthology.org/2026.eamt-2.4.pdf)", "url": "https://wpnews.pro/news/aida-agents-a-multi-agent-translation-platform-with-context-aware-quality", "canonical_source": "https://aclanthology.org/2026.eamt-2.4/", "published_at": "2026-08-24 00:00:00+00:00", "updated_at": "2026-08-26 23:49:58.961090+00:00", "lang": "en", "topics": ["artificial-intelligence", "machine-learning", "large-language-models", "ai-agents", "ai-products"], "entities": ["AIDA Agents", "Emanuele Di Rosa", "Piotr Peszynski", "WMT24++", "European Association for Machine Translation"], "alternates": {"html": "https://wpnews.pro/news/aida-agents-a-multi-agent-translation-platform-with-context-aware-quality", "markdown": "https://wpnews.pro/news/aida-agents-a-multi-agent-translation-platform-with-context-aware-quality.md", "text": "https://wpnews.pro/news/aida-agents-a-multi-agent-translation-platform-with-context-aware-quality.txt", "jsonld": "https://wpnews.pro/news/aida-agents-a-multi-agent-translation-platform-with-context-aware-quality.jsonld"}}