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

> Source: <https://aclanthology.org/2026.eamt-2.4/>
> Published: 2026-08-24 00:00:00+00:00

##### 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)