DRAGOn: Designing RAG On Periodically Updated Corpus
Fedor Chernogorskii, Sergei Averkiev, Liliya Kudraleeva, Zaven Martirosian, Maria Tikhonova, Valentin Malykh, Alena Fenogenova
Abstract
This paper introduces DRAGOn, method to design a RAG benchmark on a regularly updated corpus. It features recent reference datasets, a question generation framework, an automatic evaluation pipeline, and a public leaderboard.Specified reference datasets allow for uniform comparison of RAG systems, while newly generated dataset versions mitigate data leakage and ensure that all models are evaluated on unseen, comparable data.The pipeline for automatic question generation extracts the Knowledge Graph from the text corpus and produces multiple question-answer pairs utilizing modern LLM capabilities.A set of diverse LLM-as-Judge metrics is provided for a comprehensive model evaluation.We used Russian news outlets to form the datasets and demonstrate our methodology. We launch a public leaderboard to track the development of RAG systems and encourage community participation.- Anthology ID:
- 2026.eacl-srw.48
- Volume:
- Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 4: Student Research Workshop)
- Month:
- March
- Year:
- 2026
- Address:
- Rabat, Morocco
- Editors:
- Selene Baez Santamaria, Sai Ashish Somayajula, Atsuki Yamaguchi
- Venue:
- EACL
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 622–638
- Language:
- URL:
- https://preview.aclanthology.org/ingest-eacl/2026.eacl-srw.48/
- DOI:
- Cite (ACL):
- Fedor Chernogorskii, Sergei Averkiev, Liliya Kudraleeva, Zaven Martirosian, Maria Tikhonova, Valentin Malykh, and Alena Fenogenova. 2026. DRAGOn: Designing RAG On Periodically Updated Corpus. In Proceedings of the 19th Conference of the European Chapter of the Association for Computational Linguistics (Volume 4: Student Research Workshop), pages 622–638, Rabat, Morocco. Association for Computational Linguistics.
- Cite (Informal):
- DRAGOn: Designing RAG On Periodically Updated Corpus (Chernogorskii et al., EACL 2026)
- PDF:
- https://preview.aclanthology.org/ingest-eacl/2026.eacl-srw.48.pdf