Özet
This study focuses on experiments conducted on the TURSpider dataset, developed for the Turkish Text-to-SQL task. TURSpider is a large-scale Turkish dataset containing SQL queries of varying difficulty levels and serves as a valuable resource for research in this field. The study investigates the effectiveness of the feedback-driven Mixture-of-Agents (MoAF) approach on this task. In the MoAF structure, multiple large language models (LLMs) collaborate to improve SQL generation performance. In this setup, agent collaboration enables models to learn from each other and correct errors through feedback mechanisms. According to the experimental results, the MoAF approach achieved an execution accuracy of 60.63%, achieving the highest performance reported on the TURSpider dataset.
| Tercüme edilen katkı başlığı | Mixture-of-Agents based Text-to-SQL Study on TURSpider Dataset |
|---|---|
| Orijinal dil | Türkçe |
| Ana bilgisayar yayını başlığı | 33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 - Proceedings |
| Yayınlayan | Institute of Electrical and Electronics Engineers Inc. |
| ISBN (Elektronik) | 9798331566555 |
| DOI'lar | |
| Yayın durumu | Yayınlandı - 2025 |
| Etkinlik | 33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 - Istanbul, Türkiye Süre: 25 Haz 2025 → 28 Haz 2025 |
Yayın serisi
| Adı | 33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 - Proceedings |
|---|
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| ???event.eventtypes.event.conference??? | 33rd IEEE Conference on Signal Processing and Communications Applications, SIU 2025 |
|---|---|
| Ülke/Bölge | Türkiye |
| Şehir | Istanbul |
| Periyot | 25/06/25 → 28/06/25 |
Bibliyografik not
Publisher Copyright:© 2025 IEEE.
Keywords
- Chain-of-Feedback (CoF)
- Mixture-of-Agents (MoA)
- TURSpider
- Text-to-SQL
- Turkish
Parmak izi
TURSpider Veri K mesinde Temsilcilerin Kari simi Tabanli Text-to-SQL ali smasi' araştırma başlıklarına git. Birlikte benzersiz bir parmak izi oluştururlar.Alıntı Yap
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