Forecasting Time Series with LLMs via Patch-Based Prompting and Decomposition
Mayank Bumb, Anshul Vemulapalli, Sri Harsha Vardhan Prasad Jella, Anish Gupta, An La, Ryan Rossi, Hongjie Chen, Franck Dernoncourt, Nesreen K. Ahmed, Yu Wang
- Anthology ID:
- 2025.paclic-1.43
- Volume:
- Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation
- Month:
- December
- Year:
- 2025
- Address:
- Hanoi, Vietnam
- Editors:
- Chu-Ren Huang, Yasunari Harada, Jong-Bok Kim, Nguyen T.M. Huyen, Le Thanh Huong, Pham Hien, Emmanuele Chersoni, Le Minh Nguyen, Rachel Edita Oñate Roxas, Sherly Dita
- Venue:
- PACLIC
- SIG:
- Publisher:
- Association for Computational Linguistics
- Note:
- Pages:
- 467–479
- Language:
- URL:
- https://preview.aclanthology.org/fix-opsupmap-display/2025.paclic-1.43/
- DOI:
- Cite (ACL):
- Mayank Bumb, Anshul Vemulapalli, Sri Harsha Vardhan Prasad Jella, Anish Gupta, An La, Ryan Rossi, Hongjie Chen, Franck Dernoncourt, Nesreen K. Ahmed, and Yu Wang. 2025. Forecasting Time Series with LLMs via Patch-Based Prompting and Decomposition. In Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation, pages 467–479, Hanoi, Vietnam. Association for Computational Linguistics.
- Cite (Informal):
- Forecasting Time Series with LLMs via Patch-Based Prompting and Decomposition (Bumb et al., PACLIC 2025)
- PDF:
- https://preview.aclanthology.org/fix-opsupmap-display/2025.paclic-1.43.pdf