Can Slow-Thinking LLMs Reason Over Time? Empirical Studies in Time Series Forecasting.

@inproceedings{cheng-2026-slowthinking, author = {Mingyue Cheng and Jiahao Wang and Daoyu Wang and Xiaoyu Tao and Qi Liu and Enhong Chen}, title = {{Can Slow-Thinking LLMs Reason Over Time? Empirical Studies in Time Series Forecasting}}, booktitle = {{Proceedings of the Nineteenth ACM International Conference on Web Search and Data Mining, WSDM 2026, Boise, ID, USA, February 22-26, 2026}}, pages = {99--110}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3773966.3777931}, doi = {https://doi.org/10.1145/3773966.3777931} }