Balancing Precision and Generalization: Dynamic Instruction Generation for Model Adaptive Zero-Shot Reasoning in LLMs.

@inproceedings{zhu-2025-balancing, author = {Ruihan Zhu and Bo Wang and Jing Liu and Zixin Zhao and Dongming Zhao and Lv Shao and Ruifang He and Jing Liu and Zixin Zhao and Tong Liu and Yuexian Hou and Lv Shao and Ruifang He and Tong Liu and Yuexian Hou}, editor = {Nicola Ferro and Maria Maistro and Gabriella Pasi and Omar Alonso and Andrew Trotman and Suzan Verberne}, title = {{Balancing Precision and Generalization: Dynamic Instruction Generation for Model Adaptive Zero-Shot Reasoning in LLMs}}, booktitle = {{Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025}}, pages = {2921--2925}, publisher = {ACM}, year = {2025}, url = {https://doi.org/10.1145/3726302.3730170}, doi = {https://doi.org/10.1145/3726302.3730170} }