@inproceedings{shukla-etal-2025-kulfi, title = "{KULF}i Framework: Knowledge Utilization for Optimizing Large Language Models for Financial Causal Reasoning", author = "Shukla, Neelesh Kumar and Singh, Sandeep and Prabhakar, Prabhat Kumar and Thangaraj, Sakthivel and Sun, Weiyi and Venkatesan, C Prasanna and Krishnamurthy, Viji", editor = "Chen, Chung-Chi and Moreno-Sandoval, Antonio and Huang, Jimin and Xie, Qianqian and Ananiadou, Sophia and Chen, Hsin-Hsi", booktitle = "Proceedings of the Joint Workshop of the 9th Financial Technology and Natural Language Processing (FinNLP), the 6th Financial Narrative Processing (FNP), and the 1st Workshop on Large Language Models for Finance and Legal (LLMFinLegal)", month = jan, year = "2025", address = "Abu Dhabi, UAE", publisher = "Association for Computational Linguistics", url = "https://preview.aclanthology.org/fix-sig-urls/2025.finnlp-1.22/", pages = "222--229" }