Papers by Xiaoneng Xiang
SusGen-GPT: A Data-Centric LLM for Financial NLP and Sustainability Report Generation (2025.findings-naacl)
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Qilong Wu, Xiaoneng Xiang, Huang Hejia, Xuan Wang, Yeo Wei Jie, Ranjan Satapathy, Ricardo Shirota Filho, Bharadwaj Veeravalli
| Challenge: | Existing tools for financial reporting and ESG analysis are lacking . large language models are not proficient across general finance and ESE domains . |
| Approach: | They propose a dataset that includes seven financial NLP tasks and a benchmark to improve sustainability report generation. |
| Outcome: | SusGen-30k, a high-quality dataset, shows state-of-the-art performance . it surpasses all other models except GPT-4 in six adapted tasks and two off-the shelf tasks . |