发表的文章共计85篇，包括14篇国际期刊和71篇国际会议论文；Google Scholar论文引用量3900+，h-index 31；获得专利授权14项，专利公布35项。

Google Scholar：https://scholar.google.com/citations?user=3So9lV8AAAAJ&hl=en

DBLP：https://dblp.org/pid/05/4919.html

代表性论文：

• Runxin Xu&, Fuli Luo, Zhiyuan Zhang, Chuanqi Tan, Baobao Chang*, Songfang Huang*, Fei Huang. “Raise a child in large language model: Towards effective and generalizable fine-tuning,” in Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, EMNLP 2021, November 7-11, 2021
• Xiaoyang Sun&, Wei Wang, Shenghao Qiu, Renyu Yang, Songfang Huang*, Jie Xu, Zheng Wang*. “STRONGHOLD: fast and affordable billion-scale deep learning model training,” in SC22: International Conference for High Performance Computing, Networking, Storage and Analysis, Dallas, TX, USA, November 13-18, 2022
• Guixin Ye, Zhanyong Tang*, Shin Hwei Tan, Songfang Huang*, Dingyi Fang, Xiaoyang Sun, Lizhong Bian, Haibo Wang, Zheng Wang*, “Automated conformance testing for javascript engines via deep compiler fuzzing,” in PLDI ’21: 42nd ACM SIGPLAN International Conference on Programming Language Design and Implementation, Virtual Event, Canada, June 20-25, 2021
• Jiebin Chu&, Yaoyun Zhang, Fei Huang, Luo Si, Songfang Huang*, Zhengxing Huang*, “Disentangled representation for sequential treatment effect estimation,” Computer Methods and Programs in Biomedicine (CMPB), vol. 226, p. 107175, 2022.
• Songfang Huang, Steve Renals. “Power law discounting for n-gram language models,” in Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2010, Sheraton Dallas Hotel, Dallas, Texas, USA, 14-19 March 2010, IEEE, 2010, pp. 5178–5181
• Songfang Huang and Steve Renals, “Hierarchical bayesian language models for conversational speech recognition,” IEEE Trans. Speech Audio Process., vol. 18, no. 8, pp. 1941–1954, 2010
• Jinkun Zeng, Yaoyun Zhang, Yutao Xiang, Sugai Liang, Chuang Xue, Junhang Zhang, Ya Ran, Minne Cao, Fei Huang, Songfang Huang, Wei Deng*, Tao Li*. “Optimizing multi-domain hematologic biomarkers and clinical features for the differential diagnosis of unipolar depression and bipolar depression,” npj Mental Health Research, vol. 2, no. 1, p. 4, April 2023
• Menglin Lu, Yaoyun Zhang, Junhang Zhang, Songfang Huang, Fei Huang, Tingna Wang, Fei Wu, Hongjing Mao, Zhengxing Huang, “Comparative effectiveness of digital cognitive behavioral therapy vs medication therapy among patients with insomnia,” JAMA Network Open, vol. 6, no. 4, pp. e237 597–e237 597, 04 2023
• Hongyi Yuan&, Zheng Yuan, Chuanqi Tan, Wei Wang, Songfang Huang, Fei Huang. “RRHF: rank responses to align language models with human feedback without tears,” in Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS), November, 2023
• Qiao Jin&, Zheng Yuan, Guangzhi Xiong, Qianlan Yu, Huaiyuan Ying, Chuanqi Tan, Mosha Chen, Songfang Huang, Xiaozhong Liu, Sheng Yu, “Biomedical question answering: A survey of approaches and challenges,” ACM Computing Surveys (CSUR), vol. 55, no. 2, pp. 35:1–35:36, 2023