@inproceedings{li-etal-2026-event-type,title={Event-Type Propagation Graphs: A Lag-Aware Layer for Predictive Financial Analysis},author={Li, Yuxuan and Zhang, Bohan and Yu, Guo and Gao, Ye and Zhou, Yixi and Zhang, Haipeng},booktitle={Proceedings of the 2026 IEEE International Conference on Data Mining (ICDM)},month=nov,year={2026},address={Shenyang, China},publisher={IEEE},note={ICDM 2026: November 12--15, 2026. Accepted to the Applied Track.},}
EMNLP Industry
PRISM: Prompt-Refined In-Context System Modeling for Financial Retrieval
Chun Chet Ng , Jia Yu Lim , Zhen Hao Chu , Yixi Zhou , and 1 more author
In Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track, Budapest, Hungary, Oct 2026
EMNLP 2026: October 24–29, 2026. Accepted to the Industry Track.
@inproceedings{ng-etal-2026-prism,title={{PRISM}: Prompt-Refined In-Context System Modeling for Financial Retrieval},author={Ng, Chun Chet and Lim, Jia Yu and Chu, Zhen Hao and Zhou, Yixi and Zeng, Low Wei},booktitle={Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing: Industry Track},month=oct,year={2026},address={Budapest, Hungary},note={EMNLP 2026: October 24--29, 2026. Accepted to the Industry Track.},}
EMNLP Findings
TimeClaimBench: A Claim-Level Benchmark for Grounded LLM Explanations of Time Series
Sijia Peng , Fan Zhang , Yixi Zhou , and 6 more authors
In Findings of the Association for Computational Linguistics: EMNLP 2026, Budapest, Hungary, Oct 2026
EMNLP 2026: October 24–29, 2026. Accepted to Findings.
@inproceedings{peng-etal-2026-timeclaimbench,title={{TimeClaimBench}: A Claim-Level Benchmark for Grounded {LLM} Explanations of Time Series},author={Peng, Sijia and Zhang, Fan and Zhou, Yixi and Li, Changlun and Xiong, Yun and Zhu, Yangyong and Chen, Xi and Yu, Yanwei and Tang, Nan},booktitle={Findings of the Association for Computational Linguistics: EMNLP 2026},month=oct,year={2026},address={Budapest, Hungary},note={EMNLP 2026: October 24--29, 2026. Accepted to Findings.},}
Fan Zhang , Mingzi Song , Rania Elbadry , Yixi Zhou , and 18 more authors
In Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations), San Diego, California, United States, Jul 2026
@inproceedings{zhang-etal-2026-finreporting,title={{F}in{R}eporting: An Agentic Workflow for Localized Reporting of Cross-Jurisdiction Financial Disclosure},author={Zhang, Fan and Song, Mingzi and Elbadry, Rania and Chen, Yankai and Wang, Shaobo and Zhou, Yixi and Zheng, Xunwen and He, Yueru and Dai, Yuyang and Georgiev, Georgi Nenkov and Gull, Ayesha and Safder, Muhammad Usman and Wu, Fan and Meng, Liyuan and Ji, Fengxian and Zhao, Junning and Peng, Xueqing and Huang, Jimin and Chen, YU and Liu, Xue and Nakov, Preslav and Xie, Zhuohan},editor={Durrett, Greg and Jian, Ping},booktitle={Proceedings of the 64th Annual Meeting of the {A}ssociation for {C}omputational {L}inguistics (Volume 3: System Demonstrations)},month=jul,year={2026},address={San Diego, California, United States},publisher={Association for Computational Linguistics},url={https://aclanthology.org/2026.acl-demo.71/},pages={728--735},isbn={979-8-89176-392-0},note={ACL 2026: July 2--7, 2026.},}
@inproceedings{zhou2026sqlstructeval,title={{SQLStructEval}: Structural Evaluation of {LLM} Text-to-{SQL} Generation},author={Zhou, Yixi and Zhang, Fan and Guo, Zhiqiao and Chen, Yu and Zhang, Haipeng and Nakov, Preslav and Xie, Zhuohan},month=nov,year={2026},booktitle={Findings of the Association for Computational Linguistics: AACL-IJCNLP 2026},address={Hengqin, China},note={AACL-IJCNLP 2026: November 6--10, 2026. Accepted to Findings.},eprint={2604.06736},archiveprefix={arXiv},primaryclass={cs.CL},url={https://arxiv.org/abs/2604.06736},}
@inproceedings{zhou-etal-2026-fincards,title={{F}in{CARDS}: Card-Based Analyst Reranking for Financial Document Question Answering},author={Zhou, Yixi and Zhang, Fan and Chen, YU and Zhang, Haipeng and Nakov, Preslav and Xie, Zhuohan},editor={Liakata, Maria and Moreira, Viviane P. and Zhang, Jiajun and Jurgens, David},booktitle={Findings of the {A}ssociation for {C}omputational {L}inguistics: {ACL} 2026},month=jul,year={2026},address={San Diego, California, United States},publisher={Association for Computational Linguistics},url={https://aclanthology.org/2026.findings-acl.1244/},pages={24836--24852},isbn={979-8-89176-395-1},note={ACL 2026: July 2--7, 2026.},}
@inproceedings{liu2026finegrained,title={Fine-grained Classification of {A} Million Life Trajectories from Wikipedia},author={Liu, Zhaoyang and Du, Xiaocong and Zhou, Yixi and Shi, Ye and Zhang, Haipeng},year={2026},month=sep,booktitle={Proceedings of the International Conference on Social Computing (ICSC 2026)},location={Oxford, UK},note={ICSC 2026: September 2--4, 2026. Accepted as an oral presentation.},eprint={2602.04503},archiveprefix={arXiv},primaryclass={cs.CL},url={https://arxiv.org/abs/2602.04503},}
@inproceedings{zhou2025human,title={Human-Aligned Multi-Agent Reranking for Financial Document QA in Zero-Shot Settings},author={Zhou, Yixi and Yin, Jiayi and Liu, Zhongyang and Huang, Ruoxin and Zhang, Haipeng},booktitle={Proceedings of the 2nd Workshop on LLMs and Generative AI for Finance (AI4F) at ACM ICAIF 2025},year={2025},publisher={ACM},address={Singapore}}
Revisiting Nighttime Light Features in Inclusive Credit Scoring: A Fairness Analysis for Emerging Markets
Jiayi Yin , Yixi Zhou
In Proceedings of the Workshop on AI for Financial Inclusion, Risk Modeling and Resilience in Emerging Markets (FinREM) at ACM ICAIF 2025, Singapore, Sep 2025
@inproceedings{yin2025nighttime,title={Revisiting Nighttime Light Features in Inclusive Credit Scoring: A Fairness Analysis for Emerging Markets},author={Yin, Jiayi and Zhou, Yixi},booktitle={Proceedings of the Workshop on AI for Financial Inclusion, Risk Modeling and Resilience in Emerging Markets (FinREM) at ACM ICAIF 2025},year={2025},publisher={ACM},address={Singapore}}