VarMAE: Pre-training of Variational Masked Autoencoder for Domain-adaptive Language Understanding. - Dou Hu 001; Xiaolong Hou; Xiyang Du; Mengyuan Zhou; Lianxin Jiang; Yang Mo; Xiaofeng Shi (EMNLP (Findings), 2022)

PALI-NLP at SemEval-2022 Task 4: Discriminative Fine-tuning of Transformers for Patronizing and Condescending Language Detection. - Dou Hu 001; Mengyuan Zhou; Xiyang Du; Mengfei Yuan; Jin Zhi; Lian-Xin Jiang; Yang Mo; Xiaofeng Shi (SemEval@NAACL, 2022)

PALI-NLP at SemEval-2022 Task 6: iSarcasmEval- Fine-tuning the Pre-trained Model for Detecting Intended Sarcasm. - Xiyang Du; Dou Hu 001; Jin Zhi; Lian-Xin Jiang; Xiaofeng Shi (SemEval@NAACL, 2022)

PAIC at SemEval-2022 Task 5: Multi-Modal Misogynous Detection in MEMES with Multi-Task Learning And Multi-model Fusion. - Jin Zhi; Mengyuan Zhou; Mengfei Yuan; Dou Hu 001; Xiyang Du; Lian-Xin Jiang; Yang Mo; Xiaofeng Shi (SemEval@NAACL, 2022)

PALI at SemEval-2022 Task 7: Identifying Plausible Clarifications of Implicit and Underspecified Phrases in Instructional Texts. - Mengyuan Zhou; Dou Hu 001; Mengfei Yuan; Jin Zhi; Xiyang Du; Lian-Xin Jiang; Yang Mo; Xiaofeng Shi (SemEval@NAACL, 2022)

PALI-NLP at SemEval-2022 Task 4: Discriminative Fine-tuning of Deep Transformers for Patronizing and Condescending Language Detection. - Dou Hu 001; Mengyuan Zhou; Xiyang Du; Mengfei Yuan; Meizhi Jin; Lian-Xin Jiang; Yang Mo; Xiaofeng Shi (CoRR, 2022)

PingAnLifeInsurance at SemEval-2023 Task 12: Sentiment Analysis for Low-resource African Languages with Multi-Model Fusion. - Meizhi Jin; Cheng Chen; Mengyuan Zhou; Mengfei Yuan; Xiaolong Hou; Xiyang Du; Lianxin Jiang; Jianyu Li (SemEval@ACL, 2023)

Agentar-DeepFinance-100K: A Large-Scale Financial Dataset via Systematic Chain-of-Thought Synthesis Optimization. - Xiaoke Zhao; Zhaowen Zhou; Lin Chen; Lihong Wang; Zhiyi Huang; Kaiyuan Zheng; Yanjun Zheng; Xiyang Du; Longfei Liao; Jiawei Liu; Xiang Qi; Bo Zhang; et al. (CoRR, 2025)

Agentar-Fin-R1: Enhancing Financial Intelligence through Domain Expertise, Training Efficiency, and Advanced Reasoning. - Yanjun Zheng; Xiyang Du; Longfei Liao; Xiaoke Zhao; Zhaowen Zhou; Jingze Song; Bo Zhang; Jiawei Liu; Xiang Qi; Zhe Li; Zhiqiang Zhang; Wei Wang; et al. (CoRR, 2025)