BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step Shaowei Zhang and Deyi Xiong. COLING 2025 Industry Track
Towards Understanding Multi-Task Learning (Generalization) of LLMs via Detecting and Exploring Task-Specific Neurons Yongqi Leng and Deyi Xiong. COLING 2025
Do Large Language Models Mirror Cognitive Language Processing? Yuqi Ren, Renren Jin, Tongxuan Zhang, and Deyi Xiong. COLING 2025
Automated Progressive Red Teaming Bojian Jiang, Yi Jing, Tong Wu, Tianhao Shen, Qing Yang, and Deyi Xiong. COLING 2025
CONTRANS: Weak-to-Strong Alignment Engineering via Concept Transplantation Weilong Dong, Xinwei Wu, Renren Jin, Shaoyang Xu, and Deyi Xiong. COLING 2025
Empirical Study on Data Attributes Insufficiency of Evaluation Benchmarks for LLMs Chuang Liu, Renren Jin, Zheng Yao, Tianyi Li, Liang Cheng, Mark Steedman, and Deyi Xiong. COLING 2025
2024
Regularizing cross-attention learning for end-to-end speech translation with ASR and MT attention matrices Xiaohu Zhao, Haoran Sun, Yikun Lei, Deyi Xiong. Expert Systems With Applications. 2024
Speaker voice normalization for end-to-end speech translation Zhengshan Xue, Tingxun Shi, Xiaolei Zhang, Deyi Xiong. Expert Systems With Applications. 2024
CORECODE: A Common Sense Annotated Dialogue Dataset with Benchmark Tasks for Chinese Large Language Models Dan Shi, Chaobin You, Jiantao Huang, Taihao Li, Deyi Xiong. AAAI 2024
Watermarking Conditional Text Generation for AI Detection: Unveiling Challenges and a Semantic-Aware Watermark Remedy Yu Fu, Deyi Xiong, Yue Dong. AAAI 2024
Enhanced Transfer Learning with Efficient Modeling and Adaptive Fusion of Knowledge via Prompt Tuning Minghui Xu, Zishan Guo, Yulong Zeng, and Deyi Xiong. ICASSP 2024
End-to-end speech translation with mutual knowledge distillation Hao Wang, Zhengshan Xue, Yikun Lei, and Deyi Xiong. ICASSP 2024
Rewiring the Transformer with Depth-Wise LSTMs Hongfei Xu, Yang Song, Qiuhui Liu, Josef van Genabith, and Deyi Xiong. LREC-COLING 2024
An Empirical Study on the Robustness of Massively Multilingual Neural Machine Translation Supryadi Supryadi, Leiyu Pan, and Deyi Xiong. LREC-COLING 2024
LHMKE: A Large-scale Holistic Multi-subject Knowledge Evaluation Benchmark for Chinese Large Language Models Chuang Liu, Renren Jin, Yuqi Ren, and Deyi Xiong. LREC-COLING 2024
Towards Robust In-Context Learning for Machine Translation with Large Language Models Shaolin Zhu, Menglong Cui, and Deyi Xiong. LREC-COLING 2024 [Outstanding Paper]
Can Large Language Models Learn Translation Robustness from Noisy-Source In-context Demonstrations? Leiyu Pan, Yongqi Leng, and Deyi Xiong. LREC-COLING 2024
Decoding at the Speed of Thought: Harnessing Parallel Decoding of Lexical Units for LLMs Chenxi Sun, Hongzhi Zhang, Zijia Lin, Jingyuan Zhang, Fuzheng Zhang, Zhongyuan Wang, Bin Chen, Chengru Song, Di Zhang, Kun Gai, Deyi Xiong. LREC-COLING 2024
CBBQ: A Chinese Bias Benchmark Dataset Curated with Human-AI Collaboration for Large Language Models Yufei Huang and Deyi Xiong. LREC-COLING 2024
LFED: A Literary Fiction Evaluation Dataset for Large Language Models Linhao Yu, Qun Liu, and Deyi Xiong. LREC-COLING 2024
IT2ACL Learning Easy-to-Hard Instructions via 2-phase Automated Curriculum Learning for Large Language Models Yufei Huang and Deyi Xiong. LREC-COLING 2024
Mitigating Privacy Seesaw in Large Language Models: Augmented Privacy Neuron Editing via Activation Patching Xinwei Wu, Weilong Dong, Shaoyang Xu, and Deyi Xiong. ACL Findings 2024
Efficiently Exploring Large Language Models for Document-Level Machine Translation with In-context Learning Menglong Cui, Jiangcun Du, Shaolin Zhu, and Deyi Xiong. ACL Findings 2024
CMoralEval: A Moral Evaluation Benchmark for Chinese Large Language Models Linhao Yu, Yongqi Leng, Yufei Huang, Shang Wu, Haixin Liu, Xinmeng Ji, Jiahui Zhao, Jinwang Song, Tingting Cui, Xiaoqing Cheng, Liutao Liutao, Deyi Xiong. ACL Findings 2024
A Comprehensive Evaluation of Quantization Strategies for Large Language Models Renren Jin, Jiangcun Du, Wuwei Huang, Wei Liu, Jian Luan, Bin Wang, and Deyi Xiong. ACL Findings 2024
LANDeRMT: Detecting and Routing Language-Aware Neurons for Selectively Fine-tuning LLMs to Machine Translation Shaolin Zhu, Leiyu Pan, Bo Li, and Deyi Xiong. ACL 2024
CToolEval: A Chinese Benchmark for LLM-Powered Agent Evaluation in Real-World API Interactions Zishan Guo, Yufei Huang, and Deyi Xiong. ACL Findings 2024
OpenEval: Benchmarking Chinese LLMs across Capability, Alignment and Safety Chuang Liu, Linhao Yu, Jiaxuan Li, Renren Jin, Yufei Huang, Ling Shi, Junhui Zhang, Xinmeng Ji, Tingting Cui, Tao Liu, Jinwang Song, Hongying Zan, Sun Li, Deyi Xiong. ACL 2024 Demo
FEDS-ICL: Enhancing translation ability and efficiency of large language models by optimizing demonstration selection Shaolin Zhu, Leiyu Pan, and Deyi Xiong. Information Processing & Management 61 (5), 103825
VisTFC: Vision-guided target-side future context learning for neural machine translation Shaolin Zhu, Shangjie Li, and Deyi Xiong. Expert Systems with Applications 249, 123411
Interdisciplinary analysis and optimization of digital photonic devices for meta-photonics Xiaohua Xing, Yuqi Ren, Die Zou, Qiankun Zhang, Bingxuan Mao, Jianquan Yao, Deyi Xiong, Liang Wu. iScience 27 (6)
Enhanced spectrum prediction using deep learning models with multi-frequency supplementary inputs Xiaohua Xing, Yuqi Ren, Die Zou, Qiankun Zhang, Bingxuan Mao, Jianquan Yao, Deyi Xiong, Liang Wu. APL Machine Learning 2 (2)
Meta-photonics: A bridge between physical association and digital models in photonics Xiaohua Xing, Yuqi Ren, Die Zou, Qiankun Zhang, Bingxuan Mao, Jianquan Yao, Deyi Xiong, Liang Wu. Applied Physics Letters 124 (18)
Mining parallel sentences from the internet with multi-view knowledge distillation for low-resource language pairs Shaolin Zhu, Shiwei Gu, Shangjie Li, Lin Xu, and Deyi Xiong. Knowledge and Information Systems 66 (1), 187-209
Evaluating Chinese Large Language Models on Discipline Knowledge Acquisition via Assessing Memorization and Robustness Chuang Liu, Renren Jin, Mark Steedman, and Deyi Xiong. Proceedings of the first workshop on data contamination (CONDA), pages 1-12
Reassessing Non-autoregressive Neural Machine Translation with a Fine-grained Error Taxonomy Yan Liu, Longyue Wang, Zhaopeng Tu, and Deyi Xiong. ECAI 2024
TCLNet: Turn-level contrastive learning network with reranking for dialogue state tracking Chaobin You and Deyi Xiong. Knowledge-based systems, 112308
IRCAN: Mitigating Knowledge Conflicts in LLM Generation via Identifying and Reweighting Context-Aware Neurons Dan Shi, Renren Jin, Tianhao Shen, Weilong Dong, Xinwei Wu, and Deyi Xiong. NeurIPS 2024
Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning Hang Zhou, Yehui Tang, Haochen Qin, Yujie Yang, Renren Jin, Deyi Xiong, Kai Han, Yunhe Wang. NeurIPS 2024
Exploring Multilingual Concepts of Human Values in Large Language Models: Is Value Alignment Consistent, Transferable and Controllable across Languages? Shaoyang Xu, Weilong Dong, Zishan Guo, Xinwei Wu, and Deyi Xiong. EMNLP 2024 Findings
FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data Haoran Sun, Renren Jin, Shaoyang Xu, Leiyu Pan, Supryadi, Menglong Cui, Jiangcun Du, Yikun Lei, Lei Yang, Ling Shi, Juesi Xiao, Shaolin Zhu, and Deyi Xiong. EMNLP 2024 Industry Track
Multilingual Large Language Models: A Systematic Survey Shaolin Zhu, Supryadi, Shaoyang Xu, Haoran Sun, Leiyu Pan, Menglong Cui, Jiangcun Du, Renren Jin, António Branco, and Deyi Xiong. arXiv:2411.11072
2023
SCoMoE: Efficient Mixtures of Experts with Structured Communication Zhiyuan Zeng, Deyi Xiong. ICLR 2023
Joint Training and Decoding for Multilingual End-to-End Simultaneous Speech Translation Wuwei Huang, Renren Jin, Wen Zhang, Jian Luan, Bin Wang, Deyi Xiong. ICASSP 2023
Unsupervised and Few-Shot Parsing from Pretrained Language Models (Extended Abstract) Zhiyuan Zeng, Deyi Xiong. Accepted at IJCAI-2023
PEIT: Bridging the Modality Gap with Pre-trained Models for End-to-End Image Translation Shaolin Zhu, Shangjie Li, Yikun Lei, Deyi Xiong. ACL 2023
HuaSLIM: Human Attention Motivated Shortcut Learning Identification and Mitigation for Language Models Yuqi Ren, Deyi Xiong. Findings of ACL 2023
CKDST: Comprehensively and Effectively Distill Knowledge from Machine Translation to End-to-End Speech Translation Yikun Lei, Zhengshan Xue, Xiaohu Zhao, Haoran Sun, Shaolin Zhu, Xiaodong Lin, Deyi Xiong. Findings of ACL 2023
X-RiSAWOZ: High-Quality End-to-End Multilingual Dialogue Datasets and Few-shot Agents Mehrad Moradshahi, Tianhao Shen, Kalika Bali, Monojit Choudhury, Gael de Chalendar, Anmol Goel, Sungkyun Kim, Prashant Kodali, Ponnurangam Kumaraguru, Nasredine Semmar, Sina Semnani, Jiwon Seo, Vivek Seshadri, Manish Shrivastava, Michael Sun, Aditya Yadavalli, Chaobin You, Deyi Xiong, Monica Lam. Findings of ACL 2023
Tab-CQA: A Tabular Conversational Question Answering Dataset on Financial Reports Chuang Liu, Junzhuo Li, Deyi Xiong. ACL 2023 Industry Track
GhostRNN: Reducing State Redundancy in RNN with Cheap Operations Hang Zhou, Xiaoxu Zheng, Yunhe Wang, Michael Mi, Deyi Xiong, Kai Han. INTERSPEECH 2023
JoinER-BART: Joint Entity and Relation Extraction with Constrained Decoding, Representation Reuse and Fusion Hongyang Chang, Hongfei Xu, Josef van Genabith, Deyi Xiong, Hongying Zan. IEEE/ACM Transactions on Audio, Speech, and Language Processing 2023
DetTrans: A Lightweight Framework to Detect and Translate Noisy Inputs Simultaneously Zhengshan Xue, Xiaolei Zhang, Tingxun Shi, Deyi Xiong. IEEE/ACM Transactions on Audio, Speech, and Language Processing 2023
Early detection of hepatocellular carcinoma via no end-repair enzymatic methylation sequencing of cell-free DNA and pre-trained neural network Zhenzhong Deng, Yongkun Ji, Bing Han, Zhongming Tan, Yuqi Ren, Jinghan Gao, Nan Chen, Cong Ma, Yichi Zhang, Yunhai Yao, Hong Lu, Heqing Huang, Midie Xu, Lei Chen, Leizhen Zheng, Jianchun Gu, Deyi Xiong, Jianxin Zhao, Jinyang Gu, Zutao Chen, Ke Wang. Genome Medicine 2023
Mining parallel sentences from the internet with multi-view knowledge distillation for low-resource language pairs Shaolin Zhu, Shiwei Gu, Shangjie Li, Lin Xu, Deyi Xiong. Knowledge and Information Systems 2023
DEPN: Detecting and Editing Privacy Neurons in Pretrained Language Models Xinwei Wu, Junzhuo Li, Minghui Xu, Weilong Dong, Shuangzhi Wu, Chao Bian, Deyi Xiong. EMNLP 2023
MMNMT: Modularizing Multilingual Neural Machine Translation with Flexibly Assembled MoE and Dense Blocks Shangjie Li, Xiangpeng Wei, Shaolin Zhu, Jun Xie, Baosong Yang, Deyi Xiong. EMNLP 2023
CS2W: A Chinese Spoken-to-Written Style Conversion Dataset with Multiple Conversion Types Zishan Guo, Linhao Yu, Minghui Xu, Renren Jin, Deyi Xiong. EMNLP 2023
Language Representation Projection: Can We Transfer Factual Knowledge across Languages in Multilingual Language Models? Shaoyang Xu, Junzhuo Li, Deyi Xiong. EMNLP 2023
Inverse Reinforcement Learning for Text Summarization Yu Fu, Deyi Xiong, Yue Dong. EMNLP 2023 Findings
Is Robustness Transferable across Languages in Multilingual Neural Machine Translation? Leiyu Pan, Supryadi, Deyi Xiong. EMNLP 2023 Findings
Towards a Deep Understanding of Multilingual End-to-End Speech Translation Haoran Sun, Xiaohu Zhao, Yikun Lei, Shaolin Zhu, Deyi Xiong. EMNLP 2023 Findings
CogTaskonomy: Cognitively Inspired Task Taxonomy Is Beneficial to Transfer Learning in NLP Yifei Luo, Minghui Xu, Deyi Xiong. ACL 2022
KaFSP: Knowledge-Aware Fuzzy Semantic Parsing for Conversational Question Answering over a Large-Scale Knowledge Base Junzhuo Li and Deyi Xiong. ACL 2022
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading Comprehension Linjuan Wu, Shaojuan Wu, Xiaowang Zhang, Deyi Xiong, Shizhan Chen, Zhiqiang Zhuang, Zhiyong Feng. ACL 2022
Adaptive Differential Privacy for Language Model Training Xinwei Wu, Li Gong, Deyi Xiong. FL4NLP@ACL 2022
Learning Structural Information for Syntax-Controlled Paraphrase Generation Erguang Yang, Chenglin Bai, Deyi Xiong, Yujie Zhang, Yao Meng, Jinan Xu, Yufeng Chen. NAACL 2022
ParaZh-22M: A Large-Scale Chinese Parabank via Machine Translation Wenjie Hao, Hongfei Xu, Deyi Xiong, Hongying Zan and Lingling Mu. COLING 2022
CoDoNMT: Modeling Cohesion Devices for Document-Level Neural Machine Translation Yikun Lei, Yuqi Ren and Deyi Xiong. COLING 2022
Informative Language Representation Learning for Massively Multilingual Neural Machine Translation Renren Jin and Deyi Xiong. COLING 2022
Language Branch Gated Multilingual Neural Machine Translation Haoran Sun and Deyi Xiong. COLING 2022
TGEA 2.0: A Large-Scale Diagnostically Annotated Dataset with Benchmark Tasks for Text Generation of Pretrained Language Models Huibin Ge, Xiaohu Zhao, Chuang Liu, Yulong Zeng, Qun Liu, Deyi Xiong. NeurIPS 2022 Datasets and Benchmarks
GEMv2: Multilingual NLG Benchmarking in a Single Line of Code Sebastian Gehrmann, Abhik Bhattacharjee, Abinaya Mahendiran, Alex Wang, Alexandros Papangelis, Aman Madaan, Angelina McMillan-Major, Anna Shvets, Ashish Upadhyay, Bernd Bohnet, Bingsheng Yao, Bryan Wilie, Chandra Bhagavatula, Craig Thomson, Cristina Garbacea, Dakuo Wang, Daniel Deutsch, Deyi Xiong, Di Jin, Dimitra Gkatzia, Dragomir Radev, Elizabeth Clark, Esin Durmus, Faisal Ladhak, Filip Ginter, Genta Indra Winata, Hendrik Strobelt, Hiroaki Hayashi, Jekaterina Novikova, Jenna Kanerva, Jenny Chim, Jiawei Zhou, João Sedoc, Jordan Clive, Joshua Maynez, Juraj Juraska, Kaustubh Dhole, Khyathi Raghavi Chandu, Laura Perez-Beltrachini, Leonardo F. R. Ribeiro, Lewis Tunstall, Li Zhang, Mahima Pushkarna, Mathias Creutz, Michael White, Mihir Kale, Moussa Kamal Eddine, Nico Daheim, Nishant Subramani, Ondřej Dušek, Paul Pu Liang, Pawan Sasanka Ammanamanchi, Qi Zhu, Ratish Puduppully, Reno Kriz, Rifat Shahriyar, Ronald Ahmed Cardenas, Saad Mahamood, Salomey Osei, Samuel Cahyawijaya, Sanja Stajner, Sebastien Montella, Shailza Jolly, Simon Mille, Tahmid Hasan, Tianhao Shen, Tosin Adewumi, Vikas Raunak, Vipul Raheja, Vitaly Nikolaev, Vivian Tsai, Yacine Jernite, Ying Xu, Yisi Sang, Yixin Liu, Yufang Hou. EMNLP 2022 Demo
CoCoID: Learning Contrastive Representations and Compact Clusters for Semi-Supervised Intent Discovery Qian Cao, Deyi Xiong, Qinlong Wang and Xia Peng. EMNLP 2022 Industry Track
Recovering Gold from Black Sand: Multilingual Dense Passage Retrieval with Hard and False Negative Samples Tianhao Shen, Mingtong Liu, Ming Zhou and Deyi Xiong. EMNLP 2022
Long Text Generation with Topic-aware Discrete Latent Variable Model Erguang Yang, Mingtong Liu, Deyi Xiong, YUJIE ZHANG, Yufeng Chen and Jinan Xu. EMNLP 2022
Generating Questions for Abstractive Answers with a Multi-Channel Fusion Encoder-Decoder Model Jiazuo Qiu and Deyi Xiong. IALP 2022
Multilingual Neural Machine Transliteration with Adaptive Segmentation Schemes Haoran Sun, Yikun Lei and Deyi Xiong. IALP 2022
Adversarially Improving NMT Robustness to ASR Errors with Confusion Sets Shuaibo Wang, Yufeng Chen, Songming Zhang, Deyi Xiong and Jinan Xu. AACL 2022
Evaluating Discourse Cohesion in Pre-trained Language Models Jie He, Wanqiu Long and Deyi Xiong. CODI 2022
2021
Syntactically-Informed Unsupervised Paraphrasing with Non-Parallel Data Erguang Yang, Mingtong Liu, Deyi Xiong, YUJIE ZHANG, Yao Meng, Changjian Hu, Jinan Xu, Yufeng Chen. Accepted by EMNLP 2021
Chinese WPLC: A Chinese Dataset for Evaluating Pretrained Language Models on Word Prediction Given Long-Range Context Huibin Ge, Chenxi Sun, Deyi Xiong, Qun Liu. Accepted by EMNLP 2021
Difficult Samples Re-embedding via Mutual Information Constrained Semantically Oversampling Jiachen Tian, Shizhan Chen, Xiaowang Zhang, Zhiyong Feng, Deyi Xiong, Shaojuan Wu, Chunliu Dou. Accepted by EMNLP 2021
Learning Hard Retrieval Decoder Attention for Transformers Hongfei Xu, Qiuhui Liu, Josef van Genabith, Deyi Xiong. Accepted by Findings of EMNLP 2021
Secoco: Self-Correcting Encoding for Neural Machine Translation Tao Wang, Chengqi Zhao, Mingxuan Wang, Lei Li, Hang Li, Deyi Xiong. Accepted by Findings of EMNLP 2021
Domain-Aware Self-Attention for Multi-Domain Neural Machine Translation Shiqi Zhang, Yan Liu, Deyi Xiong, Pei Zhang, Boxing Chen. Accepted by INTERSPEECH 2021
CogAlign: Learning to Align Textual Neural Representations to Cognitive Signals Yuqi Ren, Deyi Xiong. Accepted by ACL 2021
TGError: An Error-Annotated Dataset and Benchmark Tasks for Text Generation from Pretrained Language Models Jie He, Bo Peng, Yi Liao, Qun Liu, Deyi Xiong. Accepted by ACL 2021
Multi-Head Highly Parallelized LSTM Decoder for Neural Machine Translation Hongfei Xu, Qiuhui Liu, Josef van Genabith, Deyi Xiong, Meng Zhang. Accepted by ACL 2021
Modeling Task-Aware MIMO Cardinality for Efficient Multilingual Neural Machine Translation Hongfei Xu, Qiuhui Liu, Josef van Genabith, Deyi Xiong. Accepted by ACL 2021
An Empirical Study on Adversarial Attack on NMT: Languages and Positions Matter Zhiyuan Zeng, Deyi Xiong. Accepted by ACL 2021
Exploiting Chinese Word Segmentation via Pseudo Labels for Practicability Kaiyu Huang, Junpeng Liu, Degen Huang, Deyi Xiong, Zhuang Liu, Jinsong Su. Accepted by Findings of ACL 2021
AdaST: Dynamically Adapting Encoder States in the Decoder for End-to-End Speech-to-Text Translation Wuwei Huang, Dexin Wang, Deyi Xiong. Accepted by Findings of ACL 2021
Integrating Pre-trained Models into Rule-based Dialogue Management Jun Quan, Meng Yang, Qiang Gan, Deyi Xiong et al. Accepted by AAAI 2021
Probing Word Translations in the Transformer and Trading Decoder for Encoder Layers Hongfei Xu, Josef van Genabith, Qiuhui Liu, Deyi Xiong. Accepted by NAACL 2021
Auto Correcting in the Process of Translation — Multi-task Learning Improves Dialogue Machine Translation Tao Wang, Chengqi Zhao, Mingxuan Wang, Lei Li, Deyi Xiong. Accepted by NAACL 2021
Modeling Homophone Noise for Robust Neural Machine Translation Wenjie Qin, Xiang Li, Yuhui Sun, Deyi Xiong, Jianwei Cui, Bin Wang. Accepted by ICASSP 2021
Enhanced Aspect-based Sentiment Analysis Models with Progressive Self-Supervised Attention Learning Jinsong Su, Jialong Tang, Hui Jiang, Ziyao Lu, Yubin Ge, Linfeng Song, Deyi Xiong, Le Sun, Jiebo Luo. Accepted by Artificial Intelligence 2021
2020
Balanced Joint Adversarial Training for Robust Intent Detection and Slot Filling Xu Cao, Deyi Xiong, Chongyang Shi, Chao Wang, Yao Meng, Changjian Hu. Accepted by COLING 2020
A Learning-Exploring Method to Generate Diverse Paraphrases with Multi-Objective Deep Reinforcement Learning Mingtong Liu, Erguang Yang, Deyi Xiong, Yujie Zhang, Yao Meng, Changjian Hu, Jinan Xu, Yufeng Chen. Accepted by COLING 2020
Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style Transfer Yufang Huang, Wentao Zhu, Deyi Xiong, Yiye Zhang, Changjian Hu, Feiyu Xu. Accepted by COLING 2020
RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling Jun Quan, Shian Zhang, Qian Cao, Zizhong Li, Deyi Xiong. Accepted by EMNLP 2020
TED-CDB: A Large-Scale Chinese Discourse Relation Dataset on TED Talks Wanqiu Long, Bonnie Webber, Deyi Xiong. Accepted by EMNLP 2020
The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation Jie He, Tao Wang, Deyi Xiong, Qun Liu. Accepted by Findings of EMNLP 2020
Learning Source Phrase Representations for Neural Machine Translation Hongfei Xu, Josef van Genabith, Deyi Xiong, Qiuhui Liu, Jingyi Zhang. Accepted by ACL 2020
Lipschitz Constrained Parameter Initialization for Deep Transformers Hongfei Xu, Qiuhui Liu, Josef van Genabith, Deyi Xiong, Jingyi Zhang. Accepted by ACL 2020
Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change Hongfei Xu, Josef van Genabith, Deyi Xiong, Qiuhui Liu. Accepted by ACL 2020
Modeling Long Context for Task-Oriented Dialogue State Generation Jun Quan, Deyi Xiong. Accepted by ACL 2020
Efficient Context-Aware Neural Machine Translation with Layer-Wise Weighting and Input-Aware Gating Hongfei Xu, Josef van Genabith, Deyi Xiong, Qiuhui Liu. Accepted by IJCAI-PRICAI 2020
Neural Machine Translation With GRU-Gated Attention Model Biao Zhang, Deyi Xiong, Jun Xie, Jinsong Su. Accepted by IEEE Transactions on Neural Networks and Learning Systems 2020 DOI: 10.1109/TNNLS.2019.2957276. [pdf]
Learning to Reuse Translations: Guiding Neural Machine Translation with Examples Qian Cao, Shaohui Kuang, Deyi Xiong. Accepted by ECAI 2020 [pdf]
GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue Jun Quan, Deyi Xiong, Bonnie Webber, Changjian Hu. Accepted by EMNLP 2019. Long Paper [pdf]
Effective Data Augmentation Approaches to End-to-End Task-Oriented Dialogue Jun Quan, Deyi Xiong. Accepted by IALP 2019 [pdf]
BiPaR: A Bilingual Parallel Dataset for Multilingual and Cross-lingual Reading Comprehension on Novels Yimin Jing, Deyi Xiong, Yan Zhen. Accepted as a long paper at EMNLP 2019 [pdf] [code]
Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation Xin Tan, Longyin Zhang, Deyi Xiong, Guodong Zhou. Accepted by EMNLP 2019 [pdf]
Detecting and Translating Dropped Pronouns in Neural Machine Translation Xin Tan, Shaohui Kuang, Deyi Xiong. Accepted by NLPCC 2019 [pdf]
Future-Aware Knowledge Distillation for Neural Machine Translation Biao Zhang, Deyi Xiong, Jinsong Su, Jiebo Luo. Accepted by IEEE/ACM Transactions on Audio, Speech, and Language Processing 2019 [pdf]
The Direct Path May Not Be The Best: Portuguese-Chinese Neural Machine Translation Rodrigo Pereira dos Santos, João M. N. Silva, António Branco, Deyi Xiong. Accepted by EPIA 2019 [pdf]
2018
Encoding gated translation memory into neural machine translation Cao Q, Xiong D. Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing [pdf]
Neural Machine Translation with Deep Attention Biao Zhang, Deyi Xiong, Jinsong Su. IEEE Transactions on Pattern Analysis and Machine Intelligence [pdf]
Alignment-Supervised Bidimensional Attention-Based Recursive Autoencoders for Bilingual Phrase Representation Biao Zhang, Deyi Xiong, Jinsong Su, Yue Qin. IEEE Transactions on Cybernetics [pdf]
Alignment-consistent recursive neural networks for bilingual phrase embeddings Jinsong Su, Biao Zhang, Deyi Xiong, Yang Liu, Min Zhang. Knowledge-Based Systems [pdf]
A Hierarchy-to-Sequence Attentional Neural Machine Translation Model Jinsong Su, Jiali Zeng, Deyi Xiong, Yang Liu, Mingxuan Wang and Jun Xie. IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP) [pdf]
Neural machine translation with constraints Deyi XIONG, Junhui LI, Xing WANG and Biao ZHANG. SCIENTIA SINICA Informationis [pdf]
Simplifying Neural Machine Translation with Addition-Subtraction Twin-Gated Recurrent Networks Biao Zhang, Deyi Xiong, Jinsong Su, Qian Lin. EMNLP 2018 [pdf]
Encoding Gated Translation Memory into Neural Machine Translation Qian Cao and Deyi Xiong. EMNLP 2018 [pdf]
Neural Machine Translation with Decoding History Enhanced Attention Mingxuan Wang, Jun Xie, Zhixing Tan, Jinsong Su, Deyi Xiong, and Chao Bian. COLING 2018 [pdf]
Sentence Weighting for Neural Machine Translation Domain Adaptation Shiqi Zhang and Deyi Xiong. COLING 2018 [pdf]
Modeling Coherence for Neural Machine Translation with Dynamic and Topic Caches Shaohui Kuang, Weihua Luo, Guodong Zhou and Deyi Xiong. COLING 2018 [pdf]
Fusing Recency into Neural Machine Translation with an Inter-Sentence Gate Model Shaohui Kuang and Deyi Xiong. COLING 2018 [pdf]
Accelerating Neural Transformer via an Average Attention Network Biao Zhang, Deyi Xiong, and Jinsong Su. ACL 2018 [pdf]
Attention Focusing for Neural Machine Translation by Bridging Source and Target Embeddings Shaohui Kuang, Junhui Li, António Branco, Weihua Luo and Deyi Xiong. ACL 2018 [pdf]
Context-Aware Phrase Representation for Statistical Machine Translations Zhiwei Ruan, Jinsong Su, Deyi Xiong, Rongrong Ji. Pacific Rim International Conference on Artificial Intelligence 2018 [pdf]
