Hao Zhou, Zhijun Wang, Shujian Huang, Xin Huang, Xue Han, Junlan Feng, Chao Deng, Weihua Luo, Jiajun Chen. MoE-LPR: Multilingual Extension of Large Language Models through Mixture-of-Experts with Language Priors Routing. AAAI'2025.
Xinyou Wang, Zaixiang Zheng, Fei Ye, Dongyu Xue, Shujian Huang, Quanquan Gu. Diffusion Language Models Are Versatile Protein Learners. ICML'2024.
Peng Ding, Jingyu Wu, Jun Kuang, Dan Ma, Xuezhi Cao, Xunliang Cai, Shi Chen, Jiajun Chen, Shujian Huang. Hallu-PI: Evaluating Hallucination in Multi-modal Large Language Models within Perturbed Inputs. ACMMM'2024.
Liang He, Hongke Wang, Zhen Wu, Jianbing Zhang, Xinyu Dai, Jiajun Chen. Focus & Gating: A Multimodal Approach for Unveiling Relations in Noisy Social Media. ACMMM'2024.
Lingxing Kong, Yougang Chu, Zheng Ma, Jianbing Zhang, Jiajun Chen. Mix-lingual Relation Extraction: Dataset and a Training Approach. JCST'2024.
Shimao Zhang, Changjiang Gao, Wenhao Zhu, Jiajun Chen, Xin Huang, Xue Han, Junlan Feng, Chao Deng, Shujian Huang. Getting More from Less: Large Language Models are Good Spontaneous Multilingual Learners. EMNLP'2024.
Peng Hu, Changjiang Gao, Ruiqi Gao, Jiajun Chen, Shujian Huang. Large Language Models are Limited in Out-of-Context Knowledge Reasoning. Findings of EMNLP'2024.
Shangyu Xing, Fei Zhao, Zhen Wu, Tuo An, Weihao Chen, Chunhui Li, Jianbing Zhang, Xinyu Dai. EFUF: Efficient Fine-Grained Unlearning Framework for Mitigating Hallucinations in Multimodal Large Language Models. EMNLP'2024.
Jiahuan Li, Yiqing Cao, Shujian Huang, Jiajun Chen. Formality Favored: Unraveling the Learning Preferences of Large Language Models on Data with Conflicting Knowledge. EMNLP'2024 (outstanding paper).
Jiahuan Li, Shujian Huang, Aarron Ching, Xinyu Dai, Jiajun Chen. PreAlign: Boosting Cross-Lingual Transfer by Early Establishment of Multilingual Alignment. EMNLP'2024.
Chunhui Li, Yifan Wang, Zhen Wu, Zhen Yu, Fei Zhao, Shujian Huang, Xinyu Dai. MultiSQL: A Schema-Integrated Context-Dependent Text2SQL Dataset with Diverse SQL Operations. Findings of ACL'2024.
Xu Huang, Zhirui Zhang, Xiang Geng, Yichao Du, Jiajun Chen, Shujian Huang. Lost in the Source Language: How Large Language Models Evaluate the Quality of Machine Translation. Findings of ACL'2024.
Ting Xu, Haiqin Yang, Fei Zhao, Zhen Wu, Xinyu Dai. A Two-Agent Game for Zero-shot Relation Triplet Extraction. Findings of ACL'2024.
Changjiang Gao, Jixing Li, Jiajun Chen, Shujian Huang. Measuring Meaning Composition in the Human Brain with Composition Scores from Large Language Models. ACL'2024.
Wenhao Zhu, Shujian Huang, Fei Yuan, Shuaijie She, Jiajun Chen, Alexandra Birch. Question Translation Training for Better Multilingual Reasoning. Findings of ACL'2024.
Yuan Gao, Yiheng Zhu, Yuanbin Cao, Yinzhi Zhou, Zhen Wu, Yujie Chen, Shenglan Wu, Haoyuan Hu, Xinyu Dai. Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering. LREC-COLING'2024.
Changjiang Gao, Hongda Hu, Peng Hu, Jiajun Chen, Jixing Li, Shujian Huang. Multilingual Pretraining and Instruction Tuning Improve Cross-Lingual Knowledge Alignment, But Only Shallowly. NAACL'2024.
Shuaijie She, Shujian Huang, Xingyun Wang, Yanke Zhou, Jiajun Chen. Exploring the Factual Consistency in Dialogue Comprehension of Large Language Models. NAACL'2024.
Fangxu Yu, Junjie Guo, ZhenWu, Xinyu Dai. Emotion-Anchored Contrastive Learning Framework for Emotion Recognition in Conversation. Findings of NAACL'2024.
Wenhao Zhu, Hongyi Liu, Qingxiu Dong, Jingjing Xu, Shujian Huang, Lingpeng Kong, Jiajun Chen, Lei Li. Multilingual Machine Translation with Large Language Models: Empirical Results and Analysis. Findings of NAACL'2024.
Peng Ding, Jun Kuang, Dan Ma, Xuezhi Cao, Yunsen Xian, Jiajun Chen, Shujian Huang. A Wolf in Sheep’s Clothing: Generalized Nested Jailbreak Prompts can Fool Large Language Models Easily. NAACL'2024.
Jiahuan Li, Shanbo Cheng, Shuangjian Huang, Jiajun Chen. MT-PATCHER: Selective and Extendable Knowledge Distillation from Large Language Models for Machine Translation. NAACL'2024.
Jiahuan Li，Hao Zhou，Shujian Huang，Shanbo Cheng，Jiajun Chen. Eliciting the Translation Ability of Large Language Models via Multilingual Finetuning with Translation Instructions. TACL.
Zihan Liu, Zewei Sun, Shanbo Cheng, Shujian Huang, Mingxuan Wang. Only 5% Attention Is All You Need: Efficient Long-range Document-level Neural Machine Translation. IJCNLP-AACL'2023.
Robert Ridley, Zhen Wu, Jianbing Zhang, Shujian Huang, Xinyu Dai. Addressing Linguistic Bias through a Contrastive Analysis of Academic Writing in the NLP Domain. EMNLP'2023.
Changjiang Gao, Shujian Huang, Jixing Li, Jiajun Chen. Roles of Scaling and Instruction Tuning in Language Perception: Model vs. Human Attention. Findings of EMNLP'2023.
Zheng Ma, Mianzhi Pan, Wenhan Wu, Kanzhi Cheng, Jianbing Zhang, Shujian Huang, and Jiajun Chen. Food-500 Cap: A Fine-Grained Food Caption Benchmark for Evaluating Vision-Language Models. ACMMM'2023.
Zheng Ma, Changxin Wang, Bo Huang, Zixuan Zhu, and Jianbing Zhang. Bounding and Filling: A Fast and Flexible Framework for Image Captioning. NLPCC'2023.
Yuanhang Tang, Yawen Ouyang, Zhen Wu, Baohua Zhang, Jiaying Zhang, and Xinyu Dai. IDOS: A Unified Debiasing Method via Word Shuffling. NLPCC'2023.
Pengfei Sun, Dingjie Song, Yawen Ouyang, Zhen Wu, and Xinyu Dai. Episode-based Prompt Learning for Any-shot Intent Detection. NLPCC'2023.
Liang He, Hongke Wang, Yongchang Cao, Zhen Wu, Jianbing Zhang, Xinyu Dai. MORE: A Multimodal Object-Entity Relation Extraction Dataset with a Benchmark Evaluation. ACMMM'2023.
Fei Zhao, Zhen Wu, Liang He, Xinyu Dai. Label-correction Capsule Network for Hierarchical Text Classification. TASLP'2023.
Yiming Yan, Tao Wang, Chengqi Zhao, Shujian Huang, Jiajun Chen, Mingxuan Wang. BLEURT Has Universal Translations: An Analysis of Automatic Metrics by Minimum Risk Training. ACL'2023.
Yawen Ouyang, Yongchang Cao, Yuan Gao, Zhen Wu, Jianbing Zhang and Xinyu Dai. On Prefix-tuning for Lightweight Out-of-distribution Detection. ACL'2023.
Ting Xu, Huiyun Yang, Zhen Wu, Jiaze Chen, Fei Zhao, Xinyu Dai. Measuring Your ASTE Models in The Wild: A Diversified Multi-domain Dataset For Aspect Sentiment Triplet Extraction. Findings of ACL'2023.
Sen Yang, Shujian Huang, Wei Zou, Jianbing Zhang, Xinyu Dai and Jiajun Chen. Local Interpretation of Transformer Based on Linear Decomposition. ACL'2023.
Wenhao Zhu, Jingjing Xu, Shujian Huang, Lingpeng Kong and Jiajun Chen. INK: Injecting kNN Knowledge in Nearest Neighbor Machine Translation. ACL'2023.
Wenhao Zhu, Shujian Huang, Yunzhe Lv, Xin Zheng, Jiajun Chen. What Knowledge Is Needed? Towards Explainable Memory for kNN-MT Domain Adaptation. Findings of ACL'2023.
Yongchang Cao, Liang He, Zhen Wu, Xinyu Dai. Make BERT-Based Chinese Spelling Check Model Enhanced by Layerwise Attention and Gaussian Mixture Model. IJCNN'2023.
Min Liu, Yu Bao, Chengqi Zhao, Shujian Huang. Selective Knowledge Distillation for Non-Autoregressive Neural Machine Translation. AAAI'2023.
Shuaijie She,Xiang Geng, Shujian Huang, Jiajun Chen. CoP: Factual Inconsistency Detection by Controlling the Preference. AAAI'2023.
Xiang Geng, Yu Zhang, Jiahuan Li, Shujian Huang, Hao Yang, Shimin Tao, Yimeng Chen, Ning Xie, Jiajun Chen. Denoising Pre-Training for Machine Translation Quality Estimation with Curriculum Learning. AAAI'2023.
Jiasheng Ye, Yawen Ouyang, Zhen Wu, Xinyu Dai. Out-of-Distribution Generalization Challenge in Dialog State Tracking. NeurIPS'2022 Workshop on Distribution Shifts.
Xinyou Wang, Zaixiang Zheng and Shujian Huang. Helping the Weak Makes You Strong: Simple Multi-Task Learning Improves Non-Autoregressive Translators. EMNLP'2022 (short paper).
Fei Zhao, Yuchen Shen, Zhen Wu, Xinyu Dai. Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection. Findings of EMNLP'2022.
Zheng Ma, Shi Zong, Mianzhi Pan, Jianbing Zhang, Shujian Huang, Xinyu Dai, Jiajun Chen. Probing Cross-modal Semantics Alignment Capability from the Textual Perspective. Findings of EMNLP'2022.
Bin Wang, Jiangzhou Ju, Yang Fan, Xinyu Dai, Shujian Huang, Jiajun Chen. Structure-Unified M-Tree Coding Solver for Math Word Problem. EMNLP'2022.
Siyu Long, Yi Zhou, Xinyu Dai, Hao Zhou. Zero-Shot 3D Drug Design by Sketching and Generating. NeurIPS'2022.
Fei Zhao, Zhen Wu, Siyu Long, Xinyu Dai, Shujian Huang, Jiajun Chen. Learning from Adjective-Noun Pairs: A Knowledge-enhanced Framework for Target-Oriented Multimodal Sentiment Classification. COLING'2022.
Kanzhi Cheng, Zheng Ma, Shi Zong, Jianbing Zhang, Xinyu Dai, Jiajun Chen. ADS-Cap: A Framework for Accurate and Diverse Stylized Captioning with Unpaired Stylistic Corpora. NLPCC'2022.
Fei Zhao, Chunhui Li, Zhen Wu, Shangyu Xing, Xinyu Dai. Learning from Different text-image Pairs: A Relation-enhanced Graph Convolutional Network for Multimodal NER. ACMMM'2022.
Ming Fang, Shi Zong, Jing Li, Xinyu Dai, Shujian Huang, Jiajun Chen. Analyzing the Intensity of Complaints on Social Media. Findins of NAACL'2022.
Wenhao Zhu, Shujian Huang, Tong Pu, Pingxuan Huang, Xu Zhang, Jian Yu, Wei Chen, Yanfeng Wang, Jiajun Chen. FGraDA: A Dataset and Benchmark for Fine-Grained Domain Adaptation in Machine Translation. LREC'2022.
Dongqi Wang, Haoran Wei, Zhirui Zhang, Shujian Huang, Jun Xie, Jiajun Chen. Non-Parametric Online Learning from Human Feedbackfor Neural Machine Translation. AAAI'2022.
Zaixiang Zheng, Hao Zhou, Shujian Huang, Jiajun Chen, Jingjing Xu, Lei Li. Duplex Sequence-to-Sequence Learning for Reversible Machine Translation. NeurIPS'2021.
Yu Bao, Shujian Huang, Hao Zhou, Lei Li, Xinyu Dai, Jiajun Chen，Unsupervised Paraphrasing via Syntactic Template Sampling (in Chinese), accepted by SCIENTIA SINICA Informationis. In press.
Xin Zheng, Zhirui Zhang, Shujian Huang, Boxing Chen, Jun Xie, Weihua Luo and Jiajun Chen. Non-Parametric Unsupervised Domain Adaptation for Neural Machine Translation. Findings of EMNLP'2021. (short paper)
Qingnan Jiang, Mingxuan Wang, Jun Cao, Shanbo Cheng, Shujian Huang, Lei Li. Learning Kernel-Smoothed Machine Translation with Retrieved Examples. EMNLP'2021.
Ran Wang, Xi'ao Su, Siyu Long, Xinyu Dai, Shujian Huang and Jiajun Chen. Meta-LMTC: Meta-Learning for Large-Scale Multi-Label Text Classification. EMNLP'2021.
Zhen Cui, Bin Wang, and Jiangzhou Ju. GeoCQA: A Large-scale Geography-Domain Chinese Question Answering Dataset from Examination. NLPCC'2021.
Yawen Ouyang, Jiasheng Ye, Yu Chen, Xinyu Dai, Shujian Huang, Jiajun Chen. Energy-based Unknown Intent Detection with Data Manipulation. Findings of ACL'2021.
Jiahuan Li, Yutong Shen, Shujian Huang, Xinyu Dai, Jiajun Chen. When is Char Better Than Subword: A Systematic Study of Segmentation Algorithms for Neural Machine Translation. ACL'2021. (short paper)
Pengfei Sun, Yawen Ouyang, Wenming Zhang, Xinyu Dai. MEDA: Meta-Learning with Data Augmentation for Few-Shot Text Classification. IJCAI' 2021.
Zhen Wu, Lijun Wu, Qi Meng, Yingce Xia, Shufang Xie, Tao Qin, Xinyu Dai, Tie-Yan Liu. UniDrop-A Simple yet Effective Technique to Improve Transformer without Extra Cost. NAACL'2021.
Bairan Fu, Wenming Zhang, Guangneng Hu, Xinyu Dai, Shujian Huang, Jiajun Chen. Dual Side Deep Context-aware Modulation for Social Recommendation. WWW'2021
Yongchang Cao, Liang He, Robert Ridley, Xinyu Dai. Integrating BERT and Score-based Feature Gates for Chinese Grammatical Error Diagnosis. NLPTEA'2020.
Robert Ridley, Liang He, Xinyu Dai, Shujian Huang, Jiajun Chen. Automated Cross-prompt Scoring of Essay Traits, AAAI'2021.
Ran Wang, Robert Ridley, Xi'ao Su, Weiguang Qu, Xinyu Dai. A Novel Reasoning Mechanism for Multi-Label Text Classification, accepted by Information Processing and Management.
Dan-Hao Zhu, Xin-Yu Dai, Jia-Jun Chen. Pre-train and Learn: Preserving Global Information for Graph Neural Networks. accepted by JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 33(1): 1–14.
Pengfei Sun, Yawen Ouyang, Xin-Yu Dai, et.al., Similarity Learning with Implicit-network and Explicit-network for Zero-shot Intent Detection. accepted by SCIENTIA SINCA Informatics(In Chinese). In press.
Kaijia Yang, Nantao Zheng, Xin-Yu Dai, Liang He, Shujian Huang, Jiajun Chen. Enhance Prototypical Network with Text Descriptions for Few-shot Relation Classification, CIKM’2020. (short paper)
Chengcan Yin, Zhen Wu, Xin-Yu Dai, Shujian Huang, Jiajun Chen. Opinion Transmission Network for Jointly Improving Aspect-Oriented Opinion Words Extraction and Sentiment Classification, NLPCC’2020.
Siyu Long*, Ran Wang*, Kun Tao, Jiali Zeng, Xin-Yu Dai. Synonym Knowledge Enhanced Reader for Chinese Idiom Reading Comprehension. COLING’2020. (equal contribution, ordered by alphbetically)
Fei Zhao, Zhen Wu, Xin-Yu Dai. Attention Transfer Network for Aspect-level Sentiment Classification, COLING’2020.
Danhao Zhu, Xin-Yu Dai, Jiajun Chen, Jie Yin. Sampling Informative Context Nodes for Network Embedding. Accepted by SCIENCE CHINA Information Sciences.
Zaixiang Zheng, Shujian Huang, Rongxiang Weng, Xinyu Dai, Jiajun Chen. Improving Self Attention Networks with Sequential Relations. accepted by TASLP2020
Zaixiang Zheng, Xiang Yue, Shujian Huang, Jiajun Chen, Alexandra Birch. Towards Making the Most of Context in Neural Machine Translation. accepted by IJCAI2020
Zhen Cheng, Xinyu Dai, Shujian Huang, Jiajun Chen. Variational Explanation Generator: Generating Explanation for Natural Language Inference using Variational Auto-Encoder. accepted by ICDAR2020
Yawen Ouyang, Moxin Chen, Xinyu Dai, Yinggong Zhao, Shujian Huang, Jiajun Chen. Dialogue State Tracking with Explicit Slot Connection Modeling. accepted by ACL2020
Jiahuan Li*, Yu Bao*, Shujian Huang, Xinyu Dai, Jiajun Chen. Explicit Semantic Decomposition for Definition Generation accepted by ACL2020
Wei Zou, Shujian Huang, Jun Xie, Xinyu Dai, Jiajun Chen. A Reinforced Generation of Adversarial Examples for Neural Machine Translation. accepted by ACL2020
Chunyang Tan, Kaijia Yang, Xinyu Dai, Shujian Huang, Jiajun Chen. MSGE: A Multi-step Gated Model for Knowledge Graph Completion. accepted by PAKDD2020
Zaixiang Zheng, Hao Zhou, Shujian Huang*, Lei Li, Xin-Yu Dai, Jiajun Chen. Mirror-Generative Neural Machine Translation. accepted by ICLR2020 (with Highest Ratings from all reviewers, Oral Presentation(selected)
Zhen Wu, Fei Zhao, Xin-Yu Dai*, Shujian Huang, Jiajun Chen. Latent Opinions Transfer Network for Target-Oriented Opinion Words Extraction. accepted by AAAI2020
Zewei Sun, Shujian Huang*, Hao-Ran Wei, Xin-yu Dai, Jiajun Chen. Generating Diverse Translation by Manipulating Multi-Head Attention. accepted by AAAI2020
Rongxiang Weng , Heng Yu, Shujian Huang*, Shanbo Cheng, Weihua Luo. Acquiring Knowledge from Pre-trained Model to Neural Machine Translation. accepted by AAAI2020
Wenhao Zhu, Zhihao Zhou, Shujian Huang*, Zhenya Lin, Xiangsheng Zhou, Yaofeng Tu, Jiajun Chen. Improving Bilingual Lexicon Induction on Distant Language Pairs. accepted by CCMT2019. Best English Paper Award
Huiyun Yang, Shujian Huang, Xinyu Dai, Jiajun Chen. Fine-grained Knowledge Fusion for Sequence Labeling Domain Adaptation. accepted by EMNLP2019
Zaixiang Zheng, Shujian Huang, Zhaopeng Tu, XIN-YU DAI and Jiajun Chen. Dynamic Past and Future for Neural Machine Translation. accepted by EMNLP2019
Rongxiang Weng, Hao Zhou, Shujian Huang, Lei Li, Yifan Xia and Jiajun Chen. Correct-and-Memorize: Learning to Translate from Interactive Revisions. accepted by IJCAI2019
Di Yin, Shujian Huang*, Xin-Yu Dai and Jiajun Chen. Utilizing Non-Parallel Text for Style Transfer by Making Partial Comparisons. accepted by IJCAI2019
Yu Bao*, Hao Zhou*, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, XIN-YU DAI and Jiajun CHEN. Generating Sentences from Disentangled Syntactic and Semantic Spaces. accepted by ACL2019 [code][paper]
Peng Wu, Shujian Huang*, Rongxiang Weng, Zaixiang Zheng, Jianbing Zhang, Xiaohui Yan and Jiajun Chen. Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering. accepted by ACL2019
Zhifang Fan, Zhen Wu, XIN-YU DAI, Shujian Huang and Jiajun CHEN. Target-oriented Opinion Words Extraction with Target-fused Neural Sequence Labeling. NAACL 2019
Kaijia Yang, Liang He, XIN-YU DAI, Shujian Huang and Jiajun CHEN. Exploiting Noisy Data in Distant Supervision Relation Classification. NAACL'2019
Hao-Ran Wei, Shujian Huang, Ran Wang, XIN-YU DAI and Jiajun CHEN. Online Distilling from Checkpoints for Neural Machine Translation. NAACL'2019
Ran Wang, Yang Song, and Xin-yu Dai. Msne: A novel markov chainsampling strategy for network embedding. In Pacific-Asia Conference on Knowledge Discovery and Data Mining, pages 107–118. Springer, 2019. [paper]
Danhao Zhu, Xin-yu Dai, Kaijia Yang, Jiajun Chen, and Yong He. Pcane:Preserving context attributes for network embedding. In Pacific-Asia Conference on Knowledge Discovery and Data Mining, pages 156–168. Springer,2019. [paper]
Tianhao Ning, Zhen Wu, Xin-Yu Dai, Jiajun Huang, Shujian Huang and Jiajun Chen. Improving Aspect Identification with Reviews Segmentation. In CCF International Conference on Natural Language Processing and Chinese Computing, pages 416-428, 2018.[paper]
Huadong Chen, Shujian Huang, David Chiang, Xinyu Dai, and Jiajun Chen.Combining character and word information in neural machine translationusing a multi-level attention. In Proceedings of the 2018 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long Papers), pages 1284–1293,2018. [paper]
Hongjie Ji, Shujian Huang, Qi Hou, Cunyan Yin, and Jiajun Chen. Rgraph:Generating reference graphs for better machine translation evaluation. In China Workshop on Machine Translation, pages 55–67. Springer, 2017. [paper]
Zi-Yi Dou, Shu-Jian Huang, and Yi-Fan Su. Compressing neural networks byapplying frequent item-set mining. In International Conference on Artificial Neural Networks, pages 696–704. Springer, 2017.[paper]
Zhen Wu, Xin-Yu Dai, Cunyan Yin, Shujian Huang, and Jiajun Chen. Improving review representations with user attention and product attention for sentiment classification. In Thirty-Second AAAI Conference on Artificial Intelligence, 2018. [paper]
Zaixiang Zheng*, Hao Zhou*, Shujian Huang, Lili Mou, Xinyu Dai, Jiajun Chen, and Zhaopeng Tu. Modeling Past and Future for Neural Machine Translation. Transactions of the Association for Computational Linguistics (TACL), Volume 6, pages 145-157, 2018. [paper]
Feng-Yu Qiu, Wei-Yi Ge, Xin-Yu Dai. Code Recommendation with Natural Language Tags and Other Heterogeneous Data. accepted by CSAI'2017.
Guang-Neng Hu, Xin-Yu Dai*, Feng-Yu Qiu, Rui Xia, Tao Li, Shu-Jian Huang, Jia-Jun Chen. Collaborative Filtering with Topic and Social Latent Factors Incorporating Implicit Feedback. accepted by ACM TKDD.
Hao Zhou*, Zhenting Yu*, Yue Zhang, Shujian Huang, Xin-Yu Dai, and Jiajun Chen. Word Context Character Embeddings for Chinese Word Segmentation. (Short paper) Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 760-766, Copenhagen, Denmark, 2017.
Rongxiang Weng, Shujian Huang, Zaixiang Zheng, Xinyu Dai and Jiajun Chen. Neural Machine Translation with Word Predictions. Conference on Empirical Methods in Natural Language Processing (EMNLP), pages 136-145, Copenhagen, Denmark, 2017.
Guang-Neng Hu, Xin-Yu Dai. Integrating Reviews into Personalized Ranking for Cold Start Recommendation. Advances in Knowledge Discovery and Data Mining - 21st Pacific-Asia Conference, {PAKDD} 2017, Jeju, South Korea, May 23-26, 2017, Proceedings, Part {II}, pages 708-720.
Huadong Chen, Shujian Huang, David Chiang, XIN-YU DAI and Jiajun CHEN. Top-rank Enhanced Listwise Optimization for Statistical Machine Translation. Conference on Computational Natural Language Learning (CoNLL), pages 90-99, Vancouver, Canada, 2017.
Hong-Jian Xue, Xin-Yu Dai, Jianbing Zhang, Shujian Huang, Jiajun Chen. Deep Matrix Factorization Models for Recommender Systems. International Joint Conference on Artificial Intelligence (IJCAI), pages 3203-3209, 2017.
Jianbing Zhang, Yixin Sun, Shujian Huang*, Cam-Tu Nguyen, Xiaoliang Wang, Xinyu Dai, Jiajun Chen, Yang Yu. AGRA: An Analysis-Generation-Ranking Framework for Automatic Abbreviation from Paper Titles. International Joint Conference on Artificial Intelligence (IJCAI), pages 4221-4227, 2017.
Hao Zhou, Yue Zhang, Chuan Chen, Shujian Huang, Xin-Yu Dai, and Jiajun Chen. A Neural Probabilistic Structured-Prediction Method for Transition-Based Natural Language Processing. Journal of Artificial Intelligence Research (JAIR), Volume 58, pages 703-729.
Huadong Chen, Shujian Huang, David Chiang, Jiajun Chen, Improved Neural Machine Translation with a Syntax-Aware Encoder and Decoder. Meeting of the Association for Computational Linguistics (ACL), pages 580-585, Vancouver Canada, 2017.
Hao Zhou, Zhaopeng Tu, Shujian Huang, Xiaohua Liu, Hang Li and Jiajun Chen. Chunk-based Bi-Scale Decoder for Neural Machine Translation. Meeting of the Association for Computational Linguistics (ACL), pages 1936-1945, Vancouver Canada, 2017.
Hao Zhou, Yue Zhang, Shujian Huang, Junsheng Zhou, XIN-YU DAI and Jiajun Chen. A Search-Based Dynamic Reranking Model for Dependency Parsing. Meeting of the Association for Computational Linguistics (ACL), 2016:1393-1402.
Hao Zhou, Yue Zhang, Shujian Huang, Xin-Yu Dai, and Jiajun Chen. Evaluating a Deterministic Shift-Reduce Neural Parser for Constituent Parsing. in Proceedings of the Tenth International Conference on Language Resources and Evaluation (LREC 2016), pages 659-663, Slovenia, Portoroz, May 23-28, 2016.
Shanbo Cheng, Shujian Huang, Huadong Chen, Xinyu DAI and Jiajun Chen. PRIMT: A Pick-Revise Framework for Interactive Machine Translation. Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL), 2016:1240-1249.
Shujian Huang, Huifeng Sun, Chengqi Zhao, Jinsong Su, Xinyu DAI and Jiajun Chen. Tree-state based Rule Selection Models for Hierarchical Phrase-based Machine Translation. Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence (IJCAI). AAAI Press, 2016: 2817-2823.
Yinggong Zhao, Shujian Huang*, Xinyu Dai, and Jiajun Chen. Adaptation of Langage Models for SMT Using Neural Networks with Topic Information. ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP), 2016, 15(3): 19:1-19:15.
Hao Zhou, Shujian Huang*, Junsheng Zhou, Yue Zhang, Huadong Chen, Xinyu Dai, Chuan Cheng, Jiajun Chen. Enhancing Shift-Reduce Constituent Parsing with Action N-Gram Model. ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP), 2016, 15(3): 13:1-13:17.
Liqiang Niu, Xin-Yu Dai, Shujian Huang, and Jiajun Chen. A Unified Framework for Jointly Learning Distributed Representations of Word and Attributes. In Proceedings of 7th Asian Conference on Machine Learning (ACML 2015) November 20-22, 2015, Hong Kong, JMLR: Workshop and Conference Proceedings 45:143–156, 2015
Linlin Pan, Xinyu Dai, Shujian Huang, and Jiajun Chen, Academic Paper Recommendation Based on Heterogeneous Graph, In Proceedings of The Fourteenth China National Conference on Computational Linguistics (CCL’2015), Guangzhou, China.
Liqiang Niu, Xinyu Dai, Jianbing Zhang, and Jiajun Chen. Topic2Vec: Learning Distributed Representations of Topics. In Proceedings of 2015 International Conference on Asian Language Processing (IALP 2015) pp. 193-196, 24-25 October, 2015, Suzhou, China
Zhengting Yu, Xin-Yu Dai, Shujian Huang and Jiajun Chen, Word Segmentation of Micro Blogs with Bagging. in Natural Language Processing and Chinese Computing, J. Li et al. (Eds.): NLPCC 2015, LNAI 9362, pp. 573–580, Springer International Publishing, 2015.
Yichu Zhou, Shujian Huang, Xinyu Dai, Jiajun Chen, Resolving Coordinate Structures for Chinese Constituent Parsing. in Natural Language Processing and Chinese Computing, J. Li et al. (Eds.): NLPCC 2015, LNAI 9362, pp. 353–361, Springer International Publishing, 2015.
Rui Xia, Cheng Wang, Xinyu Dai, and Tao Li, Co-training for Semi-supervised Sentiment Classification Based on Dual-view Bags-of-words Representation, Proceedings of the 53rd Annual Meeting of the Association for Computational (ACL'2015), Beijing, China, 2015.
Shujian Huang, Huadong Chen, Xinyu Dai, Jiajun Chen, Non-linear Learning for Statistical Machine Translation. in Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (ACL2015), pages 825-835, Beijing, China, July 26-31, 2015.
Hao Zhou, Yue Zhang, Shujian Huang, Jiajun Chen, A Neural Probabilistic Structured-Prediction Model for Transition-Based Dependency Parsing. in Proceedings of the 53rd Annual Meeting of the Association for Computational Linguistics and the 7th International Joint Conference on Natural Language Processing (ACL2015), pages 1213-1222, Beijing, China, July 26-31, 2015.
Guang-Neng Hu, Xin-Yu Dai, Yunya Song, Shu-Jian Huang, and Jia-Jun Chen. "A synthetic approach for recommendation: combining ratings, social relations, and reviews." In Proceedings of the 24th International Joint Conference on Artificial Intelligence(IJCAI 2015), pp. 1756-1762,July 25- August 1, 2015, Buenos Aires, Argentina. AAAI Press, 2015.
Xin-Yu Dai, Chuan Cheng, Shujian Huang, and Jiajun Chen, "Sentiment Classification with Graph Sparsity Regularization." Computational Linguistics and Intelligent Text Processing. Springer International Publishing, 2015. 140-151
X. Dai, J. Zhang, S. Huang, J. Chen, and Z. Zhou. Structured sparsity with group-graph regularization. In: Proceedings of the 29th AAAI Conference on Artificial Intelligence (AAAI'15), Austin, TX, 2015
Yinggong Zhao, Shujian Huang, Xinyu Dai, Jianbing Zhang, Jiajun Chen, Learning Word Embeddings from Dependency Relations, International Conference on Asian Language Processing 2014 (IALP 2014), October 20-23, 2014, Sarawak, Malaysia
Yinggong Zhao, Shujian Huang, Huadong Chen, and Jiajun Chen, An Investigation on Statistical Machine Translation with Neural Language Models, CCL and NLP-NABD 2014, pp. 175–186, October 18-19，2014, Wuhan, China
Yingjie Zhang，Bin Li，Xiaoyu Wang，Jiajun Chen, Mapping Word Senses of Middle Ancient Chinese to WordNet, NLPOE - 7th International Workshop on Natural Language Processing and Ontology Engineering, August 11-14, 2014, Wawsaw, Poland
N. Xi, X. Dai, S. Huang, and J. Chen, Discriminative Word Alignment over Multiple Word Segmentations, Chinese Journal of Electronics, 2014 Vol. 23 (CJE-2): 263-270
HUANG Shujian, DAI Xinyu, CHEN Jiajun, Hypothesis Pruning in Learning Word Alignment, Chinese Journal of Electronics, 2013 Vol. 22 (CJE-1).
Bin Li, Ning Xi, Minxuan Feng, Xiaohe Chen. Corpus Based Lexical Statistics of Pre-Qin Chinese. Lecture Notes in Computer Science Volume 7717, 2013, 145-153.(EI 检索号20130916058295).
Yang Sichun,Gao Chao,Yao Jiamin,Dai Xinyu,Chen Jiajun. Combining features via importance-inhibitory analysis,Journal of Southeast University (English Edition), 2013,29(1):22-26.
Qiang Fu, Xinyu Dai, Shujian Huang, and Jiajun Chen, Forgetting word segmentation in Chinese text classification with L1-regularized logistic regression, The 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Part II, LNAI 7819, pp. 245--255. Gold Coast, Australia, 14-17 Apr. 2013.
Ning Xi, Bin Li, Guangchao Tang, Shujian Huang, Yinggong Zhao, Hao Zhou, Xinyu Dai, Jiajun Chen,Adapting Conventional Chinese Word Segmenter for Segmenting Micro-blog Text: Combining Rule-based and Statistic-based Approaches, Proceedings of the Second CIPS-SIGHAN Joint Conference on Chinese Language Processing, pages 63–68,Tianjin, China, 20-21 DEC. 2012.
Bin Li, Haibo Kuang, Yingjie Zhang, Jiajun Chen, Xuri Tang. Using Similes to Extract Basic Sentiments across Languages. The 2012 International Conference on Web Information Systems and Mining (WISM'12), Lecture Notes in Computer Science（LNCS 7529）, Springer,2012, pp.536-547
Zhonghua Li, Jun Lang, Yun Huang, Jiajun Chen, Feature-Based ITG for Unsupervised Word Alignment, The 2012 International Conference on Network and Computational Intelligence (ICNCI 2012), Haikou, China, July 14-15, 2012.
Ning Xi, Guangchao Tang, Xinyu Dai, Shujian Huang, Jiajun Chen, Enhancing Statistical Machine Translation with Character Alignment, Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics, pages 285–290, 2012 Association for Computational Linguistics, Jeju, Korea, 8-14 July 2012.
Chunyong Luo, Yangsheng Ji, Xinyu Dai and Jiajun Chen, Active learning with transfer learning. In: Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics Student Research Workshop(ACL2012), Jeju, Korea, 2012.
Bin Li, Jiajun Chen and Yingjie Zhang. Web Based Collection and Comparison of Cognitive Properties in English and Chinese. NAACL-HLT 2012 Joint Workshop on Automatic Knowledge Base Construction and Web-scale Knowledge Extraction (AKBC-WEKEX), June 7-8, 2012, Montreal, Canada.
Guangchao Tang, Bin Li, Shuaishuai Xu, Xinyu Dai and Jiajun Chen. NJU-Parser: Achievements on Semantic Dependency Parsing. The First Joint Conference on Lexical and Computational Semantics(*SEM). June 7-8, 2012, Montreal, Canada.
Yingjie Zhang, Bin Li, Xinyu Dai and Jiajun Chen. MIXCD_System Description for Evaluating Chinese Word Similarity at SemEval-2012. The First Joint Conference on Lexical and Computational Semantics(*SEM). June 7-8, 2012, Montreal, Canada.
Bin Li, Haibo Kuang, Xiaohe Chen, Xuri Tang, Chen Chen, Construction of a Bilingual Cognitive Property Knowledgebase. International Conference on Computational Intelligence and Security (CIS), Sanya, China, 2011.12.
Bin Li, Jiajun Chen, Xiaohe Chen, Xuri Tang, Weiguang Qu, Sentiment Direction Analysis: A Framework and Resource Construction Method for Chinese Sentiment Computation. International Journal of Knowledge and Language Processing. Vol.2, No.1, 2011.
Yinggong Zhao, Yangsheng Ji, Ning Xi, Shujian Huang and Jiajun Chen, Language Model Weight Adaptation Based on Cross-entropy for Statistical Machine Translation, PACLIC 2011, 16-18 December 2011, Singapore.
Yinggong Zhao, Shujie Liu, Yangsheng Ji, Jiajun Chen and Guodong Zhou. Transductive Minimum Error Rate Training for Statistical Machine Translation. IJCNLP 2011, Chiang Mai, Thailand.
Xinyu Dai, Jinzhu Jia, Laurent El Ghaoui and Bin Yu. SBA-term: Sparse Bilingual Association for Terms. Proceedings of the 5th IEEE International Conference on Semantic Computing (ICSC 2011), Palo Alto, CA, USA, September 18-21, 2011.
Xiuyi Jia, Weiwei Li, Lin Shang, Jiajun Chen, An optimization viewpoint of decision-theoretic rough set model，RSKT2011, Banff, Canada, 2011, 457-465
Shujian Huang,Stephan Vogel,Jiajun Chen, Dealing with Spurious Ambiguity in Learning ITG-based Word Alignment,Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics:shortpapers, pages 379–383,Portland, Oregon, USA, June 19-24, 2011.
Ning Xi, Guangchao Tang, Boyuan Li, Yinggong Zhao,Word Alignment Combination over Multiple Word Segmentation,Proceedings of the ACL-HLT 2011 Student Session, pages 1–5,Portland, OR, USA 19-24 June 2011.
贾修一，商琳 陈家骏，决策风险最小化属性约简，计算机科学与探索,2011, 5(2)
Xiuyi Jia，Lin Shang, Jiajun Chen, Xinyu Dai，Incremental versus non-incremental data and algorithms based on ordering relations，International Journal of Computational Intelligence Systems, volume 4. Issue 1. 2011, pp 112-122.
Yangsheng Ji, Jiajun Chen, Gang Niu, Lin Shang, Xinyu Dai，Transfer Learning via Multi-View Principal Component Analysis，JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY(JCST),Vol.26 No.1,2011.
Li Bin, Chen Xiaohe, Tang Xuri. An Investigation of Chinese Selectional Preference Based on HowNet. IEEE:ICGEC-2010, Shenzhen, China.
Shujian Huang, Kangxi Li, Xinyu Dai and Jiajun Chen, Improving Word Alignment by Semi-Supervised Ensemble,Proceedings of the Fourteenth Conference on Computational Natural Language Learning(CoNLL-2010), 15-16 July 2010, Uppsala, Sweden.
Junsheng Zhou, Yabing Zhang, Xinyu Dai, Jiajun Chen, Chinese Event Descriptive Clause Splitting with Structured SVMs, 11th International Conference on Intelligent Text Processing and Computational Linguistics, CICLing 2010, lasi, Romania, March 2010, LNCS 6008, p175~183.
贾修一，商琳，陈家骏，三值决策理论下的属性约简，《中国人工智能进展：2009》.
Biping MENG, Shujian HUANG, Xinyu DAI, Jiajun CHEN，Segmenting Long Sentence Pairs for Statistical Machine Translation，International Conference on Asian Language Processing (IALP 2009)，Dec 7-9, 2009, Singapore.
Yabing Zhang, Junsheng Zhou, Shujian Huang, Jiajun Chen，Combining ILP and MLN for Coreference Resolution，International Conference on Asian Language Processing (IALP 2009)，Dec 7-9, 2009, Singapore.
Junsheng Zhou, Qian Xu, Jiajun Chen and Weiguang Qu,A Multi-view Approach for Relation Extraction,Proceedings of Web Information Systems and Mining, International Conference, WISM 2009, Shanghai, China, Nov. 7-8, 2009. Lecture Notes in Computer Science 5854 Springer 2009
Xiuyi Jia, Lin Shang, Jiajun Chen, Xinyu Dai. An incremental rule induction algorithm based on ordering relations, Proceedings of the Fourth International Conference on Rough Set and Knowledge Technology(RSKT2009), Australia, July 14-16,2009.
Shujian Huang, Yabing Zhang, Junsheng Zhou, Jiajun Chen, Coreference resolution using Markov Logic Networks，10th International Conference on Intelligent Text Processing and Computational Linguistics(CICLing-2009), March 1-7, 2009,Mexico City, Mexico, Advances in Computational Linguistics, Alexander Gelbukh(Ed.), Research in Computing Science, Vol. 41, Instituto Politecnico Nacional, Mexico, 2009.
Xinyu Dai, Baoming Tian, Junsheng Zhou, Jiajun Chen, Incorporating Latent Semantic Indexing into Spectral Graph Transducer for Text Classification, Proceeding of the 21st International FLAIRS Conference,15-17th May 2008 in Coconut Grove, Florida, USA
Yangsheng Ji, Lin Shang, Xinyu Dai, Ruoce Ma: Apply a Rough Set-Based Classifier to Dependency Parsing. Proceedings of the Third International Conference on Rough Set and Knowledge Technology (RSKT 2008),Chengdu, China,May 2008,LNAI 5009.
Junsheng Zhou, Xinyu Dai, Jiajun Chen, Weiguang Qu. Chinese Relation Extraction Using a New Composite Kernel, Recent Advance of Chinese Computing Technologies. COLIPS Publications, Singapore, 2007.
Zhang Liang, Zhou Lang, Chen Jia-Jun, Structure Analysis and Computation-based Chinese Question Classification, Proceedings of the 6th International Conference on Advanced Language Processing and Web Information Technology (ALPIT 2007), Luoyang, Henan, China, August 22-24, 2007.
Zhou Jun-sheng, He Liang, Dai Xin-yu and Chen Jia-jun, Chinese Named Entity Recognition with a Multi-phase Model, Proceedings of the Fifth SIGHAN Workshop on Chinese Language Processing, 22-23,July 2006, Sydney, Australia.
Zhou Jun-sheng; Dai Xin-yu; Ni Rui-yu; Chen Jia-jun, A Hybrid Approach to Chinese Word Segmentation around CRFs, Proceedings of the Fourth SIGHAN Workshop on Chinese Language Processing,Jeju Island, Korea, October 14, 2005
Hu Haiwen, Wang Qixiang, Chen Jiajun, Jiang Xing and He Yaming, The Design of Japanese-Chinese Internet Translation Browser, Proceedings of The 2nd International Conference on Multimodal Interface(ICMI'99), Jan. 5-7, 1999, Hong Kong. (国际会议)
Hu Haiwen, He Yaming, Wang Qixiang, Chen Jiajun and Yong Dianshu, The Design and Implementation of Japanese-Chinese Online Translation Browser, Proceedings of 1998 International Conference on Chinese Information Processing(ICCIP'98), Nov. 19-20, 1998, Beijing, China.(国际会议)
