New boosting methods of Gaussian processes for regression. - Yangqiu Song; Changshui Zhang (IJCNN, 2005)

A Discriminative Method For Semi-Automated Tumorous Tissues Segmentation of MR Brain Images. - Yangqiu Song; Changshui Zhang; Jianguo Lee; Fei Wang 001 (CVPR Workshops, 2006)

Graph Based Multi-class Semi-supervised Learning Using Gaussian Process. - Yangqiu Song; Changshui Zhang; Jianguo Lee (SSPR/SPR, 2006)

Localized Content-Based Image Retrieval Using Semi-Supervised Multiple Instance Learning. - Dan Zhang 007; Zhenwei Shi; Yangqiu Song; Changshui Zhang (ACCV (1), 2007)

Ranking with semi-supervised distance metric learning and its application to housing potential estimation. - Yangqiu Song; Bin Zhang 013; Wen Jun Yin; Changshui Zhang; Jin Dong (CIKM, 2007)

Optimal Dimensionality Discriminant Analysis and Its Application to Image Recognition. - Feiping Nie 001; Shiming Xiang; Yangqiu Song; Changshui Zhang (CVPR, 2007)

Extracting the Optimal Dimensionality for Discriminant Analysis. - Feiping Nie 001; Shiming Xiang; Yangqiu Song; Changshui Zhang (ICASSP (2), 2007)

Semi-Supervised Music Genre Classification. - Yangqiu Song; Changshui Zhang; Shiming Xiang (ICASSP (2), 2007)

Cost-sensitive boosting algorithms as gradient descent. - Qu-Tang Cai 001; Yangqiu Song; Chang-shui Zhang (ICASSP, 2008)

Active model selection for Graph-Based Semi-Supervised Learning. - Bin Zhao 004; Fei Wang 001; Changshui Zhang; Yangqiu Song (ICASSP, 2008)

Parallel Spectral Clustering. - Yangqiu Song; WenYen Chen; Hongjie Bai; Chih-Jen Lin; Edward Y. Chang (ECML/PKDD (2), 2008)

Transferred Dimensionality Reduction. - Zheng Wang 010; Yangqiu Song; Changshui Zhang (ECML/PKDD (2), 2008)

Semi-supervised Multi-label Learning by Solving a Sylvester Equation. - Gang Chen 003; Yangqiu Song; Fei Wang 001; Changshui Zhang (SDM, 2008)

A unified framework for semi-supervised dimensionality reduction. - Yangqiu Song; Feiping Nie 001; Changshui Zhang; Shiming Xiang (Pattern Recognit., 2008)

Contour graph based human tracking and action sequence recognition. - Shiming Xiang; Feiping Nie 001; Yangqiu Song; Changshui Zhang (Pattern Recognit., 2008)

Semi-supervised sub-manifold discriminant analysis. - Yangqiu Song; Feiping Nie 001; Changshui Zhang (Pattern Recognit. Lett., 2008)

Content-Based Information Fusion for Semi-Supervised Music Genre Classification. - Yangqiu Song; Changshui Zhang (IEEE Trans. Multim., 2008)

Topic and keyword re-ranking for LDA-based topic modeling. - Yangqiu Song; Shimei Pan; Shixia Liu; Michelle X. Zhou; Weihong Qian (CIKM, 2009)

Knowledge Transfer on Hybrid Graph. - Zheng Wang 010; Yangqiu Song; Changshui Zhang (IJCAI, 2009)

On-line Evolutionary Exponential Family Mixture. - Jianwen Zhang; Yangqiu Song; Gang Chen 003; Changshui Zhang (IJCAI, 2009)

Efficient Active Learning with Boosting. - Zheng Wang 010; Yangqiu Song; Changshui Zhang (SDM, 2009)

Nonlinear dimensionality reduction with relative distance comparison. - Chunxia Zhang 001; Shiming Xiang; Feiping Nie 001; Yangqiu Song (Neurocomputing, 2009)

Embedding new data points for manifold learning via coordinate propagation. - Shiming Xiang; Feiping Nie 001; Yangqiu Song; Changshui Zhang; Chunxia Zhang 001 (Knowl. Inf. Syst., 2009)

Semi-supervised discriminative classification with application to tumorous tissues segmentation of MR brain images. - Yangqiu Song; Changshui Zhang; Jianguo Lee; Fei Wang 001; Shiming Xiang; Dan Zhang 007 (Pattern Anal. Appl., 2009)

Extracting the optimal dimensionality for local tensor discriminant analysis. - Feiping Nie 001; Shiming Xiang; Yangqiu Song; Changshui Zhang (Pattern Recognit., 2009)

Constrained Coclustering for Textual Documents. - Yangqiu Song; Shimei Pan; Shixia Liu; Furu Wei; Michelle X. Zhou; Weihong Qian (AAAI, 2010)

Homotopy Regularization for Boosting. - Zheng Wang 010; Yangqiu Song; Changshui Zhang (ICDM, 2010)

TIARA: a visual exploratory text analytic system. - Furu Wei; Shixia Liu; Yangqiu Song; Shimei Pan; Michelle X. Zhou; Weihong Qian; Lei Shi 002; Li Tan; Qiang Zhang (KDD, 2010)

Evolutionary hierarchical dirichlet processes for multiple correlated time-varying corpora. - Jianwen Zhang; Yangqiu Song; Changshui Zhang; Shixia Liu (KDD, 2010)

Boosting with pairwise constraints. - Changshui Zhang; Qutang Cai 001; Yangqiu Song (Neurocomputing, 2010)

Isanette: A Common and Common Sense Knowledge Base for Opinion Mining. - Erik Cambria; Yangqiu Song; Haixun Wang; Amir Hussain 001 (ICDM Workshops, 2011)

Tracking and Connecting Topics via Incremental Hierarchical Dirichlet Processes. - Zekai Gao; Yangqiu Song; Shixia Liu; Haixun Wang; Hao Wei; Yang Chen; Weiwei Cui 001 (ICDM, 2011)

Short Text Conceptualization Using a Probabilistic Knowledgebase. - Yangqiu Song; Haixun Wang; Zhongyuan Wang 006; Hongsong Li; Weizhu Chen (IJCAI, 2011)

Semi-supervised ranking aggregation. - Shouchun Chen; Fei Wang 001; Yangqiu Song; Changshui Zhang (Inf. Process. Manag., 2011)

Parallel Spectral Clustering in Distributed Systems. - Wen-Yen Chen; Yangqiu Song; Hongjie Bai; Chih-Jen Lin; Edward Y. Chang (IEEE Trans. Pattern Anal. Mach. Intell., 2011)

TextFlow: Towards Better Understanding of Evolving Topics in Text. - Weiwei Cui 001; Shixia Liu; Li Tan; Conglei Shi; Yangqiu Song; Zekai Gao; Huamin Qu; Xin Tong 001 (IEEE Trans. Vis. Comput. Graph., 2011)

Automatic taxonomy construction from keywords. - Xueqing Liu 001; Yangqiu Song; Shixia Liu; Haixun Wang (KDD, 2012)

ImageHive: Interactive Content-Aware Image Summarization. - Li Tan; Yangqiu Song; Shixia Liu; Lexing Xie (IEEE Computer Graphics and Applications, 2012)

TIARA: Interactive, Topic-Based Visual Text Summarization and Analysis. - Shixia Liu; Michelle X. Zhou; Shimei Pan; Yangqiu Song; Weihong Qian; Weijia Cai; Xiaoxiao Lian (ACM Trans. Intell. Syst. Technol., 2012)

Lead-lag analysis via sparse co-projection in correlated text streams. - Fangzhao Wu; Yangqiu Song; Shixia Liu; Yongfeng Huang 001; Zhenyu Liu (CIKM, 2013)

Optimizing temporal topic segmentation for intelligent text visualization. - Shimei Pan; Michelle X. Zhou; Yangqiu Song; Weihong Qian; Fei Wang 001; Shixia Liu (IUI, 2013)

Collaborative boosting for activity classification in microblogs. - Yangqiu Song; Zhengdong Lu; Cane Wing-ki Leung; Qiang Yang 001 (KDD, 2013)

Mining evolutionary multi-branch trees from text streams. - Xiting Wang; Shixia Liu; Yangqiu Song; Baining Guo (KDD, 2013)

Identifying users' topical tasks in web search. - Wen Hua; Yangqiu Song; Haixun Wang; Xiaofang Zhou 001 (WSDM, 2013)

Constrained Text Coclustering with Supervised and Unsupervised Constraints. - Yangqiu Song; Shimei Pan; Shixia Liu; Furu Wei; Michelle X. Zhou; Weihong Qian (IEEE Trans. Knowl. Data Eng., 2013)

On Dataless Hierarchical Text Classification. - Yangqiu Song; Dan Roth 001 (AAAI, 2014)

Transfer Understanding from Head Queries to Tail Queries. - Yangqiu Song; Haixun Wang; Weizhu Chen; Shusen Wang (CIKM, 2014)

Scalable heterogeneous translated hashing. - Ying Wei 001; Yangqiu Song; Yi Zhen; Bo Liu 015; Qiang Yang 001 (KDD, 2014)

Tag propagation based recommendation across diverse social media. - Deqing Yang; Yanghua Xiao; Yangqiu Song; Junjun Zhang; Kezun Zhang; Wei Wang 009 (WWW (Companion Volume), 2014)

Brief survey of crowdsourcing for data mining. - Xintong Guo; Hongzhi Wang 001; Yangqiu Song; Gao Hong (Expert Syst. Appl., 2014)

Semantic Multidimensional Scaling for Open-Domain Sentiment Analysis. - Erik Cambria; Yangqiu Song; Haixun Wang; Newton Howard (IEEE Intell. Syst., 2014)

Spectral Label Refinement for Noisy and Missing Text Labels. - Yangqiu Song; Chenguang Wang 001; Ming Zhang 004; Hailong Sun 001; Qiang Yang 001 (AAAI, 2015)

Combining Machine Learning and Crowdsourcing for Better Understanding Commodity Reviews. - Heting Wu; Hailong Sun 001; Yili Fang; Kefan Hu; Yongqing Xie; Yangqiu Song; Xudong Liu 001 (AAAI, 2015)

Microblog Sentiment Classification with Contextual Knowledge Regularization. - Fangzhao Wu; Yangqiu Song; Yongfeng Huang 001 (AAAI, 2015)

Improving a Pipeline Architecture for Shallow Discourse Parsing. - Yangqiu Song; Haoruo Peng; Parisa Kordjamshidi; Mark Sammons; Dan Roth 001 (CoNLL Shared Task, 2015)

KnowSim: A Document Similarity Measure on Structured Heterogeneous Information Networks. - Chenguang Wang 001; Yangqiu Song; Haoran Li 003; Ming Zhang 004; Jiawei Han 001 (ICDM, 2015)

Semantic-Based Recommendation Across Heterogeneous Domains. - Deqing Yang; Yanghua Xiao; Yangqiu Song; Wei Wang 009 (ICDM, 2015)

Open Domain Short Text Conceptualization: A Generative + Descriptive Modeling Approach. - Yangqiu Song; Shusen Wang; Haixun Wang (IJCAI, 2015)

Constrained Information-Theoretic Tripartite Graph Clustering to Identify Semantically Similar Relations. - Chenguang Wang 001; Yangqiu Song; Dan Roth 001; Chi Wang 001; Jiawei Han 001; Heng Ji 001; Ming Zhang 004 (IJCAI, 2015)

User-directed Non-Disruptive Topic Model Update for Effective Exploration of Dynamic Content. - Yi Yang 042; Shimei Pan; Yangqiu Song; Jie Lu 002; Mercan Topkara (IUI, 2015)

Transitive Transfer Learning. - Ben Tan; Yangqiu Song; Erheng Zhong; Qiang Yang 001 (KDD, 2015)

Incorporating World Knowledge to Document Clustering via Heterogeneous Information Networks. - Chenguang Wang 001; Yangqiu Song; Ahmed El-Kishky; Dan Roth 001; Ming Zhang 004; Jiawei Han 001 (KDD, 2015)

Unsupervised Sparse Vector Densification for Short Text Similarity. - Yangqiu Song; Dan Roth 001 (HLT-NAACL, 2015)

Illinois CCG TAC 2015 Event Nugget, Entity Discovery and Linking, and Slot Filler Validation Systems. - Mark Sammons; Haoruo Peng; Yangqiu Song; Shyam Upadhyay; Chen-Tse Tsai; Pavankumar Reddy; Subhro Roy; Dan Roth 001 (TAC, 2015)

Does Summarization Help Stock Prediction? A News Impact Analysis. - Xiaodong Li 007; Haoran Xie 001; Yangqiu Song; Shanfeng Zhu; Qing Li 001; Fu Lee Wang (IEEE Intell. Syst., 2015)

Evolutionary Bayesian Rose Trees. - Shixia Liu; Xiting Wang; Yangqiu Song; Baining Guo (IEEE Trans. Knowl. Data Eng., 2015)

Automatic Taxonomy Construction from Keywords via Scalable Bayesian Rose Trees. - Yangqiu Song; Shixia Liu; Xueqing Liu 001; Haixun Wang (IEEE Trans. Knowl. Data Eng., 2015)

Text Classification with Heterogeneous Information Network Kernels. - Chenguang Wang 001; Yangqiu Song; Haoran Li 003; Ming Zhang 004; Jiawei Han 001 (AAAI, 2016)

Instilling Social to Physical: Co-Regularized Heterogeneous Transfer Learning. - Ying Wei 001; Yin Zhu; Cane Wing-ki Leung; Yangqiu Song; Qiang Yang 001 (AAAI, 2016)

Tracking Idea Flows between Social Groups. - Yangxin Zhong; Shixia Liu; Xiting Wang; Jiannan Xiao; Yangqiu Song (AAAI, 2016)

Word Embeddings with Limited Memory. - Shaoshi Ling; Yangqiu Song; Dan Roth 001 (ACL (2), 2016)

Event Detection and Co-reference with Minimal Supervision. - Haoruo Peng; Yangqiu Song; Dan Roth 001 (EMNLP, 2016)

Incorporating External Knowledge into Crowd Intelligence for More Specific Knowledge Acquisition. - Tao Han 003; Hailong Sun 001; Yangqiu Song; Yili Fang; Xudong Liu 001 (IJCAI, 2016)

Cross-Lingual Dataless Classification for Many Languages. - Yangqiu Song; Shyam Upadhyay; Haoruo Peng; Dan Roth 001 (IJCAI, 2016)

Improving Topic Model Stability for Effective Document Exploration. - Yi Yang 042; Shimei Pan; Yangqiu Song; Jie Lu 002; Mercan Topkara (IJCAI, 2016)

RelSim: Relation Similarity Search in Schema-Rich Heterogeneous Information Networks. - Chenguang Wang 001; Yizhou Sun; Yanglei Song; Jiawei Han 001; Yangqiu Song; Lidan Wang; Ming Zhang 004 (SDM, 2016)

Cross-lingual Dataless Classification for Languages with Small Wikipedia Presence. - Yangqiu Song; Stephen Mayhew 001; Dan Roth 001 (CoRR, 2016)

Towards building a high-quality microblog-specific Chinese sentiment lexicon. - Fangzhao Wu; Yongfeng Huang 001; Yangqiu Song; Shixia Liu (Decis. Support Syst., 2016)

Structured microblog sentiment classification via social context regularization. - Fangzhao Wu; Yongfeng Huang 001; Yangqiu Song (Neurocomputing, 2016)

Microblog sentiment classification with heterogeneous sentiment knowledge. - Fangzhao Wu; Yangqiu Song; Yongfeng Huang 001; M. Rosario Suárez (Inf. Sci., 2016)

The Stability and Usability of Statistical Topic Models. - Yi Yang 042; Shimei Pan; Jie Lu 002; Mercan Topkara; Yangqiu Song (ACM Trans. Interact. Intell. Syst., 2016)

World Knowledge as Indirect Supervision for Document Clustering. - Chenguang Wang 001; Yangqiu Song; Dan Roth 001; Ming Zhang 004; Jiawei Han 001 (ACM Trans. Knowl. Discov. Data, 2016)

Heterogeneous Translated Hashing: A Scalable Solution Towards Multi-Modal Similarity Search. - Ying Wei 001; Yangqiu Song; Yi Zhen; Bo Liu 015; Qiang Yang 001 (ACM Trans. Knowl. Discov. Data, 2016)

Incrementally Learning the Hierarchical Softmax Function for Neural Language Models. - Hao Peng 001; Jianxin Li 002; Yangqiu Song; Yaopeng Liu (AAAI, 2017)

Budgeted Task Scheduling for Crowdsourced Knowledge Acquisition. - Tao Han 003; Hailong Sun 001; Yangqiu Song; Zizhe Wang; Xudong Liu 001 (CIKM, 2017)

Distant Meta-Path Similarities for Text-Based Heterogeneous Information Networks. - Chenguang Wang 001; Yangqiu Song; Haoran Li 003; Yizhou Sun; Ming Zhang 004; Jiawei Han 001 (CIKM, 2017)

Document-Level Multi-Aspect Sentiment Classification as Machine Comprehension. - Yichun Yin; Yangqiu Song; Ming Zhang 004 (EMNLP, 2017)

Joint Embeddings of Chinese Words, Characters, and Fine-grained Subcharacter Components. - Jinxing Yu; Xun Jian 001; Hao Xin; Yangqiu Song (EMNLP, 2017)

Understanding Hidden Memories of Recurrent Neural Networks. - Yao Ming; Shaozu Cao; Ruixiang Zhang; Zhen Li 044; Yuanzhe Chen; Yangqiu Song; Huamin Qu (VAST, 2017)

Semi-supervised Learning over Heterogeneous Information Networks by Ensemble of Meta-graph Guided Random Walks. - He Jiang; Yangqiu Song; Chenguang Wang 001; Ming Zhang 004; Yizhou Sun (IJCAI, 2017)

Socialized Word Embeddings. - Ziqian Zeng; Yichun Yin; Yangqiu Song; Ming Zhang 004 (IJCAI, 2017)

HinDroid: An Intelligent Android Malware Detection System Based on Structured Heterogeneous Information Network. - Shifu Hou; Yanfang Ye 001; Yangqiu Song; Melih Abdulhayoglu (KDD, 2017)

Meta-Graph Based Recommendation Fusion over Heterogeneous Information Networks. - Huan Zhao 002; Quanming Yao; Jianda Li; Yangqiu Song; Dik Lun Lee (KDD, 2017)

NNEMBs at SemEval-2017 Task 4: Neural Twitter Sentiment Classification: a Simple Ensemble Method with Different Embeddings. - Yichun Yin; Yangqiu Song; Ming Zhang 004 (SemEval@ACL, 2017)

Maximum-Likelihood Augmented Discrete Generative Adversarial Networks. - Tong Che; Yanran Li; Ruixiang Zhang; R. Devon Hjelm; Wenjie Li 002; Yangqiu Song; Yoshua Bengio (CoRR, 2017)

Subjective Knowledge Acquisition and Enrichment Powered By Crowdsourcing. - Rui Meng; Hao Xin; Lei Chen 002; Yangqiu Song (CoRR, 2017)

Machine Learning with World Knowledge: The Position and Survey. - Yangqiu Song; Dan Roth 001 (CoRR, 2017)

Adaptive Result Inference for Collecting Quantitative Data With Crowdsourcing. - Hailong Sun 001; Kefan Hu; Yili Fang; Yangqiu Song (IEEE Internet Things J., 2017)

KBQA: Learning Question Answering over QA Corpora and Knowledge Bases. - Wanyun Cui; Yanghua Xiao; Haixun Wang; Yangqiu Song; Seung-won Hwang; Wei Wang 009 (Proc. VLDB Endow., 2017)

Training and Evaluating Improved Dependency-Based Word Embeddings. - Chen Li 046; Jianxin Li 002; Yangqiu Song; Ziwei Lin (AAAI, 2018)

Ranking Users in Social Networks With Higher-Order Structures. - Huan Zhao 002; Xiaogang Xu 002; Yangqiu Song; Dik Lun Lee; Zhao Chen; Han Gao (AAAI, 2018)

Capture Commonsense Knowledge for Sentiment Analysis. - Hongming Zhang 009; Zhaoyu Liu; Yangqiu Song (BigComp, 2018)

Entity Linking within a Social Media Platform: A Case Study on Yelp. - Hongliang Dai; Yangqiu Song; Liwei Qiu; Rijia Liu (EMNLP, 2018)

A Distributed Solution for Winograd Schema Challenge. - Hongming Zhang 009; Yangqiu Song (ICMLC, 2018)

Time-evolving Text Classification with Deep Neural Networks. - Yu He; Jianxin Li 002; Yangqiu Song; Mutian He 001; Hao Peng 001 (IJCAI, 2018)

Make Evasion Harder: An Intelligent Android Malware Detection System. - Shifu Hou; Yanfang Ye 001; Yangqiu Song; Melih Abdulhayoglu (IJCAI, 2018)

Biased Random Walk based Social Regularization for Word Embeddings. - Ziqian Zeng; Xin Liu 039; Yangqiu Song (IJCAI, 2018)

Scalable Multiplex Network Embedding. - Hongming Zhang 009; Liwei Qiu; Lingling Yi; Yangqiu Song (IJCAI, 2018)

CogCompNLP: Your Swiss Army Knife for NLP. - Daniel Khashabi; Mark Sammons; Ben Zhou; Tom Redman; Christos Christodoulopoulos 001; Vivek Srikumar; Nicholas Rizzolo; Lev-Arie Ratinov; Guanheng Luo; Quang Do; Chen-Tse Tsai; Subhro Roy; et al. (LREC, 2018)

MetaGAN: An Adversarial Approach to Few-Shot Learning. - Ruixiang Zhang; Tong Che; Zoubin Ghahramani; Yoshua Bengio; Yangqiu Song (NeurIPS, 2018)

Large-Scale Hierarchical Text Classification with Recursively Regularized Deep Graph-CNN. - Hao Peng 001; Jianxin Li 002; Yu He; Yaopeng Liu; Mengjiao Bao; Lihong Wang; Yangqiu Song; Qiang Yang 001 (WWW, 2018)

Learning with Heterogeneous Side Information Fusion for Recommender Systems. - Huan Zhao 002; Quanming Yao; Yangqiu Song; James T. Kwok; Dik Lun Lee (CoRR, 2018)

Unsupervised meta-path selection for text similarity measure based on heterogeneous information networks. - Chenguang Wang 001; Yangqiu Song; Haoran Li 003; Ming Zhang 004; Jiawei Han 001 (Data Min. Knowl. Discov., 2018)

Illinois CCG LoReHLT 2016 named entity recognition and situation frame systems. - Chen-Tse Tsai; Stephen Mayhew 001; Yangqiu Song; Mark Sammons; Dan Roth 001 (Mach. Transl., 2018)

Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision. - Hongliang Dai; Yangqiu Song (ACL (1), 2019)

SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition. - Hongming Zhang 009; Hantian Ding; Yangqiu Song (ACL (1), 2019)

Knowledge-aware Pronoun Coreference Resolution. - Hongming Zhang 009; Yan Song 003; Yangqiu Song; Dong Yu 001 (ACL (1), 2019)

Hyper-Path-Based Representation Learning for Hyper-Networks. - Jie Huang 009; Xin Liu 039; Yangqiu Song (CIKM, 2019)

HeteSpaceyWalk: A Heterogeneous Spacey Random Walk for Heterogeneous Information Network Embedding. - Yu He; Yangqiu Song; Jianxin Li 002; Cheng Ji 001; Jian Peng 001; Hao Peng 001 (CIKM, 2019)

Motif Enhanced Recommendation over Heterogeneous Information Network. - Huan Zhao 002; Yingqi Zhou; Yangqiu Song; Dik Lun Lee (CIKM, 2019)

Improving Fine-grained Entity Typing with Entity Linking. - Hongliang Dai; Donghong Du; Xin Li; Yangqiu Song (EMNLP/IJCNLP (1), 2019)

Multilingual and Multi-Aspect Hate Speech Analysis. - Nedjma Ousidhoum; Zizheng Lin; Hongming Zhang 009; Yangqiu Song; Dit-Yan Yeung (EMNLP/IJCNLP (1), 2019)

What You See is What You Get: Visual Pronoun Coreference Resolution in Dialogues. - Xintong Yu; Hongming Zhang 009; Yangqiu Song; Yan Song 003; Changshui Zhang (EMNLP/IJCNLP (1), 2019)

Multiplex Word Embeddings for Selectional Preference Acquisition. - Hongming Zhang 009; Jiaxin Bai; Yan Song 003; Kun Xu 005; Changlong Yu; Yangqiu Song; Wilfred Ng; Dong Yu 001 (EMNLP/IJCNLP (1), 2019)

Fine-grained Event Categorization with Heterogeneous Graph Convolutional Networks. - Hao Peng 001; Jianxin Li 002; Qiran Gong; Yangqiu Song; Yuanxing Ning; Kunfeng Lai; Philip S. Yu (IJCAI, 2019)

Beyond Personalization: Social Content Recommendation for Creator Equality and Consumer Satisfaction. - Wenyi Xiao; Huan Zhao 002; Haojie Pan; Yangqiu Song; Vincent W. Zheng; Qiang Yang 001 (KDD, 2019)

Relation Discovery with Out-of-Relation Knowledge Base as Supervision. - Yan Liang; Xin Liu 039; Jianwen Zhang; Yangqiu Song (NAACL-HLT (1), 2019)

A Variational Approach to Weakly Supervised Document-Level Multi-Aspect Sentiment Classification. - Ziqian Zeng; Wenxuan Zhou; Xin Liu 039; Yangqiu Song (NAACL-HLT (1), 2019)

Incorporating Context and External Knowledge for Pronoun Coreference Resolution. - Hongming Zhang 009; Yan Song 003; Yangqiu Song (NAACL-HLT (1), 2019)

Efficient Path Prediction for Semi-Supervised and Weakly Supervised Hierarchical Text Classification. - Huiru Xiao; Xin Liu 039; Yangqiu Song (WWW, 2019)

Toward any-language zero-shot topic classification of textual documents. - Yangqiu Song; Shyam Upadhyay; Haoruo Peng; Stephen Mayhew 001; Dan Roth 001 (Artif. Intell., 2019)

RWNE: A Scalable Random-Walk based Network Embedding Framework with Personalized Higher-order Proximity Preserved. - Yu He; Jianxin Li 002; Yangqiu Song; Xinmiao Zhang 004; Fanzhang Peng; Hao Peng 001 (CoRR, 2019)

Neural Subgraph Isomorphism Counting. - Xin Liu 039; Haojie Pan; Mutian He 001; Yangqiu Song; Xin Jiang 002 (CoRR, 2019)

WinoWhy: A Deep Diagnosis of Essential Commonsense Knowledge for Answering Winograd Schema Challenge. - Hongming Zhang 009; Xinran Zhao; Yangqiu Song (ACL, 2020)

Exploiting Semantic Relations for Fine-grained Entity Typing. - Hongliang Dai; Yangqiu Song; Xin Li (AKBC, 2020)

Enriching Large-Scale Eventuality Knowledge Graph with Entailment Relations. - Changlong Yu; Hongming Zhang 009; Yangqiu Song; Wilfred Ng; Lifeng Shang (AKBC, 2020)

Peer-inspired Student Performance Prediction in Interactive Online Question Pools with Graph Neural Network. - Haotian Li 001; Huan Wei; Yong Wang 021; Yangqiu Song; Huamin Qu (CIKM, 2020)

Comparative Evaluation of Label-Agnostic Selection Bias in Multilingual Hate Speech Datasets. - Nedjma Ousidhoum; Yangqiu Song; Dit-Yan Yeung (EMNLP (1), 2020)

When Hearst Is not Enough: Improving Hypernymy Detection from Corpus with Distributional Models. - Changlong Yu; Jialong Han; Peifeng Wang; Yangqiu Song; Hongming Zhang 009; Wilfred Ng; Shuming Shi 001 (EMNLP (1), 2020)

Analogous Process Structure Induction for Sub-event Sequence Prediction. - Hongming Zhang 009; Muhao Chen 001; Haoyu Wang 005; Yangqiu Song; Dan Roth 001 (EMNLP (1), 2020)

On the Importance of Word and Sentence Representation Learning in Implicit Discourse Relation Classification. - Xin Liu 039; Jiefu Ou; Yangqiu Song; Xin Jiang 002 (IJCAI, 2020)

TransOMCS: From Linguistic Graphs to Commonsense Knowledge. - Hongming Zhang 009; Daniel Khashabi; Yangqiu Song; Dan Roth 001 (IJCAI, 2020)

Neural Subgraph Isomorphism Counting. - Xin Liu 039; Haojie Pan; Mutian He 001; Yangqiu Song; Xin Jiang 002; Lifeng Shang (KDD, 2020)

Recent Advances on Graph Analytics and Its Applications in Healthcare. - Fei Wang 001; Peng Cui 001; Jian Pei 001; Yangqiu Song; Chengxi Zang (KDD, 2020)

Two Sides of the Same Coin: White-box and Black-box Attacks for Transfer Learning. - Yinghua Zhang; Yangqiu Song; Jian Liang 002; Kun Bai; Qiang Yang 001 (KDD, 2020)

A Chinese Corpus for Fine-grained Entity Typing. - Chin Lee; Hongliang Dai; Yangqiu Song; Xin Li (LREC, 2020)

Vertex-reinforced Random Walk for Network Embedding. - Wenyi Xiao; Huan Zhao 002; Vincent W. Zheng; Yangqiu Song (SDM, 2020)

Fisher Deep Domain Adaptation. - Yinghua Zhang; Yu Zhang 006; Ying Wei 001; Kun Bai; Yangqiu Song; Qiang Yang 001 (SDM, 2020)

ASER: A Large-scale Eventuality Knowledge Graph. - Hongming Zhang 009; Xin Liu 039; Haojie Pan; Yangqiu Song; Cane Wing-Ki Leung (WWW, 2020)

On the Role of Conceptualization in Commonsense Knowledge Graph Construction. - Mutian He 001; Yangqiu Song; Kun Xu 005; Dong Yu 001 (CoRR, 2020)

SocialTrans: A Deep Sequential Model with Social Information for Web-Scale Recommendation Systems. - Qiaoan Chen; Hao Gu; Lingling Yi; Yishi Lin; Peng He; Chuan Chen; Yangqiu Song (CoRR, 2020)

A Variational Approach to Unsupervised Sentiment Analysis. - Ziqian Zeng; Wenxuan Zhou; Xin Liu 039; Zizheng Lin; Yangqiu Song; Michael David Kuo; Wan Hang Keith Chiu (CoRR, 2020)

A Brief Survey and Comparative Study of Recent Development of Pronoun Coreference Resolution. - Hongming Zhang 009; Xinran Zhao; Yangqiu Song (CoRR, 2020)

Learning Contextual Causality from Time-consecutive Images. - Hongming Zhang 009; Yintong Huo; Xinran Zhao; Yangqiu Song; Dan Roth 001 (CoRR, 2020)

CoCoLM: COmplex COmmonsense Enhanced Language Model. - Changlong Yu; Hongming Zhang 009; Yangqiu Song; Wilfred Ng (CoRR, 2020)

Event detection and evolution in multi-lingual social streams. - Yaopeng Liu; Hao Peng 001; Jianxin Li 002; Yangqiu Song; Xiong Li (Frontiers Comput. Sci., 2020)

Special Issue on Data-Driven Personality Modeling for Intelligent Human-Computer Interaction. - Shimei Pan; Oliver Brdiczka; Andrea Kleinsmith; Yangqiu Song (ACM Trans. Interact. Intell. Syst., 2020)

Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model. - Hongliang Dai; Yangqiu Song; Haixun Wang (ACL/IJCNLP (1), 2021)

Exploring Discourse Structures for Argument Impact Classification. - Xin Liu 039; Jiefu Ou; Yangqiu Song; Xin Jiang 002 (ACL/IJCNLP (1), 2021)

Probing Toxic Content in Large Pre-Trained Language Models. - Nedjma Ousidhoum; Xinran Zhao; Tianqing Fang; Yangqiu Song; Dit-Yan Yeung (ACL/IJCNLP (1), 2021)

Do Boat and Ocean Suggest Beach? Dialogue Summarization with External Knowledge. - Tianqing Fang; Haojie Pan; Hongming Zhang 009; Yangqiu Song; Kun Xu 005; Dong Yu 001 (AKBC, 2021)

Manifold Alignment across Geometric Spaces for Knowledge Base Representation Learning. - Huiru Xiao; Yangqiu Song (AKBC, 2021)

Multi-Relational Graph based Heterogeneous Multi-Task Learning in Community Question Answering. - Zizheng Lin; Haowen Ke; Ngo-Yin Wong; Jiaxin Bai; Yangqiu Song; Huan Zhao 002; Junpeng Ye (CIKM, 2021)

Differentially Private Federated Knowledge Graphs Embedding. - Hao Peng 001; Haoran Li 003; Yangqiu Song; Vincent W. Zheng; Jianxin Li 002 (CIKM, 2021)

Neural PathSim for Inductive Similarity Search in Heterogeneous Information Networks. - Wenyi Xiao; Huan Zhao 002; Vincent W. Zheng; Yangqiu Song (CIKM, 2021)

Learning Contextual Causality Between Daily Events From Time-Consecutive Images. - Hongming Zhang 009; Yintong Huo; Xinran Zhao; Yangqiu Song; Dan Roth 001 (CVPR Workshops, 2021)

Joint Coreference Resolution and Character Linking for Multiparty Conversation. - Jiaxin Bai; Hongming Zhang 009; Yangqiu Song; Kun Xu 005 (EACL, 2021)

Variational Weakly Supervised Sentiment Analysis with Posterior Regularization. - Ziqian Zeng; Yangqiu Song (EACL, 2021)

Benchmarking Commonsense Knowledge Base Population with an Effective Evaluation Dataset. - Tianqing Fang; Weiqi Wang 001; Sehyun Choi; Shibo Hao; Hongming Zhang 009; Yangqiu Song; Bin He (EMNLP (1), 2021)

Exophoric Pronoun Resolution in Dialogues with Topic Regularization. - Xintong Yu; Hongming Zhang 009; Yangqiu Song; Changshui Zhang; Kun Xu 005; Dong Yu 001 (EMNLP (1), 2021)

Fair Representation Learning for Heterogeneous Information Networks. - Ziqian Zeng; Rashidul Islam; Kamrun Naher Keya; James R. Foulds; Yangqiu Song; Shimei Pan (ICWSM, 2021)

Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs. - Zihao Wang 001; Hang Yin 008; Yangqiu Song (NeurIPS Datasets and Benchmarks, 2021)

Semantic-Specific Hierarchical Alignment Network for Heterogeneous Graph Adaptation. - Yuanxin Zhuang; Chuan Shi 001; Cheng Yang 002; Fuzhen Zhuang; Yangqiu Song (ECML/PKDD (2), 2021)

DISCOS: Bridging the Gap between Discourse Knowledge and Commonsense Knowledge. - Tianqing Fang; Hongming Zhang 009; Weiqi Wang 001; Yangqiu Song; Bin He (WWW, 2021)

BiGCN: A Bi-directional Low-Pass Filtering Graph Neural Network. - Zhixian Chen; Tengfei Ma 001; Zhihua Jin; Yangqiu Song; Yang Wang 020 (CoRR, 2021)

Wasserstein diffusion on graphs with missing attributes. - Zhixian Chen; Tengfei Ma 001; Yangqiu Song; Yang Wang 020 (CoRR, 2021)

Unit Ball Model for Hierarchical Embeddings in Complex Hyperbolic Space. - Huiru Xiao; Caigao Jiang; Yangqiu Song; James Zhang; Junwu Xiong (CoRR, 2021)

Federated Knowledge Graphs Embedding. - Hao Peng 001; Haoran Li 003; Yangqiu Song; Vincent W. Zheng; Jianxin Li 002 (CoRR, 2021)

Social explorative attention based recommendation for content distribution platforms. - Wenyi Xiao; Huan Zhao 002; Haojie Pan; Yangqiu Song; Vincent W. Zheng; Qiang Yang 001 (Data Min. Knowl. Discov., 2021)

Find truth in the hands of the few: acquiring specific knowledge with crowdsourcing. - Tao Han 003; Hailong Sun 001; Yangqiu Song; Yili Fang; Xudong Liu 001 (Frontiers Comput. Sci., 2021)

RWNE: A Scalable Random-Walk based Network Embedding Framework with Personalized Higher-order Proximity Preserved. - Jianxin Li 002; Cheng Ji 001; Hao Peng 001; Yu He; Yangqiu Song; Xinmiao Zhang 004; Fanzhang Peng (J. Artif. Intell. Res., 2021)

Streaming Social Event Detection and Evolution Discovery in Heterogeneous Information Networks. - Hao Peng 001; Jianxin Li 002; Yangqiu Song; Renyu Yang; Rajiv Ranjan 001; Philip S. Yu; Lifang He 001 (ACM Trans. Knowl. Discov. Data, 2021)

Side Information Fusion for Recommender Systems over Heterogeneous Information Network. - Huan Zhao 002; Quanming Yao; Yangqiu Song; James T. Kwok; Dik Lun Lee (ACM Trans. Knowl. Discov. Data, 2021)

Ranking Users in Social Networks with Motif-Based PageRank. - Huan Zhao 002; Xiaogang Xu 002; Yangqiu Song; Dik Lun Lee; Zhao Chen; Han Gao (IEEE Trans. Knowl. Data Eng., 2021)

Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching. - Xin Liu 039; Yangqiu Song (AAAI, 2022)

Rare and Zero-shot Word Sense Disambiguation using Z-Reweighting. - Ying Su; Hongming Zhang 009; Yangqiu Song; Tong Zhang 001 (ACL (1), 2022)

CoCoLM: Complex Commonsense Enhanced Language Model with Discourse Relations. - Changlong Yu; Hongming Zhang 009; Yangqiu Song; Wilfred Ng (ACL (Findings), 2022)

Cross-domain Cross-architecture Black-box Attacks on Fine-tuned Models with Transferred Evolutionary Strategies. - Yinghua Zhang; Yangqiu Song; Kun Bai; Qiang Yang 001 (CIKM, 2022)

Multilingual Word Sense Disambiguation with Unified Sense Representation. - Ying Su; Hongming Zhang 009; Yangqiu Song; Tong Zhang 001 (COLING, 2022)

PseudoReasoner: Leveraging Pseudo Labels for Commonsense Knowledge Base Population. - Tianqing Fang; Quyet V. Do; Hongming Zhang 009; Yangqiu Song; Ginny Y. Wong; Simon See (EMNLP (Findings), 2022)

MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge Representation. - Ying Su; Zihao Wang 001; Tianqing Fang; Hongming Zhang 009; Yangqiu Song; Tong Zhang 001 (EMNLP (Findings), 2022)

SubeventWriter: Iterative Sub-event Sequence Generation with Coherence Controller. - Zhaowei Wang 003; Hongming Zhang 009; Tianqing Fang; Yangqiu Song; Ginny Y. Wong; Simon See (EMNLP, 2022)

Complex Hyperbolic Knowledge Graph Embeddings with Fast Fourier Transform. - Huiru Xiao; Xin Liu 039; Yangqiu Song; Ginny Y. Wong; Simon See (EMNLP, 2022)

An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks. - Changlong Yu; Tianyi Xiao; Lingpeng Kong; Yangqiu Song; Wilfred Ng (EMNLP, 2022)

Boosting Graph Structure Learning with Dummy Nodes. - Xin Liu 039; Jiayang Cheng; Yangqiu Song; Xin Jiang 002 (ICML, 2022)

PCR4ALL: A Comprehensive Evaluation Benchmark for Pronoun Coreference Resolution in English. - Xinran Zhao; Hongming Zhang 009; Yangqiu Song (LREC, 2022)

You Don't Know My Favorite Color: Preventing Dialogue Representations from Revealing Speakers' Private Personas. - Haoran Li 003; Yangqiu Song; Lixin Fan (NAACL-HLT, 2022)

Query2Particles: Knowledge Graph Reasoning with Particle Embeddings. - Jiaxin Bai; Zihao Wang 001; Hongming Zhang 009; Yangqiu Song (NAACL-HLT (Findings), 2022)

Weakly Supervised Text Classification using Supervision Signals from a Language Model. - Ziqian Zeng; Weimin Ni; Tianqing Fang; Xiang Li; Xinran Zhao; Yangqiu Song (NAACL-HLT (Findings), 2022)

ASER: Towards large-scale commonsense knowledge acquisition via higher-order selectional preference over eventualities. - Hongming Zhang 009; Xin Liu 039; Haojie Pan; Haowen Ke; Jiefu Ou; Tianqing Fang; Yangqiu Song (Artif. Intell., 2022)

Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization. - Mutian He 001; Tianqing Fang; Weiqi Wang 001; Yangqiu Song (CoRR, 2022)

Kuaipedia: a Large-scale Multi-modal Short-video Encyclopedia. - Haojie Pan; Yuzhou Zhang; Zepeng Zhai; Ruiji Fu; Ming Liu 004; Yangqiu Song; Zhongyuan Wang 006; Bing Qin 001 (CoRR, 2022)

BEKG: A Built Environment Knowledge Graph. - Xiaojun Yang; Haoyu Zhong; Penglin Du; Keyi Zhou; Xingjin Lai; Zhengdong Wang; Yik Lun Lau; Yangqiu Song; Liyaning Tang (CoRR, 2022)

FolkScope: Intention Knowledge Graph Construction for Discovering E-commerce Commonsense. - Changlong Yu; Weiqi Wang 001; Xin Liu 039; Jiaxin Bai; Yangqiu Song; Zheng Li 018; Yifan Gao 001; Tianyu Cao 001; Bing Yin (CoRR, 2022)

Logical Queries on Knowledge Graphs: Emerging Interface of Incomplete Relational Data. - Zihao Wang 001; Hang Yin 008; Yangqiu Song (IEEE Data Eng. Bull., 2022)

Letter from the Special Issue Editor. - Yangqiu Song (IEEE Data Eng. Bull., 2022)

VD-PCR: Improving visual dialog with pronoun coreference resolution. - Xintong Yu; Hongming Zhang 009; Ruixin Hong; Yangqiu Song; Changshui Zhang (Pattern Recognit., 2022)

Introduction to the Special Issue on the Federated Learning: Algorithms, Systems, and Applications: Part 1. - Qiang Yang 001; Yongxin Tong; Yang Liu 165; Yangqiu Song; Hao Peng 001; Boi Faltings (ACM Trans. Intell. Syst. Technol., 2022)

Preface to Federated Learning: Algorithms, Systems, and Applications: Part 2. - Qiang Yang 001; Yongxin Tong; Yang Liu 165; Yangqiu Song; Hao Peng 001; Boi Faltings (ACM Trans. Intell. Syst. Technol., 2022)

KG4Vis: A Knowledge Graph-Based Approach for Visualization Recommendation. - Haotian Li 001; Yong Wang 021; Songheng Zhang; Yangqiu Song; Huamin Qu (IEEE Trans. Vis. Comput. Graph., 2022)

COLA: Contextualized Commonsense Causal Reasoning from the Causal Inference Perspective. - Zhaowei Wang 003; Quyet V. Do; Hongming Zhang 009; Jiayao Zhang 001; Weiqi Wang 001; Tianqing Fang; Yangqiu Song; Ginny Y. Wong; Simon See (ACL (1), 2023)

Sentence Embedding Leaks More Information than You Expect: Generative Embedding Inversion Attack to Recover the Whole Sentence. - Haoran Li 003; Mingshi Xu; Yangqiu Song (ACL (Findings), 2023)

DiscoPrompt: Path Prediction Prompt Tuning for Implicit Discourse Relation Recognition. - Chunkit Chan; Xin Liu 039; Jiayang Cheng; Zihan Li; Yangqiu Song; Ginny Y. Wong; Simon See (ACL (Findings), 2023)

CAT: A Contextualized Conceptualization and Instantiation Framework for Commonsense Reasoning. - Weiqi Wang 001; Tianqing Fang; Baixuan Xu; Chun Yi Louis Bo; Yangqiu Song; Lei Chen 002 (ACL (1), 2023)

Wasserstein-Fisher-Rao Embedding: Logical Query Embeddings with Local Comparison and Global Transport. - Zihao Wang 001; Weizhi Fei; Hang Yin 008; Yangqiu Song; Ginny Y. Wong; Simon See (ACL (Findings), 2023)

FolkScope: Intention Knowledge Graph Construction for E-commerce Commonsense Discovery. - Changlong Yu; Weiqi Wang 001; Xin Liu 039; Jiaxin Bai; Yangqiu Song; Zheng Li 018; Yifan Gao 001; Tianyu Cao 001; Bing Yin (ACL (Findings), 2023)

TILFA: A Unified Framework for Text, Image, and Layout Fusion in Argument Mining. - Qing Zong; Zhaowei Wang 003; Baixuan Xu; Tianshi Zheng; Haochen Shi; Weiqi Wang 001; Yangqiu Song; Ginny Y. Wong; Simon See (ArgMining@EMNLP, 2023)

Independent Distribution Regularization for Private Graph Embedding. - Qi Hu; Yangqiu Song (CIKM, 2023)

Global Constraints with Prompting for Zero-Shot Event Argument Classification. - Zizheng Lin; Hongming Zhang 009; Yangqiu Song (EACL (Findings), 2023)

CIKQA: Learning Commonsense Inference with a Unified Knowledge-in-the-loop QA Paradigm. - Hongming Zhang 009; Yintong Huo; Yanai Elazar; Yangqiu Song; Yoav Goldberg; Dan Roth 001 (EACL (Findings), 2023)

StoryAnalogy: Deriving Story-level Analogies from Large Language Models to Unlock Analogical Understanding. - Cheng Jiayang; Lin Qiu; Tsz Ho Chan; Tianqing Fang; Weiqi Wang 001; Chunkit Chan; Dongyu Ru; Qipeng Guo; Hongming Zhang 009; Yangqiu Song; Yue Zhang 004; Zheng Zhang 001 (EMNLP, 2023)

KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection. - Sehyun Choi; Tianqing Fang; Zhaowei Wang 003; Yangqiu Song (EMNLP, 2023)

Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection. - Zheye Deng; Weiqi Wang 001; Zhaowei Wang 003; Xin Liu 039; Yangqiu Song (EMNLP (Findings), 2023)

Multi-step Jailbreaking Privacy Attacks on ChatGPT. - Haoran Li 003; Dadi Guo; Wei Fan 001; Mingshi Xu; Jie Huang 009; Fanpu Meng; Yangqiu Song (EMNLP (Findings), 2023)

LATENTLOGIC: Learning Logic Rules in Latent Space over Knowledge Graphs. - Junnan Liu; Qianren Mao; Chenghua Lin; Yangqiu Song; Jianxin Li 002 (EMNLP (Findings), 2023)

QADYNAMICS: Training Dynamics-Driven Synthetic QA Diagnostic for Zero-Shot Commonsense Question Answering. - Haochen Shi; Weiqi Wang 001; Tianqing Fang; Baixuan Xu; Wenxuan Ding 001; Xin Liu 039; Yangqiu Song (EMNLP (Findings), 2023)

CAR: Conceptualization-Augmented Reasoner for Zero-Shot Commonsense Question Answering. - Weiqi Wang 001; Tianqing Fang; Wenxuan Ding 001; Baixuan Xu; Xin Liu 039; Yangqiu Song; Antoine Bosselut (EMNLP (Findings), 2023)

Logical Message Passing Networks with One-hop Inference on Atomic Formulas. - Zihao Wang 001; Yangqiu Song; Ginny Y. Wong; Simon See (ICLR, 2023)

Self-Consistent Narrative Prompts on Abductive Natural Language Inference. - Chunkit Chan; Xin Liu 039; Tsz Ho Chan; Jiayang Cheng; Yangqiu Song; Ginny Y. Wong; Simon See (IJCNLP (1), 2023)

Knowledge Graph Reasoning over Entities and Numerical Values. - Jiaxin Bai; Chen Luo 003; Zheng Li 018; Qingyu Yin; Bing Yin; Yangqiu Song (KDD, 2023)

Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints. - Jiaxin Bai; Xin Liu 039; Weiqi Wang 001; Chen Luo 003; Yangqiu Song (NeurIPS, 2023)

Open Visual Knowledge Extraction via Relation-Oriented Multimodality Model Prompting. - Hejie Cui; Xinyu Fang; Zihan Zhang; Ran Xu 002; Xuan Kan; Xin Liu 039; Yue Yu 001; Manling Li; Yangqiu Song; Carl Yang 001 (NeurIPS, 2023)

Enhancing User Intent Capture in Session-Based Recommendation with Attribute Patterns. - Xin Liu 039; Zheng Li 018; Yifan Gao 001; Jingfeng Yang 001; Tianyu Cao 001; Zhengyang Wang; Bing Yin; Yangqiu Song (NeurIPS, 2023)

KnowComp at SemEval-2023 Task 7: Fine-tuning Pre-trained Language Models for Clinical Trial Entailment Identification. - Weiqi Wang 001; Baixuan Xu; Tianqing Fang; Lirong Zhang; Yangqiu Song (SemEval@ACL, 2023)

Implicit Query Parsing at Amazon Product Search. - Chen Luo 003; Rahul Goutam; Haiyang Zhang; Chao Zhang 014; Yangqiu Song; Bing Yin (SIGIR, 2023)

KnowComp Submission for WMT23 Word-Level AutoCompletion Task. - Yi Wu; Haochen Shi; Weiqi Wang 001; Yangqiu Song (WMT, 2023)

KnowComp Submission for WMT23 Sign Language Translation Task. - Baixuan Xu; Haochen Shi; Tianshi Zheng; Qing Zong; Weiqi Wang 001; Zhaowei Wang 003; Yangqiu Song (WMT, 2023)

Multi-step Jailbreaking Privacy Attacks on ChatGPT. - Haoran Li 003; Dadi Guo; Wei Fan 001; Mingshi Xu; Yangqiu Song (CoRR, 2023)

On Existential First Order Queries Inference on Knowledge Graphs. - Hang Yin 008; Zihao Wang 001; Yangqiu Song (CoRR, 2023)

CKBP v2: An Expert-Annotated Evaluation Set for Commonsense Knowledge Base Population. - Tianqing Fang; Quyet V. Do; Sehyun Choi; Weiqi Wang 001; Yangqiu Song (CoRR, 2023)

ChatGPT Evaluation on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations. - Chunkit Chan; Jiayang Cheng; Weiqi Wang 001; Yuxin Jiang; Tianqing Fang; Xin Liu 039; Yangqiu Song (CoRR, 2023)

CCGen: Explainable Complementary Concept Generation in E-Commerce. - Jie Huang 009; Yifan Gao 001; Zheng Li 018; Jingfeng Yang 001; Yangqiu Song; Chao Zhang 014; Zining Zhu 001; Haoming Jiang; Kevin Chen-Chuan Chang; Bing Yin (CoRR, 2023)

EFOk-CQA: Towards Knowledge Graph Complex Query Answering beyond Set Operation. - Hang Yin 008; Zihao Wang 001; Weizhi Fei; Yangqiu Song (CoRR, 2023)

Privacy in Large Language Models: Attacks, Defenses and Future Directions. - Haoran Li 003; Yulin Chen; Jinglong Luo; Yan Kang 001; Xiaojin Zhang 002; Qi Hu; Chunkit Chan; Yangqiu Song (CoRR, 2023)

Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations. - Nuo Chen 001; Zinan Zheng; Ning Wu; Linjun Shou; Ming Gong 001; Yangqiu Song; Dongmei Zhang 001; Jia Li 009 (CoRR, 2023)

P-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models. - Haoran Li 003; Dadi Guo; Donghao Li; Wei Fan 001; Qi Hu; Xin Liu 039; Chunkit Chan; Duanyi Yao; Yangqiu Song (CoRR, 2023)

On the Discussion of Large Language Models: Symmetry of Agents and Interplay with Prompts. - Qineng Wang; Zihao Wang 001; Ying Su; Yangqiu Song (CoRR, 2023)

Privacy-Preserving Neural Graph Databases. - Qi Hu; Haoran Li 003; Jiaxin Bai; Yangqiu Song (CoRR, 2023)

Abductive Logical Reasoning on Knowledge Graphs. - Jiaxin Bai; Yicheng Wang; Tianshi Zheng; Yue Guo; Xin Liu 039; Yangqiu Song (CoRR, 2023)

Sequential Query Encoding for Complex Query Answering on Knowledge Graphs. - Jiaxin Bai; Tianshi Zheng; Yangqiu Song (Trans. Mach. Learn. Res., 2023)

Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models. - Aarohi Srivastava; Abhinav Rastogi; Abhishek Rao; Abu Awal Md Shoeb; Abubakar Abid; Adam Fisch; Adam R. Brown; Adam Santoro; Aditya Gupta; Adrià Garriga-Alonso; Agnieszka Kluska; Aitor Lewkowycz; et al. (Trans. Mach. Learn. Res., 2023)

CANDLE: Iterative Conceptualization and Instantiation Distillation from Large Language Models for Commonsense Reasoning. - Weiqi Wang 001; Tianqing Fang; Chunyang Li; Haochen Shi; Wenxuan Ding 001; Baixuan Xu; Zhaowei Wang 003; Jiaxin Bai; Xin Liu 039; Cheng Jiayang; Chunkit Chan; Yangqiu Song (ACL (1), 2024)

PrivLM-Bench: A Multi-level Privacy Evaluation Benchmark for Language Models. - Haoran Li 003; Dadi Guo; Donghao Li; Wei Fan 001; Qi Hu; Xin Liu 039; Chunkit Chan; Duanyi Yao; Yuan Yao 001; Yangqiu Song (ACL (1), 2024)

Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation. - Jiaxin Bai; Yicheng Wang; Tianshi Zheng; Yue Guo; Xin Liu 039; Yangqiu Song (ACL (1), 2024)

Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs. - Tianqing Fang; Zeming Chen 001; Yangqiu Song; Antoine Bosselut (ACL (1), 2024)

AbsInstruct: Eliciting Abstraction Ability from LLMs through Explanation Tuning with Plausibility Estimation. - Zhaowei Wang 003; Wei Fan 001; Qing Zong; Hongming Zhang 009; Sehyun Choi; Tianqing Fang; Xin Liu 039; Yangqiu Song; Ginny Y. Wong; Simon See (ACL (1), 2024)

Rethinking the Bounds of LLM Reasoning: Are Multi-Agent Discussions the Key? - Qineng Wang; Zihao Wang 001; Ying Su; Hanghang Tong; Yangqiu Song (ACL (1), 2024)

EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge Graphs. - Cheng Jiayang; Lin Qiu; Chunkit Chan; Xin Liu 039; Yangqiu Song; Zheng Zhang 001 (LREC/COLING, 2024)

Chain-of-Choice Hierarchical Policy Learning for Conversational Recommendation. - Wei Fan 001; Weijia Zhang; Weiqi Wang 001; Yangqiu Song; Hao Liu (DASFAA (5), 2024)

Exploring the Potential of ChatGPT on Sentence Level Relations: A Focus on Temporal, Causal, and Discourse Relations. - Chunkit Chan; Cheng Jiayang; Weiqi Wang 001; Yuxin Jiang; Tianqing Fang; Xin Liu 039; Yangqiu Song (EACL (Findings), 2024)

ConstraintChecker: A Plugin for Large Language Models to Reason on Commonsense Knowledge Bases. - Quyet V. Do; Tianqing Fang; Shizhe Diao; Zhaowei Wang 003; Yangqiu Song (EACL (1), 2024)

On-the-fly Denoising for Data Augmentation in Natural Language Understanding. - Tianqing Fang; Wenxuan Zhou; Fangyu Liu 001; Hongming Zhang 009; Yangqiu Song; Muhao Chen 001 (EACL (Findings), 2024)

Audience Persona Knowledge-Aligned Prompt Tuning Method for Online Debate. - Chunkit Chan; Jiayang Cheng; Xin Liu 039; Yauwai Yim; Yuxin Jiang; Zheye Deng; Haoran Li 003; Yangqiu Song; Ginny Y. Wong; Simon See (ECAI, 2024)

IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerce. - Wenxuan Ding 001; Weiqi Wang 001; Sze Heng Douglas Kwok; Minghao Liu; Tianqing Fang; Jiaxin Bai; Xin Liu 039; Changlong Yu; Zheng Li 018; Chen Luo 003; Qingyu Yin; Bing Yin; et al. (EMNLP (Findings), 2024)

NegotiationToM: A Benchmark for Stress-testing Machine Theory of Mind on Negotiation Surrounding. - Chunkit Chan; Cheng Jiayang; Yauwai Yim; Zheye Deng; Wei Fan 001; Haoran Li 003; Xin Liu 039; Hongming Zhang 009; Weiqi Wang 001; Yangqiu Song (EMNLP (Findings), 2024)

Text-Tuple-Table: Towards Information Integration in Text-to-Table Generation via Global Tuple Extraction. - Zheye Deng; Chunkit Chan; Weiqi Wang 001; Yuxi Sun 010; Wei Fan 001; Tianshi Zheng; Yauwai Yim; Yangqiu Song (EMNLP, 2024)

GoldCoin: Grounding Large Language Models in Privacy Laws via Contextual Integrity Theory. - Wei Fan 001; Haoran Li 003; Zheye Deng; Weiqi Wang 001; Yangqiu Song (EMNLP, 2024)

ECON: On the Detection and Resolution of Evidence Conflicts. - Cheng Jiayang; Chunkit Chan; Qianqian Zhuang; Lin Qiu; Tianhang Zhang; Tengxiao Liu; Yangqiu Song; Yue Zhang 004; Pengfei Liu 003; Zheng Zhang 001 (EMNLP, 2024)

ActPlan-1K: Benchmarking the Procedural Planning Ability of Visual Language Models in Household Activities. - Ying Su; Zhan Ling; Haochen Shi; Cheng Jiayang; Yauwai Yim; Yangqiu Song (EMNLP, 2024)

MIND: Multimodal Shopping Intention Distillation from Large Vision-language Models for E-commerce Purchase Understanding. - Baixuan Xu; Weiqi Wang 001; Haochen Shi; Wenxuan Ding 001; Huihao Jing; Tianqing Fang; Jiaxin Bai; Xin Liu 039; Changlong Yu; Zheng Li 018; Chen Luo 003; Qingyu Yin; et al. (EMNLP, 2024)

Generate-on-Graph: Treat LLM as both Agent and KG for Incomplete Knowledge Graph Question Answering. - Yao Xu; Shizhu He; Jiabei Chen; Zihao Wang 001; Yangqiu Song; Hanghang Tong; Guang Liu; Jun Zhao 001; Kang Liu 001 (EMNLP, 2024)

Rethinking Complex Queries on Knowledge Graphs with Neural Link Predictors. - Hang Yin 008; Zihao Wang 001; Yangqiu Song (ICLR, 2024)

Understanding Inter-Session Intentions via Complex Logical Reasoning. - Jiaxin Bai; Chen Luo 003; Zheng Li 018; Qingyu Yin; Yangqiu Song (KDD, 2024)

Privacy-Preserved Neural Graph Databases. - Qi Hu; Haoran Li 003; Jiaxin Bai; Zihao Wang 001; Yangqiu Song (KDD, 2024)

Miko: Multimodal Intention Knowledge Distillation from Large Language Models for Social-Media Commonsense Discovery. - Feihong Lu; Weiqi Wang 001; Yangyifei Luo; Ziqin Zhu; Qingyun Sun; Baixuan Xu; Haochen Shi; Shiqi Gao; Qian Li 033; Yangqiu Song; Jianxin Li 002 (ACM Multimedia, 2024)

UrbanCross: Enhancing Satellite Image-Text Retrieval with Cross-Domain Adaptation. - Siru Zhong; Xixuan Hao; Yibo Yan; Ying Zhang 047; Yangqiu Song; Yuxuan Liang (ACM Multimedia, 2024)

Getting Sick After Seeing a Doctor? Diagnosing and Mitigating Knowledge Conflicts in Event Temporal Reasoning. - Tianqing Fang; Zhaowei Wang 003; Wenxuan Zhou; Hongming Zhang 009; Yangqiu Song; Muhao Chen 001 (NAACL-HLT (Findings), 2024)

AbsPyramid: Benchmarking the Abstraction Ability of Language Models with a Unified Entailment Graph. - Zhaowei Wang 003; Haochen Shi; Weiqi Wang 001; Tianqing Fang; Hongming Zhang 009; Sehyun Choi; Xin Liu 039; Yangqiu Song (NAACL-HLT (Findings), 2024)

Constrained Reasoning Chains for Enhancing Theory-of-Mind in Large Language Models. - Zizheng Lin; Chunkit Chan; Yangqiu Song; Xin Liu 039 (PRICAI (2), 2024)

KnowComp at SemEval-2024 Task 9: Conceptualization-Augmented Prompting with Large Language Models for Lateral Reasoning. - Weiqi Wang 001; Baixuan Xu; Haochen Shi; Jiaxin Bai; Qi Hu; Yangqiu Song (SemEval@NAACL, 2024)

COSMO: A Large-Scale E-commerce Common Sense Knowledge Generation and Serving System at Amazon. - Changlong Yu; Xin Liu 039; Jefferson Maia; Yang Li 055; Tianyu Cao 001; Yifan Gao 001; Yangqiu Song; Rahul Goutam; Haiyang Zhang; Bing Yin; Zheng Li 018 (SIGMOD Conference Companion, 2024)

PipeNet: Question Answering with Semantic Pruning over Knowledge Graphs. - Ying Su; Jipeng Zhang; Yangqiu Song; Tong Zhang 001 (*SEM@NAACL, 2024)

Evaluating and Enhancing LLMs Agent Based on Theory of Mind in Guandan: A Multi-Player Cooperative Game Under Imperfect Information. - Yauwai Yim; Chunkit Chan; Tianyu Shi; Zheye Deng; Wei Fan 001; Tianshi Zheng; Yangqiu Song (WI/IAT, 2024)

User Consented Federated Recommender System Against Personalized Attribute Inference Attack. - Qi Hu; Yangqiu Song (WSDM, 2024)

New Frontiers of Knowledge Graph Reasoning: Recent Advances and Future Trends. - Lihui Liu; Zihao Wang 001; Jiaxin Bai; Yangqiu Song; Hanghang Tong (WWW (Companion Volume), 2024)

Acquiring and modeling abstract commonsense knowledge via conceptualization. - Mutian He 001; Tianqing Fang; Weiqi Wang 001; Yangqiu Song (Artif. Intell., 2024)

EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion. - Ying Su; Tianqing Fang; Huiru Xiao; Weiqi Wang 001; Yangqiu Song; Tong Zhang 001; Lei Chen 002 (CoRR, 2024)

FedCQA: Answering Complex Queries on Multi-Source Knowledge Graphs via Federated Learning. - Qi Hu; Weifeng Jiang; Haoran Li 003; Zihao Wang 001; Jiaxin Bai; Qianren Mao; Yangqiu Song; Lixin Fan; Jianxin Li 002 (CoRR, 2024)

Soft Reasoning on Uncertain Knowledge Graphs. - Weizhi Fei; Zihao Wang 001; Hang Yin 008; Yang Duan; Hanghang Tong; Yangqiu Song (CoRR, 2024)

Meta Operator for Complex Query Answering on Knowledge Graphs. - Hang Yin 008; Zihao Wang 001; Yangqiu Song (CoRR, 2024)

Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge Graphs. - Lihui Liu; Zihao Wang 001; Ruizhong Qiu; Yikun Ban; Eunice Chan; Yangqiu Song; Jingrui He; Hanghang Tong (CoRR, 2024)

Generate-on-Graph: Treat LLM as both Agent and KG in Incomplete Knowledge Graph Question Answering. - Yao Xu; Shizhu He; Jiabei Chen; Zihao Wang 001; Yangqiu Song; Hanghang Tong; Kang Liu 001; Jun Zhao 001 (CoRR, 2024)

Towards Subgraph Isomorphism Counting with Graph Kernels. - Xin Liu 039; Weiqi Wang 001; Jiaxin Bai; Yangqiu Song (CoRR, 2024)

Backdoor Removal for Generative Large Language Models. - Haoran Li 003; Yulin Chen; Zihao Zheng; Qi Hu; Chunkit Chan; Heshan Liu; Yangqiu Song (CoRR, 2024)

Federated Domain-Specific Knowledge Transfer on Large Language Models Using Synthetic Data. - Haoran Li 003; Xinyuan Zhao; Dadi Guo; Hanlin Gu; Ziqian Zeng; Yuxing Han 001; Yangqiu Song; Lixin Fan; Qiang Yang 001 (CoRR, 2024)

IntentionQA: A Benchmark for Evaluating Purchase Intention Comprehension Abilities of Language Models in E-commerce. - Wenxuan Ding 001; Weiqi Wang 001; Sze Heng Douglas Kwok; Minghao Liu; Tianqing Fang; Jiaxin Bai; Junxian He; Yangqiu Song (CoRR, 2024)

On the Role of Entity and Event Level Conceptualization in Generalizable Reasoning: A Survey of Tasks, Methods, Applications, and Future Directions. - Weiqi Wang 001; Tianqing Fang; Haochen Shi; Baixuan Xu; Wenxuan Ding 001; Liyu Zhang 005; Wei Fan 001; Jiaxin Bai; Haoran Li 003; Xin Liu 039; Yangqiu Song (CoRR, 2024)

KNOWCOMP POKEMON Team at DialAM-2024: A Two-Stage Pipeline for Detecting Relations in Dialogical Argument Mining. - Zihao Zheng; Zhaowei Wang 003; Qing Zong; Yangqiu Song (CoRR, 2024)

CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge. - Tianshi Zheng; Jiaxin Bai; Yicheng Wang; Tianqing Fang; Yue Guo; Yauwai Yim; Yangqiu Song (CoRR, 2024)

Node Level Graph Autoencoder: Unified Pretraining for Textual Graph Learning. - Wenbin Hu; Huihao Jing; Qi Hu; Haoran Li 003; Yangqiu Song (CoRR, 2024)

BaThe: Defense against the Jailbreak Attack in Multimodal Large Language Models by Treating Harmful Instruction as Backdoor Trigger. - Yulin Chen; Haoran Li 003; Zihao Zheng; Yangqiu Song (CoRR, 2024)

CodeGraph: Enhancing Graph Reasoning of LLMs with Code. - Qiaolong Cai; Zhaowei Wang 003; Shizhe Diao; James Kwok; Yangqiu Song (CoRR, 2024)

DivScene: Benchmarking LVLMs for Object Navigation with Diverse Scenes and Objects. - Zhaowei Wang 003; Hongming Zhang 009; Tianqing Fang; Ye Tian; Yue Yang; Kaixin Ma; Xiaoman Pan; Yangqiu Song; Dong Yu 001 (CoRR, 2024)

Persona Knowledge-Aligned Prompt Tuning Method for Online Debate. - Chunkit Chan; Cheng Jiayang; Xin Liu 039; Yauwai Yim; Yuxin Jiang; Zheye Deng; Haoran Li 003; Yangqiu Song; Ginny Y. Wong; Simon See (CoRR, 2024)

EcomEdit: An Automated E-commerce Knowledge Editing Framework for Enhanced Product and Purchase Intention Understanding. - Ching Ming Samuel Lau; Weiqi Wang 001; Haochen Shi; Baixuan Xu; Jiaxin Bai; Yangqiu Song (CoRR, 2024)

What Really is Commonsense Knowledge? - Quyet V. Do; Junze Li; Tung-Duong Vuong; Zhaowei Wang 003; Yangqiu Song; Xiaojuan Ma (CoRR, 2024)

Revolve: Optimizing AI Systems by Tracking Response Evolution in Textual Optimization. - Peiyan Zhang; Haibo Jin; Leyang Hu; Xinnuo Li; Liying Kang; Man Luo; Yangqiu Song; Haohan Wang (CoRR, 2024)

Assessing the Robustness of Retrieval-Augmented Generation Systems in K-12 Educational Question Answering with Knowledge Discrepancies. - Tianshi Zheng; Weihan Li; Jiaxin Bai; Weiqi Wang 001; Yangqiu Song (CoRR, 2024)

ConceptEdit: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning. - Liyu Zhang 005; Weiqi Wang 001; Tianqing Fang; Yangqiu Song (CoRR, 2024)

Intention Knowledge Graph Construction for User Intention Relation Modeling. - Jiaxin Bai; Zhaobo Wang; Junfei Cheng; Dan Yu; Zerui Huang; Weiqi Wang 001; Xin Liu 039; Chen Luo 003; Qi He 002; Yanming Zhu; Bo Li 005; Yangqiu Song (CoRR, 2024)

Editorial for Special Issue on Commonsense Knowledge and Reasoning: Representation, Acquisition and Applications. - Kang Liu 001; Yangqiu Song; Jeff Z. Pan (Mach. Intell. Res., 2024)

Simulate and Eliminate: Revoke Backdoors for Generative Large Language Models. - Haoran Li 003; Yulin Chen; Zihao Zheng; Qi Hu; Chunkit Chan; Heshan Liu; Yangqiu Song (AAAI, 2025)

MARS: Benchmarking the Metaphysical Reasoning Abilities of Language Models with a Multi-task Evaluation Dataset. - Weiqi Wang 001; Yangqiu Song (ACL (1), 2025)

PrivaCI-Bench: Evaluating Privacy with Contextual Integrity and Legal Compliance. - Haoran Li 003; Wenbin Hu; Huihao Jing; Yulin Chen; Qi Hu; Sirui Han; Tianshu Chu; Peizhao Hu; Yangqiu Song (ACL (1), 2025)

ConKE: Conceptualization-Augmented Knowledge Editing in Large Language Models for Commonsense Reasoning. - Liyu Zhang 005; Weiqi Wang 001; Tianqing Fang; Yangqiu Song (ACL (Findings), 2025)

Defense Against Prompt Injection Attack by Leveraging Attack Techniques. - Yulin Chen; Haoran Li 003; Zihao Zheng; Dekai Wu; Yangqiu Song; Bryan Hooi (ACL (1), 2025)

Can Indirect Prompt Injection Attacks Be Detected and Removed? - Yulin Chen; Haoran Li 003; Yuan Sui; Yufei He; Yue Liu 008; Yangqiu Song; Bryan Hooi (ACL (1), 2025)

Extending Complex Logical Queries on Uncertain Knowledge Graphs. - Weizhi Fei; Zihao Wang 001; Hang Yin 008; Yang Duan; Yangqiu Song (ACL (1), 2025)

Patterns Over Principles: The Fragility of Inductive Reasoning in LLMs under Noisy Observations. - Chunyang Li; Weiqi Wang 001; Tianshi Zheng; Yangqiu Song (ACL (Findings), 2025)

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association. - Weiqi Wang; Limeng Cui; Xin Liu; Sreyashi Nag; Wenju Xu; Chen Luo 003; Sheikh Muhammad Sarwar; Yang Li; Hansu Gu; Hui Liu; Changlong Yu; Jiaxin Bai; et al. (ACL (1), 2025)

Enhancing Transformers for Generalizable First-Order Logical Entailment. - Tianshi Zheng; Jiazheng Wang; Zihao Wang 001; Jiaxin Bai; Hang Yin 008; Zheye Deng; Yangqiu Song; Jianxin Li 002 (ACL (1), 2025)

ComparisonQA: Evaluating Factuality Robustness of LLMs Through Knowledge Frequency Control and Uncertainty. - Qing Zong; Zhaowei Wang 003; Tianshi Zheng; Xiyu Ren; Yangqiu Song (ACL (Findings), 2025)

Proceedings of Bridging Neurons and Symbols for Natural Language Processing and Knowledge Graphs Reasoning @ COLING 2025. - Kang Liu 001; Yangqiu Song; Zhen Han; Rafet Sifa; Shizhu He; Yunfei Long (COLING Workshops, 2025)

Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks. - Peng Xie; Yequan Bie; Jianda Mao; Yangqiu Song; Yang Wang 020; Hao Chen; Kani Chen (CVPR, 2025)

Concept-Reversed Winograd Schema Challenge: Evaluating and Improving Robust Reasoning in Large Language Models via Abstraction. - Kaiqiao Han; Tianqing Fang; Zhaowei Wang 003; Yangqiu Song; Mark Steedman (NAACL (Short Papers), 2025)

Privacy Checklist: Privacy Violation Detection Grounding on Contextual Integrity Theory. - Haoran Li 003; Wei Fan 001; Yulin Chen; Cheng Jiayang; Tianshu Chu; Xuebing Zhou; Peizhao Hu; Yangqiu Song (NAACL (Long Papers), 2025)

Top Ten Challenges Towards Agentic Neural Graph Databases. - Jiaxin Bai; Zihao Wang 001; Yukun Zhou; Hang Yin 008; Weizhi Fei; Qi Hu; Zheye Deng; Jiayang Cheng; Tianshi Zheng; Hong Ting Tsang; Yisen Gao; Zhongwei Xie; et al. (IEEE Data Eng. Bull., 2025)

Learning Federated Neural Graph Databases for Answering Complex Queries from Distributed Knowledge Graphs. - Qi Hu; Weifeng Jiang; Haoran Li 003; Zihao Wang 001; Jiaxin Bai; Qianren Mao; Yangqiu Song; Lixin Fan; Jianxin Li 002 (Trans. Mach. Learn. Res., 2025)

Meta-path based proximity learning in heterogeneous information networks. - Wenyi Xiao; Huan Zhao 002; Vincent W. Zheng; Yangqiu Song (Data Min. Knowl. Discov., 2025)

Bridging the Gap Between LLMs and Human Intentions: Progresses and Challenges in Instruction Understanding, Intention Reasoning, and Reliable Generation. - Zongyu Chang; Feihong Lu; Ziqin Zhu; Qian Li 033; Cheng Ji 001; Zhuo Chen 007; Yang Liu 165; Ruifeng Xu 001; Yangqiu Song; Shangguang Wang; Jianxin Li 002 (CoRR, 2025)

LogiDynamics: Unraveling the Dynamics of Logical Inference in Large Language Model Reasoning. - Tianshi Zheng; Jiayang Cheng; Chunyang Li; Haochen Shi; Zihao Wang 001; Jiaxin Bai; Yangqiu Song; Ginny Y. Wong; Simon See (CoRR, 2025)

The Curse of CoT: On the Limitations of Chain-of-Thought in In-Context Learning. - Tianshi Zheng; Yixiang Chen; Chengxi Li 021; Chunyang Li; Qing Zong; Haochen Shi; Baixuan Xu; Yangqiu Song; Ginny Y. Wong; Simon See (CoRR, 2025)

Can LLMs Generate Tabular Summaries of Science Papers? Rethinking the Evaluation Protocol. - Weiqi Wang 001; Jiefu Ou; Yangqiu Song; Benjamin Van Durme; Daniel Khashabi (CoRR, 2025)

Transformers for Complex Query Answering over Knowledge Hypergraphs. - Hong Ting Tsang; Zihao Wang 001; Yangqiu Song (CoRR, 2025)

Privacy-Preserving Federated Embedding Learning for Localized Retrieval-Augmented Generation. - Qianren Mao; Qili Zhang; Hanwen Hao; Zhentao Han; Runhua Xu; Weifeng Jiang; Qi Hu; Zhijun Chen; Tyler Zhou; Bo Li 005; Yangqiu Song; Jin Dong; et al. (CoRR, 2025)

Robustness via Referencing: Defending against Prompt Injection Attacks by Referencing the Executed Instruction. - Yulin Chen; Haoran Li 003; Yuan Sui; Yue Liu 008; Yufei He; Yangqiu Song; Bryan Hooi (CoRR, 2025)

Ustnlp16 at SemEval-2025 Task 9: Improving Model Performance through Imbalance Handling and Focal Loss. - Zhuoang Cai; Zhenghao Li; Yang Liu 165; Liyuan Guo; Yangqiu Song (CoRR, 2025)

Towards Multi-Agent Reasoning Systems for Collaborative Expertise Delegation: An Exploratory Design Study. - Baixuan Xu; Chunyang Li; Weiqi Wang 001; Wei Fan 001; Tianshi Zheng; Haochen Shi; Tao Fan 002; Yangqiu Song; Qiang Yang 001 (CoRR, 2025)

Efficient and Scalable Neural Symbolic Search for Knowledge Graph Complex Query Answering. - Weizhi Fei; Zihao Wang 001; Hang Yin 008; Shukai Zhao; Wei Zhang; Yangqiu Song (CoRR, 2025)

MMLongBench: Benchmarking Long-Context Vision-Language Models Effectively and Thoroughly. - Zhaowei Wang 003; Wenhao Yu 002; Xiyu Ren; Jipeng Zhang; Yu Zhao 043; Rohit Saxena; Liang Cheng; Ginny Y. Wong; Simon See; Pasquale Minervini; Yangqiu Song; Mark Steedman (CoRR, 2025)

From Automation to Autonomy: A Survey on Large Language Models in Scientific Discovery. - Tianshi Zheng; Zheye Deng; Hong Ting Tsang; Weiqi Wang 001; Jiaxin Bai; Zihao Wang 001; Yangqiu Song (CoRR, 2025)

Legal Rule Induction: Towards Generalizable Principle Discovery from Analogous Judicial Precedents. - Wei Fan 001; Tianshi Zheng; Yiran Hu; Zheye Deng; Weiqi Wang 001; Baixuan Xu; Chunyang Li; Haoran Li 003; Weixing Shen; Yangqiu Song (CoRR, 2025)

Context Reasoner: Incentivizing Reasoning Capability for Contextualized Privacy and Safety Compliance via Reinforcement Learning. - Wenbin Hu; Haoran Li 003; Huihao Jing; Qi Hu; Ziqian Zeng; Sirui Han; Heli Xu; Tianshu Chu; Peizhao Hu; Yangqiu Song (CoRR, 2025)

MCIP: Protecting MCP Safety via Model Contextual Integrity Protocol. - Huihao Jing; Haoran Li 003; Wenbin Hu; Qi Hu; Heli Xu; Tianshu Chu; Peizhao Hu; Yangqiu Song (CoRR, 2025)

EcomScriptBench: A Multi-task Benchmark for E-commerce Script Planning via Step-wise Intention-Driven Product Association. - Weiqi Wang 001; Limeng Cui; Xin Liu; Sreyashi Nag; Wenju Xu; Chen Luo 003; Sheikh Muhammad Sarwar; Yang Li; Hansu Gu; Hui Liu; Changlong Yu; Jiaxin Bai; et al. (CoRR, 2025)

INFERENCEDYNAMICS: Efficient Routing Across LLMs through Structured Capability and Knowledge Profiling. - Haochen Shi; Tianshi Zheng; Weiqi Wang 001; Baixuan Xu; Chunyang Li; Chunkit Chan; Tao Fan 002; Yangqiu Song; Qiang Yang 001 (CoRR, 2025)

Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs. - Yisen Gao; Jiaxin Bai; Tianshi Zheng; Qingyun Sun; Ziwei Zhang 001; Jianxin Li 002; Yangqiu Song; Xingcheng Fu (CoRR, 2025)

AutoSchemaKG: Autonomous Knowledge Graph Construction through Dynamic Schema Induction from Web-Scale Corpora. - Jiaxin Bai; Wei Fan 001; Qi Hu; Qing Zong; Chunyang Li; Hong Ting Tsang; Hongyu Luo; Yauwai Yim; Haoyu Huang; Xiaofang Zhou 001; Feng Qin; Tianshi Zheng; et al. (CoRR, 2025)

Revisiting Epistemic Markers in Confidence Estimation: Can Markers Accurately Reflect Large Language Models' Uncertainty? - Jiayu Liu; Qing Zong; Weiqi Wang 001; Yangqiu Song (CoRR, 2025)

SwitchLingua: The First Large-Scale Multilingual and Multi-Ethnic Code-Switching Dataset. - Peng Xie; Xingyuan Liu; Tsz Wai Chan; Yequan Bie; Yangqiu Song; Yang Wang 020; Hao Chen; Kani Chen (CoRR, 2025)

XToM: Exploring the Multilingual Theory of Mind for Large Language Models. - Chunkit Chan; Yauwai Yim; Hongchuan Zeng; Zhiying Zou; Xinyuan Cheng; Zhifan Sun; Zheye Deng; Kawai Chung; Yuzhuo Ao; Yixiang Fan; Cheng Jiayang; Ercong Nie; et al. (CoRR, 2025)

From Web Search towards Agentic Deep Research: Incentivizing Search with Reasoning Agents. - Weizhi Zhang 001; Yangning Li; Yuanchen Bei; Junyu Luo 002; Guancheng Wan; Liangwei Yang; Chenxuan Xie; Yuyao Yang; Wei-Chieh Huang; Chunyu Miao; Henry Peng Zou; Xiao Luo 001; et al. (CoRR, 2025)

Towards Agentic RAG with Deep Reasoning: A Survey of RAG-Reasoning Systems in LLMs. - Yangning Li; Weizhi Zhang; Yuyao Yang; Wei-Chieh Huang; Yaozu Wu; Junyu Luo 002; Yuanchen Bei; Henry Peng Zou; Xiao Luo 001; Yusheng Zhao; Chunkit Chan; Yankai Chen 005; et al. (CoRR, 2025)

TopicAttack: An Indirect Prompt Injection Attack via Topic Transition. - Yulin Chen; Haoran Li 003; Yuexin Li; Yue Liu 008; Yangqiu Song; Bryan Hooi (CoRR, 2025)

SessionIntentBench: A Multi-task Inter-session Intention-shift Modeling Benchmark for E-commerce Customer Behavior Understanding. - Yuqi Yang; Weiqi Wang 001; Baixuan Xu; Wei Fan 001; Qing Zong; Chunkit Chan; Zheye Deng; Xin Liu 039; Yifan Gao 001; Changlong Yu; Chen Luo 003; Yang Li 055; et al. (CoRR, 2025)

Prospect Theory Fails for LLMs: Revealing Instability of Decision-Making under Epistemic Uncertainty. - Rui Wang; Qihan Lin; Jiayu Liu; Qing Zong; Tianshi Zheng; Weiqi Wang 001; Yangqiu Song (CoRR, 2025)

Structuring the Unstructured: A Systematic Review of Text-to-Structure Generation for Agentic AI with a Universal Evaluation Framework. - Zheye Deng; Chunkit Chan; Tianshi Zheng; Wei Fan 001; Weiqi Wang 001; Yangqiu Song (CoRR, 2025)

Wasserstein Graph Neural Networks for Graphs With Missing Attributes. - Zhixian Chen; Tengfei Ma 001; Yangqiu Song; Yang Wang 020 (IEEE Trans. Pattern Anal. Mach. Intell., 2025)