TRIGO: Benchmarking Formal Mathematical Proof Reduction for Generative Language Models EMNLP

Jing Xiong | Jianhao Shen | Ye Yuan | Haiming Wang | Yichun Yin | Zhengying Liu | Lin Li | Zhijiang Guo | Qingxing Cao | Yinya Huang | Chuanyang Zheng | Xiaodan Liang | Ming Zhang | Qun Liu |

Composable Text Controls in Latent Space with ODEs EMNLP

Guangyi Liu | Zeyu Feng | Yuan Gao | Zichao Yang | Xiaodan Liang | Junwei Bao | Xiaodong He | Shuguang Cui | Zhen Li | Zhiting Hu |

DT-Solver: Automated Theorem Proving with Dynamic-Tree Sampling Guided by Proof-level Value Function ACL

Haiming Wang | Ye Yuan | Zhengying Liu | Jianhao Shen | Yichun Yin | Jing Xiong | Enze Xie | Han Shi | Yujun Li | Lin Li | Jian Yin | Zhenguo Li | Xiaodan Liang |

Visual-Language Navigation Pretraining via Prompt-based Environmental Self-exploration ACL

Xiwen Liang | Fengda Zhu | Li Lingling | Hang Xu | Xiaodan Liang |

Unbiased Math Word Problems Benchmark for Mitigating Solving Bias Findings NAACL

ZhiCheng Yang | Jinghui Qin | Jiaqi Chen | Xiaodan Liang |

Don’t Take It Literally: An Edit-Invariant Sequence Loss for Text Generation NAACL

Guangyi Liu | Zichao Yang | Tianhua Tao | Xiaodan Liang | Junwei Bao | Zhen Li | Xiaodong He | Shuguang Cui | Zhiting Hu |

MetaLogic: Logical Reasoning Explanations with Fine-Grained Structure EMNLP

Yinya Huang | Hongming Zhang | Ruixin Hong | Xiaodan Liang | Changshui Zhang | Dong Yu |

Improving Multi-turn Emotional Support Dialogue Generation with Lookahead Strategy Planning EMNLP

Yi Cheng | Wenge Liu | Wenjie Li | Jiashuo Wang | Ruihui Zhao | Bang Liu | Xiaodan Liang | Yefeng Zheng |

LogicSolver: Towards Interpretable Math Word Problem Solving with Logical Prompt-enhanced Learning F i n d i n g s - E M N L P

Zhicheng Yang | Jinghui Qin | Jiaqi Chen | Liang Lin | Xiaodan Liang |

RelCLIP: Adapting Language-Image Pretraining for Visual Relationship Detection via Relational Contrastive Learning EMNLP

Yi Zhu | Zhaoqing Zhu | Bingqian Lin | Xiaodan Liang | Feng Zhao | Jianzhuang Liu |

UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression EMNLP

Jiaqi Chen | Tong Li | Jinghui Qin | Pan Lu | Liang Lin | Chongyu Chen | Xiaodan Liang |

DAGN: Discourse-Aware Graph Network for Logical Reasoning NAACL

Yinya Huang | Meng Fang | Yu Cao | Liwei Wang | Xiaodan Liang |

Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning ACL IJCNLP

Pan Lu | Ran Gong | Shibiao Jiang | Liang Qiu | Siyuan Huang | Xiaodan Liang | Song-Chun Zhu |

Wav-BERT: Cooperative Acoustic and Linguistic Representation Learning for Low-Resource Speech Recognition EMNLP Findings

Guolin Zheng | Yubei Xiao | Ke Gong | Pan Zhou | Xiaodan Liang | Liang Lin |

Neural-Symbolic Solver for Math Word Problems with Auxiliary Tasks ACL IJCNLP

Jinghui Qin | Xiaodan Liang | Yining Hong | Jianheng Tang | Liang Lin |

GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning Findings

Jiaqi Chen | Jianheng Tang | Jinghui Qin | Xiaodan Liang | Lingbo Liu | Eric Xing | Liang Lin |

EfficientBERT: Progressively Searching Multilayer Perceptron via Warm-up Knowledge Distillation EMNLP Findings

Chenhe Dong | Guangrun Wang | Hang Xu | Jiefeng Peng | Xiaozhe Ren | Xiaodan Liang |

Towards Quantifiable Dialogue Coherence Evaluation ACL IJCNLP

Zheng Ye | Liucun Lu | Lishan Huang | Liang Lin | Xiaodan Liang |

GRADE: Automatic Graph-Enhanced Coherence Metric for Evaluating Open-Domain Dialogue Systems EMNLP

Lishan Huang | Zheng Ye | Jinghui Qin | Liang Lin | Xiaodan Liang |

Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems EMNLP

Jinghui Qin | Lihui Lin | Xiaodan Liang | Rumin Zhang | Liang Lin |

Data-to-Text Generation with Style Imitation EMNLP Findings

Shuai Lin | Wentao Wang | Zichao Yang | Xiaodan Liang | Frank F. Xu | Eric Xing | Zhiting Hu |

A Data-Centric Framework for Composable NLP Workflows EMNLP

Zhengzhong Liu | Guanxiong Ding | Avinash Bukkittu | Mansi Gupta | Pengzhi Gao | Atif Ahmed | Shikun Zhang | Xin Gao | Swapnil Singhavi | Linwei Li | Wei Wei | Zecong Hu | Haoran Shi | Xiaodan Liang | Teruko Mitamura | Eric Xing | Zhiting Hu |

Target-Guided Open-Domain Conversation ACL

Jianheng Tang | Tiancheng Zhao | Chenyan Xiong | Xiaodan Liang | Eric Xing | Zhiting Hu |

Texar: A Modularized, Versatile, and Extensible Toolkit for Text Generation ACL

Zhiting Hu | Haoran Shi | Bowen Tan | Wentao Wang | Zichao Yang | Tiancheng Zhao | Junxian He | Lianhui Qin | Di Wang | Xuezhe Ma | Zhengzhong Liu | Xiaodan Liang | Wanrong Zhu | Devendra Sachan | Eric Xing |

Texar: A Modularized, Versatile, and Extensible Toolbox for Text Generation ACL WS

Zhiting Hu | Zichao Yang | Tiancheng Zhao | Haoran Shi | Junxian He | Di Wang | Xuezhe Ma | Zhengzhong Liu | Xiaodan Liang | Lianhui Qin | Devendra Singh Chaplot | Bowen Tan | Xingjiang Yu | Eric Xing |