QueryForm: A Simple Zero-shot Form Entity Query Framework F i n d i n g s - A C L

Zifeng Wang | Zizhao Zhang | Jacob Devlin | Chen-Yu Lee | Guolong Su | Hao Zhang | Jennifer Dy | Vincent Perot | Tomas Pfister |

Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes F i n d i n g s - A C L

Cheng-Yu Hsieh | Chun-Liang Li | Chih-kuan Yeh | Hootan Nakhost | Yasuhisa Fujii | Alex Ratner | Ranjay Krishna | Chen-Yu Lee | Tomas Pfister |

SQLPrompt: In-Context Text-to-SQL with Minimal Labeled Data F i n d i n g s - E M N L P

Ruoxi Sun | Sercan Arik | Rajarishi Sinha | Hootan Nakhost | Hanjun Dai | Pengcheng Yin | Tomas Pfister |

Better Zero-Shot Reasoning with Self-Adaptive Prompting F i n d i n g s - A C L

Xingchen Wan | Ruoxi Sun | Hanjun Dai | Sercan Arik | Tomas Pfister |

Universal Self-Adaptive Prompting EMNLP

Xingchen Wan | Ruoxi Sun | Hootan Nakhost | Hanjun Dai | Julian Eisenschlos | Sercan Arik | Tomas Pfister |

Adaptation with Self-Evaluation to Improve Selective Prediction in LLMs F i n d i n g s - E M N L P

Jiefeng Chen | Jinsung Yoon | Sayna Ebrahimi | Sercan Arik | Tomas Pfister | Somesh Jha |

FormNetV2: Multimodal Graph Contrastive Learning for Form Document Information Extraction ACL

Chen-Yu Lee | Chun-Liang Li | Hao Zhang | Timothy Dozat | Vincent Perot | Guolong Su | Xiang Zhang | Kihyuk Sohn | Nikolay Glushnev | Renshen Wang | Joshua Ainslie | Shangbang Long | Siyang Qin | Yasuhisa Fujii | Nan Hua | Tomas Pfister |

FormNet: Structural Encoding beyond Sequential Modeling in Form Document Information Extraction ACL

Chen-Yu Lee | Chun-Liang Li | Timothy Dozat | Vincent Perot | Guolong Su | Nan Hua | Joshua Ainslie | Renshen Wang | Yasuhisa Fujii | Tomas Pfister |

ROPE: Reading Order Equivariant Positional Encoding for Graph-based Document Information Extraction ACL IJCNLP

Chen-Yu Lee | Chun-Liang Li | Chu Wang | Renshen Wang | Yasuhisa Fujii | Siyang Qin | Ashok Popat | Tomas Pfister |