Inference Helps PLMs’ Conceptual Understanding: Improving the Abstract Inference Ability with Hierarchical Conceptual Entailment Graphs EMNLP

Juncai Li | Ru Li | Xiaoli Li | Qinghua Chai | Jeff Z. Pan |

AppBench: Planning of Multiple APIs from Various APPs for Complex User Instruction EMNLP

Hongru Wang | Rui Wang | Boyang Xue | Heming Xia | Jingtao Cao | Zeming Liu | Jeff Z. Pan | Kam-Fai Wong |

Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs F i n d i n g s - E M N L P

Junjie Wang | Mingyang Chen | Binbin Hu | Dan Yang | Ziqi Liu | Yue Shen | Peng Wei | Zhiqiang Zhang | Jinjie Gu | Jun Zhou | Jeff Z. Pan | Wen Zhang | Huajun Chen |

CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering EMNLP

Yike Wu | Yi Huang | Nan Hu | Yuncheng Hua | Guilin Qi | Jiaoyan Chen | Jeff Z. Pan |

A Usage-centric Take on Intent Understanding in E-Commerce EMNLP

Wendi Zhou | Tianyi Li | Pavlos Vougiouklis | Mark Steedman | Jeff Z. Pan |

Improving Retrieval-augmented Text-to-SQL with AST-based Ranking and Schema Pruning EMNLP

Zhili Shen | Pavlos Vougiouklis | Chenxin Diao | Kaustubh Vyas | Yuanyi Ji | Jeff Z. Pan |

Less is More: Making Smaller Language Models Competent Subgraph Retrievers for Multi-hop KGQA F i n d i n g s - E M N L P

Wenyu Huang | Guancheng Zhou | Hongru Wang | Pavlos Vougiouklis | Mirella Lapata | Jeff Z. Pan |