Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases

16 November 2020

Papers citing "Beyond I.I.D.: Three Levels of Generalization for Question Answering on Knowledge Bases"

41 / 41 papers shown

Title
From Voice to Safety: Language AI Powered Pilot-ATC Communication Understanding for Airport Surface Movement Collision Risk Assessment Yutian Pang Andrew Paul Kendall Alex Porcayo Mariah Barsotti Anahita Jain John-Paul Clarke 51 0 0 06 Mar 2025
Learning to Retrieve and Reason on Knowledge Graph through Active Self-Reflection Han Zhang Langshi Zhou Hanfang Yang LRM RALM ReLM KELM 167 1 0 24 Feb 2025
Evolution and The Knightian Blindspot of Machine Learning Joel Lehman Elliot Meyerson Tarek El-Gaaly Kenneth O. Stanley Tarin Ziyaee 86 1 0 22 Jan 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 70 7 0 21 Jan 2025
LLM-based Discriminative Reasoning for Knowledge Graph Question Answering Mufan Xu K. Chen Xuefeng Bai Muyun Yang T. Zhao Min Zhang 80 1 0 17 Dec 2024
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning Amy Xin Jinxin Liu Zijun Yao Zhicheng Li S. Cao Lei Hou Juanzi Li LRM 89 1 0 25 Nov 2024
Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning Xingyu Tan Xiaoyang Wang Qing Liu Xiwei Xu Xin Yuan Wenjie Zhang LRM 78 4 0 18 Oct 2024
CoTKR: Chain-of-Thought Enhanced Knowledge Rewriting for Complex Knowledge Graph Question Answering Yike Wu Yi Huang Nan Hu Yuncheng Hua Guilin Qi Jiaoyan Chen Jeff Z. Pan 41 6 0 29 Sep 2024
EWEK-QA: Enhanced Web and Efficient Knowledge Graph Retrieval for Citation-based Question Answering Systems Mohammad Dehghan Mohammad Ali Alomrani Sunyam Bagga David Alfonso-Hermelo Khalil Bibi ... Jimmy Lin Boxing Chen Prasanna Parthasarathi Mahdi Biparva Mehdi Rezagholizadeh RALM 58 5 0 14 Jun 2024
Compositional Generalization with Grounded Language Models Sondre Wold Étienne Simon Lucas Georges Gabriel Charpentier Egor V. Kostylev Erik Velldal Lilja Øvrelid KELM 31 0 0 07 Jun 2024
Multi-hop Question Answering over Knowledge Graphs using Large Language Models Abir Chakraborty KELM RALM 46 3 0 30 Apr 2024
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering Armin Toroghi Willis Guo Mohammad Mahdi Torabi pour Scott Sanner LRM 31 8 0 03 Mar 2024
StructLM: Towards Building Generalist Models for Structured Knowledge Grounding Alex Zhuang Ge Zhang Tianyu Zheng Xinrun Du Junjie Wang Weiming Ren Stephen W. Huang Jie Fu Xiang Yue Wenhu Chen LMTD 49 14 0 26 Feb 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models Guanming Xiong Junwei Bao Wen Zhao KELM 61 8 0 23 Feb 2024
How Proficient Are Large Language Models in Formal Languages? An In-Depth Insight for Knowledge Base Question Answering Jinxi Liu S. Cao Jiaxin Shi Tingjian Zhang Lunyiu Nie Linmei Hu Lei Hou Juanzi Li ELM 30 3 0 11 Jan 2024
Bring Your Own KG: Self-Supervised Program Synthesis for Zero-Shot KGQA Dhruv Agarwal Rajarshi Das Sopan Khosla Rashmi Gangadharaiah OffRL 18 7 0 14 Nov 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Yifan Zhu Luu Anh Tuan RALM 34 38 0 13 Oct 2023
Data Distribution Bottlenecks in Grounding Language Models to Knowledge Bases Yiheng Shu Zhiwei Yu 27 3 0 15 Sep 2023
DialogStudio: Towards Richest and Most Diverse Unified Dataset Collection for Conversational AI Jianguo Zhang Kun Qian Zhiwei Liu Shelby Heinecke Rui Meng Ye Liu Zhou Yu Huan Wang Silvio Savarese Caiming Xiong 36 22 0 19 Jul 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Yangqiu Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 37 2 0 23 May 2023
Learning to Generalize for Cross-domain QA Yingjie Niu Linyi Yang Ruihai Dong Yue Zhang 21 6 0 14 May 2023
Learning to Simulate Natural Language Feedback for Interactive Semantic Parsing Hao Yan Saurabh Srivastava Yintao Tai Sida I. Wang Wen-tau Yih Ziyu Yao 32 17 0 14 May 2023
Pay More Attention to Relation Exploration for Knowledge Base Question Answering Yong Cao Yuetian Luo Xudong Li Wen Dai Shuai Chen Anru R. Zhang Min Chen Daniel Hershcovich 20 7 0 03 May 2023
DBLP-QuAD: A Question Answering Dataset over the DBLP Scholarly Knowledge Graph Debayan Banerjee Sushil Awale Ricardo Usbeck Christian Biemann 26 10 0 23 Mar 2023
FiTs: Fine-grained Two-stage Training for Knowledge-aware Question Answering Qichen Ye Bowen Cao Nuo Chen Weiyuan Xu Yuexian Zou 26 16 0 23 Feb 2023
Conversational Text-to-SQL: An Odyssey into State-of-the-Art and Challenges Ahead S. Parthasarathi Lu Zeng Dilek Z. Hakkani-Tür 44 2 0 21 Feb 2023
Semantic Operator Prediction and Applications Farshad Noravesh VLM 20 1 0 01 Jan 2023
Don't Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments Yu Gu Xiang Deng Yu-Chuan Su LLMAG 42 52 0 19 Dec 2022
Uni-Parser: Unified Semantic Parser for Question Answering on Knowledge Base and Database Ye Liu Semih Yavuz Rui Meng Dragomir R. Radev Caiming Xiong Yingbo Zhou 28 29 0 09 Nov 2022
TIARA: Multi-grained Retrieval for Robust Question Answering over Large Knowledge Bases Yiheng Shu Zhiwei Yu Yuhan Li Börje F. Karlsson Tingting Ma Yuzhong Qu Chin-Yew Lin 35 68 0 24 Oct 2022
MuGER $^2$ : Multi-Granularity Evidence Retrieval and Reasoning for Hybrid Question Answering Yingyao Wang Junwei Bao Chaoqun Duan Youzheng Wu Xiaodong He T. Zhao 27 14 0 19 Oct 2022
Knowledge Base Question Answering: A Semantic Parsing Perspective Yu Gu Vardaan Pahuja Gong Cheng Yu-Chuan Su 34 29 0 12 Sep 2022
Knowledge Graph Question Answering Datasets and Their Generalizability: Are They Enough for Future Research? Longquan Jiang Ricardo Usbeck 13 17 0 13 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 37 5 0 07 Apr 2022
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Tianbao Xie Chen Henry Wu Peng Shi Ruiqi Zhong Torsten Scholak ... Lingpeng Kong Rui Zhang Noah A. Smith Luke Zettlemoyer Tao Yu LMTD 28 297 0 16 Jan 2022
OpenQA: Hybrid QA System Relying on Structured Knowledge Base as well as Non-structured Data Gaochen Wu Bin Xu Yuxin Qin Yang Liu Lingyu Liu Ziwei Wang 19 0 0 31 Dec 2021
Improving Embedded Knowledge Graph Multi-hop Question Answering by introducing Relational Chain Reasoning Weiqiang Jin Biao Zhao Hang Yu Xi Tao Ruiping Yin Guizhong Liu 27 59 0 25 Oct 2021
RnG-KBQA: Generation Augmented Iterative Ranking for Knowledge Base Question Answering Xi Ye Semih Yavuz Kazuma Hashimoto Yingbo Zhou Caiming Xiong 146 138 0 17 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization I. Oren Jonathan Herzig Jonathan Berant 30 31 0 06 Sep 2021
A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutions Yunshi Lan Gaole He Jinhao Jiang Jing Jiang Wayne Xin Zhao Ji-Rong Wen 16 160 0 25 May 2021
Knowledge Graph Question Answering using Graph-Pattern Isomorphism Daniel Vollmers Rricha Jalota Diego Moussallem Hardik Topiwala A. N. Ngomo Ricardo Usbeck Data Science Group 14 19 0 11 Mar 2021