UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering

29 December 2020

Barlas Oğuz

Xilun Chen

Vladimir Karpukhin

Stanislav Peshterliev

Yashar Mehdad

Papers citing "UniK-QA: Unified Representations of Structured and Unstructured Knowledge for Open-Domain Question Answering"

22 / 22 papers shown

Title
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 28 37 0 13 Oct 2023
Reasoning over Hierarchical Question Decomposition Tree for Explainable Question Answering Jiajie Zhang S. Cao Tingjia Zhang Xin Lv Jiaxin Shi Qingwen Tian Juanzi Li Lei Hou 32 10 0 24 May 2023
StructGPT: A General Framework for Large Language Model to Reason over Structured Data Jinhao Jiang Kun Zhou Zican Dong Keming Ye Wayne Xin Zhao Ji-Rong Wen LRM LMTD RALM 44 258 0 16 May 2023
GETT-QA: Graph Embedding based T2T Transformer for Knowledge Graph Question Answering Debayan Banerjee Pranav Ajit Nair Ricardo Usbeck Chris Biemann 21 9 0 23 Mar 2023
Cross-Lingual Question Answering over Knowledge Base as Reading Comprehension Chen Zhang Yuxuan Lai Yansong Feng Xingyu Shen Haowei Du Dongyan Zhao 15 3 0 26 Feb 2023
Enhancing Multi-modal and Multi-hop Question Answering via Structured Knowledge and Unified Retrieval-Generation Qian Yang Qian Chen Wen Wang Baotian Hu Min Zhang 19 24 0 16 Dec 2022
A Survey of Knowledge Enhanced Pre-trained Language Models Linmei Hu Zeyi Liu Ziwang Zhao Lei Hou Liqiang Nie Juanzi Li KELM VLM 17 121 0 11 Nov 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 23 29 0 09 Nov 2022
Reduce Catastrophic Forgetting of Dense Retrieval Training with Teleportation Negatives Si Sun Chenyan Xiong Yue Yu Arnold Overwijk Zhiyuan Liu Jie Bao 32 6 0 31 Oct 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 29 68 0 24 Oct 2022
A Unified Encoder-Decoder Framework with Entity Memory Zhihan Zhang W. Yu Chenguang Zhu Meng-Long Jiang 31 11 0 07 Oct 2022
A Survey on Table Question Answering: Recent Advances Nengzheng Jin Joanna Siebert Dongfang Li Qingcai Chen LMTD 42 41 0 12 Jul 2022
OmniTab: Pretraining with Natural and Synthetic Data for Few-shot Table-based Question Answering Zhengbao Jiang Yi Mao Pengcheng He Graham Neubig Weizhu Chen LMTD 19 36 0 08 Jul 2022
Table Retrieval May Not Necessitate Table-specific Model Design Zhiruo Wang Zhengbao Jiang Eric Nyberg Graham Neubig LMTD 27 16 0 19 May 2022
SKILL: Structured Knowledge Infusion for Large Language Models Fedor Moiseev Zhe Dong Enrique Alfonseca Martin Jaggi KELM 58 58 0 17 May 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 26 296 0 16 Jan 2022
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge Bases Philipp Christmann Rishiraj Saha Roy G. Weikum 18 25 0 19 Aug 2021
TAPEX: Table Pre-training via Learning a Neural SQL Executor Qian Liu Bei Chen Jiaqi Guo Morteza Ziyadi Zeqi Lin Weizhu Chen Jian-Guang Lou LMTD 8 258 0 16 Jul 2021
Multi-task Retrieval for Knowledge-Intensive Tasks Jean Maillard Vladimir Karpukhin Fabio Petroni Wen-tau Yih Barlas Oğuz Veselin Stoyanov Gargi Ghosh 210 64 0 01 Jan 2021
Answering Open-Domain Questions of Varying Reasoning Steps from Text Peng Qi Haejun Lee OghenetegiriTGSido Christopher D. Manning KELM RALM LRM 188 55 0 23 Oct 2020
RECONSIDER: Re-Ranking using Span-Focused Cross-Attention for Open Domain Question Answering Srini Iyer Sewon Min Yashar Mehdad Wen-tau Yih LRM 190 14 0 21 Oct 2020
A Survey on Complex Question Answering over Knowledge Base: Recent Advances and Challenges Bin Fu Yunqi Qiu Chengguang Tang Yang Li Haiyang Yu Jian Sun 161 95 0 26 Jul 2020