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Knowledge Graph Question Answering (KGQA) involves retrieving facts from a Knowledge Graph (KG) using natural language queries.
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text
Sun, H.; Bedrax-Weiss, T.; and Cohen, W. W. 2019 · 1904
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Representation Learning for Dynamic Graphs: A Survey
Kazemi, S. M.; Goel, R.; Jain, K.; Kobyzev, I.; Sethi, A.; Forsyth, P.; and Poupart, P. 2020 · 1905
Earlier work this paper cites.
ERNIE: Enhanced Language Representation with Informative Entities
Zhang, Z.; Han, X.; Liu, Z.; Jiang, X.; Sun, M.; and Liu, Q. 2019 · 1905
Earlier work this paper cites.
RoBERTa: A Robustly Optimized BERT Pretraining Approach
Liu, Y.; Ott, M.; Goyal, N.; Du, J.; Joshi, M.; Chen, D.; Levy, O.; Lewis, M.; Zettlemoyer, L.; and Stoyanov, V. 2019 · 1907
Earlier work this paper cites.
Translating embeddings for modeling multi-relational data
Bordes, A.; Usunier, N.; Garcia-Duran, A.; Weston, J.; and Yakhnenko, O. 2013 · 2013
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Adam: A Method for Stochastic Optimization
Kingma, D. P.; and Ba, J. 2014 · 2014
Earlier work this paper cites.
Embedding entities and relations for learning and inference in knowledge bases
Yang, B.; Yih, W.-t.; He, X.; Gao, J.; and Deng, L. 2014 · 2014
Earlier work this paper cites.
Key-Value Memory Networks for Directly Reading Documents
Miller, A.; Fisch, A.; Dodge, J.; Karimi, A.-H.; Bordes, A.; and Weston, J. 2016 · 2016
Earlier work this paper cites.
Knowledge Graph Completion via Complex Tensor Factorization
Trouillon, T.; Dance, C. R.; Éric Gaussier; Welbl, J.; Riedel, S.; and Bouchard, G. 2017 · 2017
Earlier work this paper cites.
Attention is All You Need
Vaswani, A.; Shazeer, N.; Parmar, N.; Uszkoreit, J.; Jones, L.; Gomez, A. N.; Kaiser, L.; and Polosukhin, I. 2017 · 2017
Earlier work this paper cites.
Tempquestions: A benchmark for temporal question answering
Jia, Z.; Abujabal, A.; Saha Roy, R.; Strötgen, J.; and Weikum, G. 2018a · 2018
Earlier work this paper cites.
End-to-End Neural Entity Linking
Kolitsas, N.; Ganea, O.-E.; and Hofmann, T. 2018 · 2018
Cited alongside, same era.
Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text
Sun, H.; Dhingra, B.; Zaheer, M.; Mazaitis, K.; Salakhutdinov, R.; and Cohen, W. 2018 · 2018
Cited alongside, same era.
An Interpretable Reasoning Network for Multi-Relation Question Answering
Zhou, M.; Huang, M.; and Zhu, X. 2018 · 2018
Cited alongside, same era.
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding
Devlin, J.; Chang, M.-W.; Lee, K.; and Toutanova, K. 2019 · 2019
Cited alongside, same era.
PyTorch: An Imperative Style, High-Performance Deep Learning Library
Paszke, A.; Gross, S.; Massa, F.; Lerer, A.; Bradbury, J.; Chanan, G.; Killeen, T.; Lin, Z.; Gimelshein, N.; Antiga, L.; Desmaison, A.; Kopf, A.; Yang, E.; DeVito, Z.; Raison, M.; Tejani, A.; Chilamkurthy, S.; Steiner, B.; Fang, L.; Bai, J.; and Chintala, S. 2019 · 2019
Cited alongside, same era.
Stepwise Reasoning for Multi-Relation Question Answering over Knowledge Graph with Weak Supervision
Qiu, Y.; Wang, Y.; Jin, X.; and Zhang, K. 2020 · 2020
Later among the works it cites.
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings
Saxena, A.; Tripathi, A.; and Talukdar, P. 2020 · 2020
Later among the works it cites.
Event-QA: A dataset for event-centric question answering over knowledge graphs
Souza Costa, T.; Gottschalk, S.; and Demidova, E. 2020 · 2020
Later among the works it cites.
A Dataset for Answering Time-Sensitive Questions
Chen, W.; Wang, X.; and Wang, W. Y. 2021 · 2021
Closest in time.
Improving Multi-Hop Knowledge Base Question Answering by Learning Intermediate Supervision Signals
He, G.; Lan, Y.; Jiang, J.; Zhao, W. X.; and Wen, J.-R. 2021 · 2021
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Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader
Xiong, W.; Yu, M.; Chang, S.; Guo, X.; and Wang, W. Y. 2019 · 2019
Cited alongside, same era.
Enhancing Key-Value Memory Neural Networks for Knowledge Based Question Answering
Xu, K.; Lai, Y.; Feng, Y.; and Wang, Z. 2019 · 2019
Cited alongside, same era.
Entities as Experts: Sparse Memory Access with Entity Supervision
Févry, T.; Soares, L. B.; FitzGerald, N.; Choi, E.; and Kwiatkowski, T. 2020 · 2020
Cited alongside, same era.
Open Domain Question Answering based on Text Enhanced Knowledge Graph with Hyperedge Infusion
Han, J.; Cheng, B.; and Wang, X. 2020 · 2020
Cited alongside, same era.
Tensor Decompositions for Temporal Knowledge Base Completion
Lacroix, T.; Obozinski, G.; and Usunier, N. 2020 · 2020
Cited alongside, same era.
Tequila: Temporal question answering over knowledge bases
Jia, Z.; Abujabal, A.; Saha Roy, R.; Strötgen, J.; and Weikum, G. 2018b
Cited in the paper.
Complex Temporal Question Answering on Knowledge Graphs
Jia, Z.; Pramanik, S.; Saha Roy, R.; and Weikum, G. 2021 · 2021
Closest in time.
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data
Jin, W.; Khanna, R.; Kim, S.; Lee, D.-H.; Morstatter, F.; Galstyan, A.; and Ren, X. 2021 · 2021
Closest in time.
Complex Knowledge Base Question Answering: A Survey
Lan, Y.; He, G.; Jiang, J.; Jiang, J.; Zhao, W. X.; and Wen, J.-R. 2021 · 2021
Closest in time.
SYGMA: System for Generalizable Modular Question Answering OverKnowledge Bases
Neelam, S.; Sharma, U.; Karanam, H.; Ikbal, S.; Kapanipathi, P.; Abdelaziz, I.; Mihindukulasooriya, N.; Lee, Y.-S.; Srivastava, S.; Pendus, C.; et al. 2021 · 2021
Closest in time.
Question Answering over Temporal Knowledge Graphs
Saxena, A.; Chakrabarti, S.; and Talukdar, P. 2021 · 2021
Closest in time.