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A collection of some materials of knowledge graph question answering

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Awesome-knowledge-graph-question-answering

Awesome

TO BE CONTINUED 🔜

Papers

Survey of KGQA

(2019.7)Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs

Methods based on text matching

ACL 2017-Improved Neural Relation Detection for Knowledge Base Question Answering

ACL 2017-An End-to-End Model for Question Answering over Knowledge Base with Cross-Attention Combining Global Knowledge

ACL 2018-Question Answering over Freebase via Attentive RNN with Similarity Matrix based CNN 😄[code]

NAACL 2019-Bidirectional Attentive Memory Networks for Question Answering over Knowledge Bases😄[code]

NAACL 2019-Enhancing Key-Value Memory Neural Networks for Knowledge Based Question Answering

Methods based on semanic parsing

ACL 2015-Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Base😄[code]

Methods based on seq2seq

Application of KGQA

ACL 2018-Mem2Seq: Effectively Incorporating Knowledge Bases into End-to-End Task-Oriented Dialog Systems😄[code]

IJCAI 2019-Learning to Select Knowledge for Response Generation in Dialog Systems

Others

ACL 2019-Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader😄[code]

Open source projects

Awesome knowledge graph

A demo of KGQA for movies (python2.7 jena)

A trial of kbqa based on bert for NLPCC2016/2017 Task 5(BERT python3 tensorflow)

CCKS2019 CKBQA评测获得第四名解决方案(BERT python3 keras-bert)

Blogs

Trends in Natural Language Processing: ACL 2019 In Review

揭开知识库问答KB-QA的面纱系列专题

Tools

OpenKG: A community of Chinese KGQA

OpenKE: An Open-source Framework for Knowledge Embedding

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