Awesome-knowledge-graph-question-answering
TO BE CONTINUED 🔜
Papers
Survey of KGQA
Methods based on text matching
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CIKM 2015-More Accurate Question Answering on Freebase
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NAACL 2016-Question Answering over Knowledge Base using Factual Memory Networks
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COLING 2016-Simple Question Answering by Attentive Convolutional Neural Network
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EMNLP 2017-No Need to Pay Attention: Simple Recurrent Neural Networks Work!for Answering “Simple” Questions
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WWW 2017-Neural Network-based Question Answering over Knowledge Graphs on Word and Character Level
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CIKM 2018-TEQUILA: Temporal Question Answering over Knowledge Bases
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ISWC 2018-EARL: Joint Entity and Relation Linking for Question Answering over Knowledge Graphs
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NAACL 2018-Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks 😄[code]
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EMNLP 2018-SimpleQuestions Nearly Solved: A New Upperbound and Baseline Approach 😄[code]
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EMNLP 2018-Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text 😄[code]
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COLING 2018-Pattern-revising Enhanced Simple Question Answering over Knowledge Bases
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COLING 2018-An Interpretable Reasoning Network for Multi-Relation Question Answering 😄[code]
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ACL 2018-Transliteration Better than Translation? Answering Code-mixed Questions over a Knowledge Base
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NAACL 2019-Simple Question Answering with Subgraph Ranking and Joint-Scoring
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NAACL 2019-UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering
Methods based on semanic parsing
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EMNLP 2018-A State-transition Framework to Answer Complex Questions over Knowledge Base
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COLING 2018-Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering
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EMNLP 2018-Knowledge Base Question Answering via Encoding of Complex Query Structures [code]
Methods based on seq2seq
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SEMANTICS 2017-SPARQL as a Foreign Language
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IJCAI 2018-Commonsense Knowledge Aware Conversation Generation with Graph Attention😄[code]
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COLING 2018-The APVA-TURBO Approach To Question Answering in Knowledge Base
😄 [code]
Application of KGQA
Others
⭐ ACL 2019-Improving Question Answering over Incomplete KBs with Knowledge-Aware Reader😄[code]
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WSDM 2019-Knowledge Graph Embedding Based Question Answering
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NAACL 2019-FreebaseQA: A New Factoid QA Data Set Matching Trivia-Style Question-Answer Pairs with Freebase
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ACL 2019-Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering
Open source projects
⭐ 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)
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A tutorial and implement of disease centered Medical knowledge graph and qa system based on it (python3 neo4j)
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Agricultural Knowledge Graph(python3 neo4j)
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Stock-knowledge-graph(Neo4j)
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KGQA for Jay Zhou's songs(python3 apache-jena-fuseki)
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KGQA for The Stones(neo4j)
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Entity-Linking(Solr)
Blogs
Tools
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OpenNRE: An Open-Source Package for Neural Relation Extraction (NRE) implemented in TensorFlow, NER paper
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DeepDive: a system to extract value from dark data, Homepage, Papers
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Mapping a variable-length sentence to a fixed-length vector using BERT model