README.md

Awesome-knowledge-graph-question-answering

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

• CIKM 2015-More Accurate Question Answering on Freebase😄[code]

• NAACL 2016-Question Answering over Knowledge Base using Factual Memory Networks

• COLING 2016-Simple Question Answering by Attentive Convolutional Neural Network

⭐ 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

• EMNLP 2017-No Need to Pay Attention: Simple Recurrent Neural Networks Work!for Answering “Simple” Questions

• WWW 2017-Neural Network-based Question Answering over Knowledge Graphs on Word and Character Level

• CIKM 2018-TEQUILA: Temporal Question Answering over Knowledge Bases

• ISWC 2018-EARL: Joint Entity and Relation Linking for Question Answering over Knowledge Graphs

• NAACL 2018-Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks 😄[code]

• EMNLP 2018-SimpleQuestions Nearly Solved: A New Upperbound and Baseline Approach 😄[code]

• EMNLP 2018-Retrieve and Re-rank: A Simple and Effective IR Approach to Simple Question Answering over Knowledge Graphs

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

• EMNLP 2018-Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text 😄[code]

• COLING 2018-Pattern-revising Enhanced Simple Question Answering over Knowledge Bases

• COLING 2018-An Interpretable Reasoning Network for Multi-Relation Question Answering 😄[code]

• ACL 2018-Transliteration Better than Translation? Answering Code-mixed Questions over a Knowledge Base

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

• AAAI 2019-Lattice CNNs for Matching Based Chinese Question Answering😄[code]

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

• NAACL 2019-Simple Question Answering with Subgraph Ranking and Joint-Scoring

• NAACL 2019-UHop: An Unrestricted-Hop Relation Extraction Framework 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]

• EMNLP 2018-A State-transition Framework to Answer Complex Questions over Knowledge Base

• COLING 2018-Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering😄[code]

• EMNLP 2018-Knowledge Base Question Answering via Encoding of Complex Query Structures [code]

Methods based on seq2seq

• SEMANTICS 2017-SPARQL as a Foreign Language😄[code]

• IJCAI 2018-Commonsense Knowledge Aware Conversation Generation with Graph Attention😄[code]

• COLING 2018-The APVA-TURBO Approach To Question Answering in Knowledge Base 😄[code]

Application of KGQA

• NIPS 2018-Dialog-to-Action: Conversational Question Answering Over a Large-Scale Knowledge Base

⭐ 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

• AAAI 2019-KVQA: Knowledge-aware Visual Question Answering

Others

• ACL 2018-Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking😄[code]

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

• WSDM 2019-Knowledge Graph Embedding Based Question Answering😄[code]

• NAACL 2019-FreebaseQA: A New Factoid QA Data Set Matching Trivia-Style Question-Answer Pairs with Freebase

• AAAI 2019-Multi-Task Learning with Multi-View Attention for Answer Selection and Knowledge Base Question Answering

• ACL 2019-Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering

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)

• A tutorial and implement of disease centered Medical knowledge graph and qa system based on it (python3 neo4j)

• Agricultural Knowledge Graph(python3 neo4j)

• Stock-knowledge-graph(Neo4j)

• KGQA for Jay Zhou's songs(python3 apache-jena-fuseki)

• KGQA based on elasticsearch

• KGQA for The Stones(neo4j)

• Recommend system for douban based on KG

• NLPCC-ICCPOL shared task "Open Domain Question Answering

• Entity-Linking(Solr)

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

• Papers list of knowledge extraction、mining and storing

• A github projects list of a master student

• NIST TAC Knowledge Base Population (KBP2019) Entity Discovery and Linking Track

• A survay of entity linking

Tools

⭐ OpenKG: A community of Chinese KGQA

⭐ OpenKE: An Open-source Framework for Knowledge Embedding

• OpenNRE: An Open-Source Package for Neural Relation Extraction (NRE) implemented in TensorFlow, NER paper

• DeepDive: a system to extract value from dark data, Homepage, Papers

• Annotation tool: doccano

• Zhishi.me: Chinese Linking Open Data Online API

• Useful tools & lecture related to data science(中文)

• A KBQA system based on DBpedia

• Mapping a variable-length sentence to a fixed-length vector using BERT model

• NLPCC-MH 中文多跳问答数据集

Competitions

• 瑞金医院MMC人工智能辅助构建知识图谱大赛

• CCKS 2019 开放领域的中文问答任务

• NLPCC 2019 Open Domain conversation

• 语言与智能技术2019 知识驱动对话