KBQA论⽂综述及实现⽅法（~ing）
⽂章⽬录
核⼼⽅法
Traditional Methods
Semantic parsing on freeba from question- answer pairs(2013)
More accurate question answering on free- ba(2015)
Automated template generation for question answering over knowledge graphs(2017)
Information Retrieval-bad (IR)
Feature Engineering
Informationextractionoverstructureddata:Questionanswer- ing with freeba(2014)一晃孩子长大了的句子
Reprentation Learning
one-hop reasoning
Question Answering with Subgraph Embed- dings(2014)
Question answering over freeba with multi- column convolutional neural networks(2015)
An end-to-end model for question answering over knowledge ba with cross-attention combining global
knowledge(2017)
Incorporating External Knowledge
Complex Embeddings for Simple Link Pre- diction(2016)
Question Answering on Freeba via Relation Extraction and Textual Evidence(2016
到来之际Open Domain Question Answering Using Early Fusion of Knowledge Bas and Text(2018)
PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bas and Text(2019)
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Ba Embeddings(2020) Mutli-hop reasoning
楼书
Weakly supervid memory networks
Large-scale simple question answering with memory networks(2015)
Memory networks(2015)
Key-Value Memory Networks for Directly Reading Documents(2016)
Bidirectional Attentive Memory Networks for Ques- tion Answering over Knowledge Bas(2015)
中国花鸟画
Stepwi Reasoning for Multi-Relation Question Answering over Knowledge Graph with Weak
Supervision(2020)
山东好玩的地方Neural Semantic Parsing-bad (NSP)
Query Graph中药伸筋草
Large-scale mantic parsing without question-answer pairs(2014)
Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Ba(2015) Constraint-bad question answering with knowledge graph(2016)
Improved Neural Relation Detection for Knowledge Ba Question Answering(2017)
Knowledge ba question answering via encoding of complex query graphs(2018)
Learning to rank query graphs for complex question answering over knowledge graphs.(2019)
Knowledge-bad question answering by tree-to-quence learning(2020)
A state-transition framework to answer complex questions over knowledge ba(2018)
Learning to answer complex questions over knowledge bas with query composition(2019)
Query Graph Generation for Answering Multi-hop Complex Questions from Knowledge Bas(2020)长大尾巴的兔子
The Web as a Knowledge-Ba for Answering Complex Questions(2018)
Encoder-Decoder Method
Language to Logical Form with Neural Attention(2016)
Exploiting Rich Syntactic Information for Semantic Parsing with Graph-to-Sequence Model(2018)
Neural symbolic machines: Learning mantic parrs on freeba with weak supervision(2017) Other
The Web as a Knowledge-Ba for Answering Complex Questions(2018)
Enhancing Key-Value Memory Neural Networks for Knowledge Bad Question Answering(2019) Datat
WebQuestion
Semantic parsing on freeba from question- answer pairs(2013)
ComplexQuestions
Constraint-bad question answering with knowledge graph(2016)
WebQuestionsSP
The value of mantic par labeling for knowledge ba question answering(2016) ComplexWebQ货运飞机
uestions
The Web as a Knowledge-Ba for Answering Complex Questions(2018)
QALD
LC-QuAD
Lc-quad: A corpus for complex question answering over knowledge graphs(2017)
LC-QuAD 2.0
Lc-quad 2.0: A large datat for complex question answering over wikidata and DBpedia(2019)
参考⽂献
A Survey on Complex Question Answering over Knowledge Ba-Recent Advances and Challenges.pdf
