基于知识库的问答系统 KB-QA paper推荐

注：文章推荐来自于知乎专栏–刘大一恒（作者）

由于毕设是问答系统，因此需要读相关的文献，刘博士这里推荐的都很不错。专门都下载下来，留下来自己研读，当然也推荐给大家。

paper下载地址 密码：j6xp

语义解析部分paper

Berant J, Chou A, Frostig R, et al. Semantic Parsing on Freebase from Question-Answer Pairs[C]//EMNLP. 2013, 2(5): 6.

Cai Q, Yates A. Large-scale Semantic Parsing via Schema Matching and Lexicon Extension[C]//ACL (1). 2013: 423-433.

Kwiatkowski T, Choi E, Artzi Y, et al. Scaling semantic parsers with on-the-fly ontology matching[C]//In Proceedings of EMNLP. Percy. 2013.

Fader A, Zettlemoyer L, Etzioni O. Open question answering over curated and extracted knowledge bases[C]//Proceedings of the 20th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, 2014: 1156-1165.

信息抽取

Yao X, Van Durme B. Information Extraction over Structured Data: Question Answering with Freebase[C]//ACL (1). 2014: 956-966.

向量建模方法

Bordes A, Chopra S, Weston J. Question answering with subgraph embeddings[J]. arXiv preprint arXiv:1406.3676, 2014.

Yang M C, Duan N, Zhou M, et al. Joint Relational Embeddings for Knowledge-based Question Answering[C]//EMNLP. 2014, 14: 645-650.

Bordes A, Weston J, Usunier N. Open question answering with weakly supervised embedding models[C]//Joint European Conference on Machine Learning and Knowledge Discovery in Databases. Springer Berlin Heidelberg, 2014: 165-180.

卷积神经网络对向量建模

Dong L, Wei F, Zhou M, et al. Question Answering over Freebase with Multi-Column Convolutional Neural Networks[C]//ACL (1). 2015: 260-269.

卷积神经网络对语义解析

Yih S W, Chang M W, He X, et al. Semantic parsing via staged query graph generation: Question answering with knowledge base[J]. 2015.

LSTM CNN实体分类

Xu Y, Mou L, Li G, et al. Classifying Relations via Long Short Term Memory Networks along Shortest Dependency Paths[C]//EMNLP. 2015: 1785-1794.

Zeng D, Liu K, Lai S, et al. Relation Classification via Convolutional Deep Neural Network[C]//COLING. 2014: 2335-2344.（Best paper）

Zeng D, Liu K, Chen Y, et al. Distant Supervision for Relation Extraction via Piecewise Convolutional Neural Networks[C]//EMNLP. 2015: 1753-1762.

记忆网络，注意力机制

Bordes A, Usunier N, Chopra S, et al. Large-scale simple question answering with memory networks[J]. arXiv preprint arXiv:1506.02075, 2015.

Zhang Y, Liu K, He S, et al. Question Answering over Knowledge Base with Neural Attention Combining Global Knowledge Information[J]. arXiv preprint arXiv:1606.00979, 2016.