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A curated list of resources related to Knowledge Base Question Answering

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Awesome-KBQA

A list of resources related to Knowledge Base Question Answering.

List of Contents

Paper

KBQA

2020

  • Query Graph Generation for Answering Multi-hop Complex Questions from Knowledge Bases, ACL 2020 [paper] [code]
  • NeuInfer : Knowledge Inference on N-ary Facts, ACL2020 [paper]
  • Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings, ACL 2020 [paper]
  • SPARQA: Skeleton-based Semantic Parsing for Complex Questions over Knowledge Bases, AAAI 2020 [paper] [code]

2019

  • UHop: An Unrestricted-Hop Relation Extraction Framework for Knowledge-Based Question Answering, NAACL 2019 [paper] [code]
  • Knowledge Graph Embedding Based Question Answering, WSDM 2019 [paper]
  • Learning Representation Mapping for Relation Detection in Knowledge Base Question Answering, ACL 2019 [paper] [code]
  • PullNet: Open Domain Question Answering with Iterative Retrieval on Knowledge Bases and Text, EMNLP-IJCAI 2019 [paper]

2018

  • Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks, NAACL 2018 [paper]
  • SimpleQuestions Nearly Solved: A New Upperbound and Baseline Approach, EMNLP 2018 [paper]
  • Variational Reasoning for Question Answering with Knowledge Graph, AAAI 2018 [paper]
  • The Web as a Knowledge-base for Answering Complex Questions, NAACL 2018 [paper] [code]
  • Knowledge Base Question Answering via Encoding of Complex Query Graphs, EMNLP 2018 [paper] [code]

2017

  • Improved Neural Relation Detection for Knowledge Base Question Answering, ACL 2017 [paper]
  • Neural Symbolic Machines: Learning Semantic Parsers on Freebase with Weak Supervision, ACL 2017 [paper] [code]

2016

  • Constraint-Based Question Answering with Knowledge Graph, COLING 2016 [paper] [code]
  • CFO: Conditional Focused Neural Question Answering with Large-scale Knowledge Bases, ACL 2016 [paper] [code]
  • Character-Level Question Answering with Attention, EMNLP 2016 [paper] [code]
  • On Generating Characteristic-rich Question Sets for QA Evaluation, EMNLP 2016 [paper] [code]
  • Question Answering on Freebase via Relation Extraction and Textual Evidence, ACL 2016 [paper] [code]
  • The Value of Semantic Parse Labeling for Knowledge Base Question Answering, ACL 2016 [paper]
  • Simple Question Answering by Attentive Convolutional Neural Network, COLING 2016 [paper] [code]

2015

  • Semantic Parsing via Staged Query Graph Generation: Question Answering with Knowledge Base, ACL 2015 [paper] [code]
  • More Accurate Question Answering on Freebase, CIKM 2015 [paper] [code]
  • Compositional Semantic Parsing on Semi-Structured Tables , ACL 2015 [paper] [code]
  • Large-scale Simple Question Answering with Memory Networks [paper] [code]

2014

  • Semantic Parsing for Single-Relation Question Answering, ACL 2014 [paper]
  • Freebase QA: Information Extraction or Semantic Parsing?, ACL 2014 Workshop on Semantic Parsing [paper]
  • Information Extraction over Structured Data: Question Answering with Freebase, ACL 2014 [paper]

2013

  • Semantic Parsing on Freebase from Question-Answer Pairs, EMNLP 2013 [paper]

Knowledge Base Construction

  • Semi-Automating Knowledge Base Construction for Cancer Genetics, AKBC 2020 [paper]
  • Learning to Update Knowledge Graphs by Reading News, EMNLP 2019 [paper]

Dataset

Knowledge Base

Tool

RDF database

Contribution

Feel free to send a pull request or open an issue.

Reference

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A curated list of resources related to Knowledge Base Question Answering