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Topic 10: Knowledge Base Refinement (Incompleteness, Incorrectness, and Freshness)

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Sherry Lin edited this page Oct 9, 2020 · 1 revision

Surveys and Evaluations:

  1. Knowledge Graph Refinement: A Survey of Approaches and Evaluation Methods (Semantic Web 2016)
  2. Revisiting Evaluation of Knowledge Base Completion Models (from https://openreview.net/forum?id=1uufzxsxfL)
  3. An overview of embedding models of entities and relationships for knowledge base completion [Paper]
  4. Efficient Knowledge Graph Accuracy Evaluation [PDF] [techical reprot] (VLDB 2019) 🌟
  5. Buckle: Evaluating Fact Checking Algorithms Built on Knowledge Bases [PDF, demo] (VLDB 2019) 🌟

General Knowledge Base Refinement

  1. Optimizing Knowledge Graphs through Voting-based User Feedback [Video][Slides][Paper]

Knowledge Base Completion

General Papers

  1. Knowledge base completion via search-based question answering (WWW 2014) [Paper]
  2. Knowledge base completion via coupled path ranking (ACL 2016) [Paper]
  3. Knowledge Base Completion Using Embeddings and Rules (IJCAI 2015) [Paper]
  4. A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network (NAACL-HLT 2018) [Paper] [Code]
  5. A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization (NAACL 2019)
  6. Data-dependent Learning of Symmetric/Antisymmetric Relations for Knowledge Base Completion (AAAI 2018)
  7. HyperKG: Hyperbolic Knowledge Graph Embeddings for Knowledge Base Completion (2019)
  8. Incentive-Based Entity Collection Using Crowdsourcing. (ICDE 2018) [PDF], more similar to a crowdsourcing work 🌟
  9. User Guidance for Efficient Fact Checking (VLDB 2019) [PDF] 🌟
  10. Towards the Completion of a Domain-Specific Knowledge Base with Emerging Query Terms [PDF] (ICDE 2019) 🌟
  11. Dynamic Knowledge Graph based Multi-Event Forecasting (KDD 2020)

Knowledge Base Population

Survey, Summary and Notes

  1. Knowledge Base Population: Successful Approaches and Challenges (ACL 2011)[Paper]
  2. Overview: https://nlp.stanford.edu/projects/kbp/
  3. Slides of Summary: https://pdfs.semanticscholar.org/8193/1b57a1760a4fc9e8b42065bebcab4cbf164e.pdf
  4. Laying the groundwork for knowledge base population: Nine years of linguistic resources for tac kbp (LREC 2018)
  5. Overview of tac-kbp2014 entity discovery and linking tasks (TAC 2014)

Datasets and Benchmarks

  1. A Dataset for Web-scale Knowledge Base Population [Slides]
  2. KnowledgeNet: A Benchmark for Knowledge Base Population (EMNLP 2019) [Paper, Dataset and Code]
  3. Text Analysis Conference [Link]

Papers

  1. Entity Disambiguation for Knowledge Base Population (ACL 2010)
  2. Distantly Supervised Web Relation Extraction for Knowledge Base Population [Paper]
  3. KBPearl: A Knowledge Base Population System Supported by Joint Entity and Relation Linking (VLDB 2020) 🌟
  4. Knowledge Translation [Technical Report] (VLDB 2020) 🌟

Knowledge Base Error Detection and Enhancement

  1. Knowledge Base Enhancement via Data Facts and Crowdsourcing (ICDE 2018) [PDF], more similar to a crowdsourcing work 🌟
  2. User Guidance for Efficient Fact Checking (VLDB 2019) [PDF] 🌟
  3. Mining an "Anti-Knowledge Base" from Wikipedia Updates with Applications to Fact Checking and Beyond (VLDB 2020) 🌟

Knowledge Base Freshness

  1. How to Keep a Knowledge Base Synchronized with Its Encyclopedia Source (IJCAI 2017) [Notes]
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