mlsanityData to 7 Oct 2026

PKG API: A Tool for Personal Knowledge Graph Management

arXiv 2402.07540 ↗First posted 12 Feb 2024cs.HC cs.AI cs.CLcited by 1

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Abstract (arXiv)

Personal knowledge graphs (PKGs) offer individuals a way to store and consolidate their fragmented personal data in a central place, improving service personalization while maintaining full user control. Despite their potential, practical PKG implementations with user-friendly interfaces remain scarce. This work addresses this gap by proposing a complete solution to represent, manage, and interface with PKGs. Our approach includes (1) a user-facing PKG Client, enabling end-users to administer their personal data easily via natural language statements, and (2) a service-oriented PKG API. To tackle the complexity of representing these statements within a PKG, we present an RDF-based PKG vocabulary that supports this, along with properties for access rights and provenance.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 14 of its 32 references that are in the map. First posted on arXiv 12 Feb 2024.

Builds on

14 of 32 references.

References · 14

  1. 2023Toolformer: Language Models Can Teach Themselves to Use Toolscited by 4,072
  2. 2023Gorilla: Large Language Model Connected with Massive APIscited by 1,302
  3. 2018Spider: A Large-Scale Human-Labeled Dataset for Complex and Cross-Domain Semantic Parsing and Text-to-SQL Taskcited by 1,120
  4. 2020Knowledge Graphscited by 619
  5. 2021PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Modelscited by 402
  6. 2017SQLNet: Generating Structured Queries From Natural Language Without Reinforcement Learningcited by 135
  7. 2023Graphix-T5: Mixing Pre-Trained Transformers with Graph-Aware Layers for Text-to-SQL Parsingcited by 93
  8. 2020REL: An Entity Linker Standing on the Shoulders of Giantscited by 61
  9. 2019Neural Machine Translating from Natural Language to SPARQLcited by 23
  10. 2023Interactive Text-to-SQL Generation via Editable Step-by-Step Explanationscited by 19
  11. 2023Leveraging LLMs in Scholarly Knowledge Graph Question Answeringcited by 13
  12. 2023An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmapcited by 11
2 more
  1. 2022Personal Research Knowledge Graphscited by 4
  2. 2013PAV ontology: Provenance, Authoring and Versioningcited by 3

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2026: 1.

1 paper.

  1. 2026Life-Bench: A Benchmark and Knowledge Graph Framework for Multimodal Personalization Beyond Concept Recognitioncited by 0