mlsanityData to 7 Oct 2026

SAKA: An Intelligent Platform for Semi-automated Knowledge Graph Construction and Application

arXiv 2410.08094 ↗First posted 10 Oct 2024cs.AIcited by 0

Not on the map. Why?

Abstract (arXiv)

Knowledge graph (KG) technology is extensively utilized in many areas, and many companies offer applications based on KG. Nonetheless, most KG platforms necessitate expertise and tremendous time and effort from users to construct KG records manually, which poses great difficulties for ordinary people. Additionally, audio data is abundant and holds valuable information, but it is challenging to transform it into a KG. What's more, the platforms usually do not leverage the full potential of the KGs constructed by users. In this paper, we propose an intelligent and user-friendly platform for Semi-automated KG Construction and Application (SAKA) to address the aforementioned problems. Primarily, users can semi-automatically construct KGs from structured data of numerous areas by interacting with the platform, based on which multi-versions of KG can be stored, viewed, managed, and updated. Moreover, we propose an Audio-based KG Information Extraction (AGIE) method to establish KGs from audio data. Lastly, the platform creates a semantic parsing-based knowledge base question answering (KBQA) system based on the user-created KGs. We prove the feasibility of the semi-automatic KG construction method on the SAKA platform.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 12 of its 33 references that are in the map. First posted on arXiv 10 Oct 2024.

Builds on

12 of 33 references.

References · 12

  1. 2017Attention Is All You Needcited by 59,932
  2. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  3. 2017VoxCeleb: a large-scale speaker identification datasetcited by 714
  4. 2015Bidirectional LSTM-CRF Models for Sequence Taggingcited by 544
  5. 2017Generalized End-to-End Loss for Speaker Verificationcited by 290
  6. 2015Large-scale Simple Question Answering with Memory Networkscited by 127
  7. 2019Enriching Pre-trained Language Model with Entity Information for Relation Classificationcited by 82
  8. 2021A Survey on Complex Knowledge Base Question Answering: Methods, Challenges and Solutionscited by 77
  9. 2023Empirical Study of Zero-Shot NER with ChatGPTcited by 60
  10. 2020Machine Knowledge: Creation and Curation of Comprehensive Knowledge Basescited by 55
  11. 2022Saga: A Platform for Continuous Construction and Serving of Knowledge At Scalecited by 18
  12. 2023SCLIFD:Supervised Contrastive Knowledge Distillation for Incremental Fault Diagnosis under Limited Fault Datacited by 5

Built on by

Not cited yet.