Overview of the CCKS 2019 Knowledge Graph Evaluation Track: Entity, Relation, Event and QA
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Abstract (arXiv)
Knowledge graph models world knowledge as concepts, entities, and the relationships between them, which has been widely used in many real-world tasks. CCKS 2019 held an evaluation track with 6 tasks and attracted more than 1,600 teams. In this paper, we give an overview of the knowledge graph evaluation tract at CCKS 2019. By reviewing the task definition, successful methods, useful resources, good strategies and research challenges associated with each task in CCKS 2019, this paper can provide a helpful reference for developing knowledge graph applications and conducting future knowledge graph researches.
Key facts. Cited by 6 papers in the map (data through 14 Oct 2026). First posted on arXiv 9 Mar 2020.
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Citing papers per year: 2022: 1; 2023: 1; 2024: 1; 2025: 3.
6 papers.
- 2023ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human Preferencescited by 43
- 2025Exploring the Inquiry-Diagnosis Relationship with Advanced Patient Simulatorscited by 8
- 2022Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking Benchmarkcited by 2
- 2025A Unified Biomedical Named Entity Recognition Framework with Large Language Modelscited by 1
- 2024Advancing Chinese biomedical text mining with community challengescited by 0
- 2025Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performancecited by 0
- 2025A Unified Biomedical Named Entity Recognition Framework with Large Language Models10 Oct 2025
- 2025Harnessing Generative LLMs for Enhanced Financial Event Entity Extraction Performance20 Apr 2025
- 2025Exploring the Inquiry-Diagnosis Relationship with Advanced Patient Simulators16 Jan 2025
- 2024Advancing Chinese biomedical text mining with community challenges7 Mar 2024
- 2023ChiMed-GPT: A Chinese Medical Large Language Model with Full Training Regime and Better Alignment to Human Preferences10 Nov 2023
- 2022Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking Benchmark26 Jul 2022