TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge Graphs

Question answering over temporal knowledge graphs (TKGs) is crucial for understanding evolving facts and relationships, yet its development is hindered by limited datasets and difficulties in generating custom QA pairs. We propose a novel categorization framework based on timeline-context relationships, along with TimelineKGQA, a universal temporal QA generator applicable to any TKGs. The code is available at: https://github.com/PascalSun/TimelineKGQA as an open source Python package.

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Publication Details

Published
2025-05-08
DOI
https://doi.org/10.1145/3701716.3715308
Citations
1
Primary Topic
Topic Modeling
Type
article
Field-Weighted Citation Impact
2.48
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TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge Graphs

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1 citations
Topic Modeling
2.48
article

TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge Graphs

Mark Reynolds, Qiang Sun, Du Q. Huynh, Wei Liu, Sirui Li
article en
1 citations

Abstract

Question answering over temporal knowledge graphs (TKGs) is crucial for understanding evolving facts and relationships, yet its development is hindered by limited datasets and difficulties in generating custom QA pairs. We propose a novel categorization framework based on timeline-context relationships, along with TimelineKGQA, a universal temporal QA generator applicable to any TKGs. The code is available at: https://github.com/PascalSun/TimelineKGQA as an open source Python package.

Murdoch University (AU), The University of Western Australia (AU)
Openalex Percentile: Top 10%
Topic Modeling
2.48
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