A systematic review of relation extraction task since the emergence of Transformers

Ringwald Celian, Gandon, Fabien, Faron Catherine, Michel Franck +1 more
11/5/2025
cs.CL

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Abstract

This article presents a systematic review of relation extraction (RE) research since the advent of Transformer-based models. Using an automated framework to collect and annotate publications, we analyze 34 surveys, 64 datasets, and 104 models published between 2019 and 2024. The review highlights methodological advances, benchmark resources, and the integration of semantic web technologies. By consolidating results across multiple dimensions, the study identifies current trends, limitations, and open challenges, offering researchers and practitioners a comprehensive reference for understanding the evolution and future directions of RE.

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Cite this paper

@article{celian2025systematic,
  title  = {A systematic review of relation extraction task since the emergence of Transformers},
  author = {Ringwald Celian and Gandon and Fabien and Faron Catherine and Michel Franck and Abi Akl Hanna},
  year   = {2025},
  eprint = {2511.03610},
  archivePrefix = {arXiv},
  url    = {http://arxiv.org/abs/2511.03610v2}
}

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