2021

An Improved Baseline for Sentence-level Relation Extraction

Zhou, Wenxuan, Chen, Muhao

Understand

Sentence-level relation extraction (RE) aims at identifying the relationship between two entities in a sentence.

  • Many efforts have been devoted to this problem, while the best performing methods are still far from perfect.
  • In this paper, we revisit two problems that affect the performance of existing RE models, namely entity representation and noisy or ill-defined labels.
  • Our improved RE baseline, incorporated with entity representations with typed markers, achieves an F1 of 74.6% on TACRED, significantly outperforms previous SOTA methods.

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