Abstract: Highlights•Proposed CEFF for joint entity and relation extraction in information extraction.•Introduces a novel approach addressing non-target spans’ impact on model training.•Efficiency rises as training costs drop and effectiveness improves.•Achieves state-of-the-art results on four benchmark datasets.
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