TKRE combines LLM-generated explanations and synthetic data with two-stage span masking and contrastive pre-training to improve few-shot relation extraction.
Do not have enough data? deep learning to the rescue! In Proceedings of the AAAI conference on artificial intelligence , volume 34, pages 7383--7390, 2020
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Bridging Generative and Discriminative Learning: Few-Shot Relation Extraction via Two-Stage Knowledge-Guided Pre-training
TKRE combines LLM-generated explanations and synthetic data with two-stage span masking and contrastive pre-training to improve few-shot relation extraction.