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few-shot relation classification

6 papers

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relation classification (5) few-shot learning (5) distant supervision (2) attention mechanism (2) shortest dependency path (1) dependency-aware embedding (1) instance matching (1) entity marker (1) relation description (1) semantic relationship (1)

Papers

Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning NAACL 2024 Learning to Generate Rules for Realistic Few-Shot Relation Classification: An Encoder-Decoder Approach EMNLP 2024 Dependency-aware Prototype Learning for Few-shot Relation Classification COLING 2022 Multi-Channel Convolutional Neural Networks with Adversarial Training for Few-Shot Relation Classification (Student Abstract) AAAI 2020 Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification ACL 2019 FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation EMNLP 2018