Few-Shot Relation Classification Research Based on Prototypical Network and Causal Intervention
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3164688
Abstract: To improve the accuracy of the few-shot relation classification task, the research, which weakens the influence of confounder on the performance of the model and enhances the semantic representation and feature extraction ability of the… read more here.
Keywords: relation classification; shot relation; causal intervention; model ... See more keywords
Few-Shot Relation Extraction With Dual Graph Neural Network Interaction.
Sign Up to like & getrecommendations! Published in 2023 at "IEEE transactions on neural networks and learning systems"
DOI: 10.1109/tnnls.2023.3278938
Abstract: Recent advances in relation extraction with deep neural architectures have achieved excellent performance. However, current models still suffer from two main drawbacks: 1) they require enormous volumes of training data to avoid model overfitting and… read more here.
Keywords: dual graph; graph; shot relation; relation extraction ... See more keywords