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MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification [article]

Jianhai Zhang, Mieradilijiang Maimaiti, Xing Gao, Yuanhang Zheng, Ji Zhang
2022 arXiv   pre-print
They also ignore the importance to capture the inter-dependency between query and the support set for few-shot text classification.  ...  Text classification struggles to generalize to unseen classes with very few labeled text instances per class.  ...  In this paper we propose Multi-grained Interactive Matching Network, a backbone network for few-shot text classification.  ... 
arXiv:2204.04952v3 fatcat:g6zgletaxjgqdbt4g5gutxth24

MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification

Jianhai Zhang, Mieradilijiang Maimaiti, Gao Xing, Yuanhang Zheng, Ji Zhang
2022 Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies   unpublished
They also ignore the importance to capture the inter-dependency between query and the support set for few-shot text classification.  ...  Text classification struggles to generalize to unseen classes with very few labeled text instances per class.  ...  In this paper we propose Multi-grained Interactive Matching Network, a backbone network for few-shot text classification.  ... 
doi:10.18653/v1/2022.naacl-main.141 fatcat:5behbysourfo3konfxlxtssec4