/Graph-Nueral-Network-and-Few-Shot-Learning-in-NLU-A-Survey

图网络和少样本学习在自然语言理解领域的前沿综述。本文旨在探索自然语言理解领域中（主要探索了命名实体识别，关系抽取）一些深度学习前沿的应用（主要探索了结合图神经网络和少样本学习场景的方法）共计15篇顶会论文（EMNLP，AAAI，ACL，COLING）。

图网络和少样本学习在自然语言理解领域的前沿应用探索

本文旨在探索自然语言理解领域中（主要探索了命名实体识别，关系抽取）一些深度学习前沿的应用（主要探索了结合图神经网络和少样本学习场景的方法）共计15篇顶会论文（EMNLP，AAAI，ACL，COLING）。

综述作用

旨在整理图神经网络和少样本学习如何在NLU领域里面发挥作用，寻找研究课题进一步follow（其中大部分论文开放了源码）

阅读对象

  • 有一定深度学习基础，并且了解图神经网络的基本模型和少样本学习的基本任务描述。综述并不是从0开始介绍

Paperlist about my Survey

下面是这15篇论文的清单。在探索论文的时候，笔者是存在寻找代码开源的论文进行阅读的，希望对这两块感兴趣的同学提供一些参考。

图网络在NER的应用：

  • Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network, EMNLP 2019
  • A Neural Multi-digraph Model for Chinese NER with Gazetteers, ACL 2019
  • GLaRA: Graph-based Labeling Rule Augmentation for Weakly Supervised Named Entity Recognition. EACL 2021
  • Bipartite Flat-Graph Network for Nested Named Entity Recognition, ACL 2020 【忆臻大佬组的工作，没写进综述里但是也开源了代码】AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling. EMNLP 2020 Findings

图网络在关系抽取的应用：

  • Attention Guided Graph Convolutional Networks for Relation Extraction. ACL 2019
  • GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction. ACL 2020
  • Connecting the Dots: Document-level Neural Relation Extraction with Edgeoriented Graphs. EMNLP 2019
  • Double Graph Based Reasoning for Document-level Relation Extraction. EMNLP 2020

少样本在NER任务的应用

  • Few-shot Slot Tagging with Collapsed Dependency Transfer and Labelenhanced Task-adaptive Projection Network. ACL 2020
  • Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning . EMNLP 2020

少样本在关系抽取的应用

  • Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification. ACL 2019
  • Matching the Blanks: Distributional Similarity for Relation Learning. ACL 2019
  • Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification. AAAI 2019
  • Learning to Decouple Relations: Few-Shot Relation Classification with Entity- Guided Attention and Confusion-Aware Training. COLING 2020 Neural Snowball for Few-Shot Relation Learning. AAAI 2020

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