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EE

ee paper based on https://github.com/carrie0307/DL_EventExtractionPapers.

在自己读文章的时候,感觉分类更重要了,按自己的想法,简单对22年6月以来读的文章进行分类。

只包含2020以来nlp3大主会的文章、

Event Extraction (EE) 是 Information Extraction (IE) 的一个分支,包含两个子任务:

  • Event Detection (ED): recognize event triggers
  • Event Argument Extraction (EAE): identify/recognize/extract/fill role

DATASET

数据集研究:

EAE:隐式事件抽取(event argument extraction)

GEN-生成式

QA/MRC

Others span-based

Multi-Role

  • ACL2022-findings: Query and Extract: Refining Event Extraction as Type-oriented Binary Decoding

  • ACL2022: Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction

  • ACL2021: Capturing Event Argument Interaction via A Bi-Directional Entity-Level Recurrent Decoder

  • EMNLP2020:Reading the Manual: Event Extraction as Definition Comprehension

  • ACL2021: Trigger is Not Sufficient: Exploiting Frame-aware Knowledge for Implicit Event Argument Extraction

Multi-event

图神经-GCN

多轮对话

Others

  • NAACL2022-findings: Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning

  • ACL2021: Zero-shot Event Extraction via Transfer Learning: Challenges and Insights

  • ACL2021-CLEVE: Contrastive Pre-training for Event Extraction

  • ACL2021: Modality and Negation in Event Extraction

  • ACL2021: ArgFuse: A Weakly-Supervised Framework for Document-Level Event Argument Aggregation

  • ACL2021:Document-level Event Extraction with Efficient End-to-end Learning of Cross-event Dependencies

  • ACL2020:Document-Level Event Role Filler Extraction using Multi-Granularity Contextualized Encoding

DA:数据增强(Data Augmentation)

多模态

  • ACL2020:Cross-media Structured Common Space for Multimedia Event Extraction

可解释性(Interpretability)

  • ACL2020:Exploring Interpretability in Event Extraction: Multitask Learning of a Neural Event Classifier and an Explanation Decoder

ED:事件检测(event detection)

Multi-Language:

Special-domain

综述类文章

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