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Must-read papers on Fine-grained Entity Typing
https://github.com/drogozhang/Fine-grained-Entity-Typing-Papers

List: Fine-grained-Entity-Typing-Papers

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Must-read papers on Fine-grained Entity Typing

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# Must-read papers on Fine-grained Entity Typing



![](https://img.shields.io/badge/Status-building-brightgreen) ![](https://img.shields.io/badge/PRs-Welcome-red) 



This repo contains a list of Fine-grained Entity Typing (FET) papers in various settings. If any error or missing, please feel free to open an issue or contact Kai Zhang `[email protected]`.



## Datasets



1. **BBN** [[link](https://catalog.ldc.upenn.edu/LDC2005T33)] 

1. **OntoNotes** [[link](https://catalog.ldc.upenn.edu/LDC2013T19)] [[paper](https://aclanthology.org/N06-2015.pdf)]

1. **FIGER** [[link](https://github.com/xiaoling/figer)] [[paper](https://www.aaai.org/ocs/index.php/AAAI/AAAI12/paper/download/5152/5124)]

1. **MedMentions** [[link](https://github.com/chanzuckerberg/MedMentions)] [[paper](https://openreview.net/pdf/b95a220f55c45a28f2eb4dd31cdf8eac5863e8c1.pdf)]

1. **UFET** [[link](https://www.cs.utexas.edu/~eunsol/html_pages/open_entity.html)] [[paper](https://aclanthology.org/P18-1009.pdf)]

1. **Chinese FET** [[link](https://drive.google.com/file/d/1xorWUdTi9r43tTEdwJ4tKa9ErvRjossU/view)] [[paper](https://aclanthology.org/2020.lrec-1.548)]

1. **ChemNER**  [[link](https://github.com/xuanwang91/ChemNER)] [[paper](https://aclanthology.org/2021.emnlp-main.424.pdf)]



## Papers



### Traditional Methods



1. **Fine Grained Classification of Named Entities.** 2002. In Proceedings of COLING. [[paper](https://aclanthology.org/C02-1130.pdf)]

1. **Inducing Fine-Grained Semantic Classes via Hierarchical and Collective Classification**. 2010. In Proceedings of COLING. [[paper](https://aclanthology.org/C10-1105.pdf)]

1. **Fine-Grained Entity Recognition**. 2012. In Proceedings of AAAI. [[paper](https://www.aaai.org/ocs/index.php/AAAI/AAAI12/paper/view/5152)]

1. **HYENA: Hierarchical Type Classification for Entity Names**. 2012. In Proceedings of COLING. [[paper](https://aclanthology.org/C12-2133.pdf)]

1. **Context-Dependent Fine-Grained Entity Type Tagging**. 2014. In ArXiv preprint. [[paper]()]

1. **Embedding Methods for Fine Grained Entity Type Classification**. 2015. In Proceedings of ACL. [[paper](https://aclanthology.org/P15-2048.pdf)]

1. **Fine-Grained Entity Typing with High-Multiplicity Assignments**. 2017. In Proceedings of ACL. [[paper](https://aclanthology.org/P17-2052.pdf)]



### Neural Methods



#### Mention Representation Learning



1. **FINET: Context-Aware Fine-Grained Named Entity Typing**. 2015. In Proceedings of EMNLP. [[paper](https://aclanthology.org/D15-1103.pdf)]

1. **An Attentive Neural Architecture for Fine-grained Entity Type Classification**. 2016. In Proceedings of AKBC. [[paper](https://aclanthology.org/W16-1313.pdf)]

1. **End-to-End Trainable Attentive Decoder for Hierarchical Entity Classification**. 2017. In Proceedings of EACL. [[paper](https://aclanthology.org/E17-2119.pdf)]

1. **Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities**. 2017. In Proceedings of EACL. [[paper](https://aclanthology.org/E17-1055)]

1. **Fine-grained Entity Typing through Increased Discourse Context and Adaptive Classification Thresholds**. 2018. In Proceedings of *SEM. [[paper](https://aclanthology.org/S18-2022.pdf)]

1. **Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model**. 2021. In Proceedings of ACL. [[paper](https://aclanthology.org/2021.acl-long.141.pdf)]



#### Label Information Exploitation



1. **Fine-Grained Entity Type Classification by Jointly Learning Representations and Label Embeddings**. 2017. In Proceedings of EACL. [[paper](https://aclanthology.org/E17-1075.pdf)]

1. **Neural Architectures for Fine-grained Entity Type Classification**. 2017. In Proceedings of EACL. [[paper](https://aclanthology.org/E17-1119.pdf)]

1. **Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking**. 2018. In Proceedings of ACL. [[paper](https://aclanthology.org/P18-1010.pdf)]

1. **Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss**. 2018. In Proceedings of NAACL. [[paper](https://aclanthology.org/N18-1002.pdf)]

1. **An Attentive Fine-Grained Entity Typing Model with Latent Type Representation**. 2019. In Proceedings of EMNLP-IJCNLP.  [[paper](https://aclanthology.org/D19-1641.pdf)]

1. **Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing**. 2019. In Proceedings of NAACL.[[paper](https://aclanthology.org/N19-1084.pdf)]

1. **Hierarchical Entity Typing via Multi-level Learning to Rank**. 2020. In Proceedings of ACL. [[paper](https://aclanthology.org/2020.acl-main.749.pdf)]

1. **Fine-grained Entity Typing via Label Reasoning**. 2021. In Proceedings of EMNLP. [[paper](https://aclanthology.org/2021.emnlp-main.378.pdf)]

1. **Enhancing Label Representations with Relational Inductive Bias Constraint for Fine-Grained Entity Typing**. 2021. In Proceedings of IJCAI. [[paper](https://www.ijcai.org/proceedings/2021/529)]



#### External Knowledge



1. **Improving Neural Fine-Grained Entity Typing with Knowledge Attention**. 2018. In Proceedings of AAAI. [[paper](https://www.aaai.org/ocs/index.php/AAAI/AAAI18/paper/viewFile/16321/16167)]

1. **Improving Fine-grained Entity Typing with Entity Linking**. 2019. In Proceedings of EMNLP-IJCNLP. [[paper](https://aclanthology.org/D19-1643.pdf)]



#### Type Modeling



1. **A Fully Hyperbolic Neural Model for Hierarchical Multi-Class Classification**. 2020. In Findings of EMNLP. [[paper](https://aclanthology.org/2020.findings-emnlp.42)]

1. **Modeling Fine-Grained Entity Types with Box Embeddings**. 2021. In Proceedings of ACL-IJCNLP. [[paper](https://aclanthology.org/2021.acl-long.160.pdf)]



### Distant Supervision (Noise Reduction)



1. **Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding**. 2016. In Proceedings of KDD. [[paper](http://hanj.cs.illinois.edu/pdf/kdd16_xren.pdf)]

1. **AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding**. 2016. In Proceedings of EMNLP. [[paper](https://aclanthology.org/D16-1144.pdf)]

1. **Noise Mitigation for Neural Entity Typing and Relation Extraction**. 2017. In Proceedings of EACL. [[paper](https://aclanthology.org/E17-1111.pdf)]

1. **Put It Back: Entity Typing with Language Model Enhancement**. 2018. In Proceedings of EMNLP. [[paper](https://aclanthology.org/D18-1121.pdf)]

1. **Modeling Noisy Hierarchical Types in Fine-Grained Entity Typing: A Content-Based Weighting Approach**. 2019. In Proceedings of IJCAI. [[paper](https://www.ijcai.org/proceedings/2019/731)]

1. **Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering**. 2019. In Proceedings of NAACL. [[paper](https://aclanthology.org/N19-1294.pdf)]

1. **Fine-Grained Named Entity Typing over Distantly Supervised Data Based on Refined Representations**. 2020. In Proceedings of AAAI. [[paper](https://ojs.aaai.org/index.php/AAAI/article/view/6234)]

1. **Learning with Noise: Improving Distantly-Supervised Fine-grained Entity Typing via Automatic Relabeling**. 2020. In Proceedings of IJCAI. [[paper](https://www.ijcai.org/proceedings/2020/527)]

1. **CHEMNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision**. 2021. In Proceedings of EMNLP. [[paper](https://aclanthology.org/2021.emnlp-main.424.pdf)]



### Zero-shot FET



1. **Label Embedding for Zero-shot Fine-grained Named Entity Typing**. 2016. In Proceedings of COLING. [[paper](https://aclanthology.org/C16-1017.pdf)]

1. **OTyper: A Neural Architecture for Open Named Entity Typing**. 2018. In Proceedings of AAAI. [[paper](https://ojs.aaai.org/index.php/AAAI/article/view/12070)]

1. **Zero-Shot Open Entity Typing as Type-Compatible Grounding**. 2018. In Proceedings of EMNLP. [[paper](https://aclanthology.org/D18-1231.pdf)]

1. **Description-Based Zero-shot Fine-Grained Entity Typing**. 2019. In Proceedings of NAACL. [[paper](https://aclanthology.org/N19-1087.pdf)]

1. **MZET: Memory Augmented Zero-Shot Fine-grained Named Entity Typing**. 2020. In Proceedings of COLING. [[paper](https://aclanthology.org/2020.coling-main.7.pdf)]

1. **Neural Zero-Shot Fine-Grained Entity Typing**. 2020. In Proceedings of the Web Conference. [[paper](https://dl.acm.org/doi/abs/10.1145/3366424.3382725)]

1. **An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing**. 2021. In Proceedings of EMNLP. [[paper](https://aclanthology.org/2021.emnlp-main.210.pdf)]



### Corpus-level FET



1. **Corpus-level Fine-grained Entity Typing Using Contextual Information**. 2015. In Proceedings of EMNLP. [[paper](https://aclanthology.org/D15-1083.pdf)]

1. **Corpus-Level Fine-Grained Entity Typing**. 2017. In JAIR. [[paper](https://jair.org/index.php/jair/article/view/11191)]



### Emerging Entities



1. **Fine-grained Semantic Typing of Emerging Entities**. 2013. In Proceedings of ACL. [[paper](https://aclanthology.org/P13-1146.pdf)]

1. **Fine-grained Typing of Emerging Entities in Microblogs**. 2021. In Findings of EMNLP. [[paper](https://aclanthology.org/2021.findings-emnlp.399.pdf)]



### FET in Knowledge Bases



1. **Attributed and Predictive Entity Embedding for Fine-Grained Entity Typing in Knowledge Bases**. 2018. In Proceedings of COLING. [[paper](https://aclanthology.org/C18-1024.pdf)]

1. **Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks**. 2019. In Proceedings of EMNLP-IJCNLP. [[paper](https://aclanthology.org/D19-1502)]

1. **Fine-Grained Entity Typing for Relation-Sparsity Entities**. 2020. In Proceedings of DASFAA. [[paper](https://link.springer.com/chapter/10.1007%2F978-3-030-59416-9_9)]



###  FET w/o Knowledge Bases (Unsupervised)



1. **Fine-grained Entity Typing without Knowledge Base**. 2021. In Proceedings of EMNLP. [[paper](https://aclanthology.org/2021.emnlp-main.431.pdf)]



### Generative Entity Types



1. **Generating Fine-Grained Open Vocabulary Entity Type Descriptions**. 2018. In Proceedings of ACL. [[paper](https://aclanthology.org/P18-1081.pdf)]



## Demos



1. **HYENA-live: Fine-Grained Online Entity Type Classification from Natural-language Text**. 2013. In Proceedings of ACL: System Demonstrations. [[paper](https://aclanthology.org/P13-4023.pdf)]

1. **SANE: System for Fine Grained Named Entity Typing on Textual Data**. 2017. In Proceedings of the Web Conference Companion. [[paper](http://dl.acm.org/citation.cfm?doid=3041021.3054724)]

1. **KCAT: A Knowledge-Constraint Typing Annotation Tool**. 2019. In Proceedings of ACL: System Demonstrations. [[paper](https://aclanthology.org/P19-3017.pdf)]



## Applications



1. **Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction**. 2014. In Proceeding of COLING. [[paper](https://aclanthology.org/C14-1199.pdf)]

1. **Fine-Grained Entity Typing for Domain Independent Entity Linking**. 2020. In Proceedings of AAAI. [[paper](https://www.cs.utexas.edu/~yasumasa/papers/et4el_arxiv.pdf)]



and a lot~