Must-read papers on Fine-grained Entity Typing

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 drogozhang@gmail.com.

Datasets

1. BBN [link]
2. OntoNotes [link] [paper]
3. FIGER [link] [paper]
4. MedMentions [link] [paper]
5. UFET [link] [paper]
6. Chinese FET [link] [paper]
7. ChemNER [link] [paper]

Papers

Traditional Methods

1. Fine Grained Classification of Named Entities. 2002. In Proceedings of COLING. [paper]
2. Inducing Fine-Grained Semantic Classes via Hierarchical and Collective Classification. 2010. In Proceedings of COLING. [paper]
3. Fine-Grained Entity Recognition. 2012. In Proceedings of AAAI. [paper]
4. HYENA: Hierarchical Type Classification for Entity Names. 2012. In Proceedings of COLING. [paper]
5. Context-Dependent Fine-Grained Entity Type Tagging. 2014. In ArXiv preprint. [paper]
6. Embedding Methods for Fine Grained Entity Type Classification. 2015. In Proceedings of ACL. [paper]
7. Fine-Grained Entity Typing with High-Multiplicity Assignments. 2017. In Proceedings of ACL. [paper]

Neural Methods

Mention Representation Learning

1. FINET: Context-Aware Fine-Grained Named Entity Typing. 2015. In Proceedings of EMNLP. [paper]
2. An Attentive Neural Architecture for Fine-grained Entity Type Classification. 2016. In Proceedings of AKBC. [paper]
3. End-to-End Trainable Attentive Decoder for Hierarchical Entity Classification. 2017. In Proceedings of EACL. [paper]
4. Multi-level Representations for Fine-Grained Typing of Knowledge Base Entities. 2017. In Proceedings of EACL. [paper]
5. Fine-grained Entity Typing through Increased Discourse Context and Adaptive Classification Thresholds. 2018. In Proceedings of *SEM. [paper]
6. Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model. 2021. In Proceedings of ACL. [paper]

Label Information Exploitation

1. Fine-Grained Entity Type Classification by Jointly Learning Representations and Label Embeddings. 2017. In Proceedings of EACL. [paper]
2. Neural Architectures for Fine-grained Entity Type Classification. 2017. In Proceedings of EACL. [paper]
3. Hierarchical Losses and New Resources for Fine-grained Entity Typing and Linking. 2018. In Proceedings of ACL. [paper]
4. Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss. 2018. In Proceedings of NAACL. [paper]
5. An Attentive Fine-Grained Entity Typing Model with Latent Type Representation. 2019. In Proceedings of EMNLP-IJCNLP. [paper]
6. Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing. 2019. In Proceedings of NAACL.[paper]
7. Hierarchical Entity Typing via Multi-level Learning to Rank. 2020. In Proceedings of ACL. [paper]
8. Fine-grained Entity Typing via Label Reasoning. 2021. In Proceedings of EMNLP. [paper]
9. Enhancing Label Representations with Relational Inductive Bias Constraint for Fine-Grained Entity Typing. 2021. In Proceedings of IJCAI. [paper]

External Knowledge

1. Improving Neural Fine-Grained Entity Typing with Knowledge Attention. 2018. In Proceedings of AAAI. [paper]
2. Improving Fine-grained Entity Typing with Entity Linking. 2019. In Proceedings of EMNLP-IJCNLP. [paper]

Type Modeling

1. A Fully Hyperbolic Neural Model for Hierarchical Multi-Class Classification. 2020. In Findings of EMNLP. [paper]
2. Modeling Fine-Grained Entity Types with Box Embeddings. 2021. In Proceedings of ACL-IJCNLP. [paper]

Distant Supervision (Noise Reduction)

1. Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding. 2016. In Proceedings of KDD. [paper]
2. AFET: Automatic Fine-Grained Entity Typing by Hierarchical Partial-Label Embedding. 2016. In Proceedings of EMNLP. [paper]
3. Noise Mitigation for Neural Entity Typing and Relation Extraction. 2017. In Proceedings of EACL. [paper]
4. Put It Back: Entity Typing with Language Model Enhancement. 2018. In Proceedings of EMNLP. [paper]
5. Modeling Noisy Hierarchical Types in Fine-Grained Entity Typing: A Content-Based Weighting Approach. 2019. In Proceedings of IJCAI. [paper]
6. Improving Distantly-supervised Entity Typing with Compact Latent Space Clustering. 2019. In Proceedings of NAACL. [paper]
7. Fine-Grained Named Entity Typing over Distantly Supervised Data Based on Refined Representations. 2020. In Proceedings of AAAI. [paper]
8. Learning with Noise: Improving Distantly-Supervised Fine-grained Entity Typing via Automatic Relabeling. 2020. In Proceedings of IJCAI. [paper]
9. CHEMNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision. 2021. In Proceedings of EMNLP. [paper]

Zero-shot FET

1. Label Embedding for Zero-shot Fine-grained Named Entity Typing. 2016. In Proceedings of COLING. [paper]
2. OTyper: A Neural Architecture for Open Named Entity Typing. 2018. In Proceedings of AAAI. [paper]
3. Zero-Shot Open Entity Typing as Type-Compatible Grounding. 2018. In Proceedings of EMNLP. [paper]
4. Description-Based Zero-shot Fine-Grained Entity Typing. 2019. In Proceedings of NAACL. [paper]
5. MZET: Memory Augmented Zero-Shot Fine-grained Named Entity Typing. 2020. In Proceedings of COLING. [paper]
6. Neural Zero-Shot Fine-Grained Entity Typing. 2020. In Proceedings of the Web Conference. [paper]
7. An Empirical Study on Multiple Information Sources for Zero-Shot Fine-Grained Entity Typing. 2021. In Proceedings of EMNLP. [paper]

Corpus-level FET

1. Corpus-level Fine-grained Entity Typing Using Contextual Information. 2015. In Proceedings of EMNLP. [paper]
2. Corpus-Level Fine-Grained Entity Typing. 2017. In JAIR. [paper]

Emerging Entities

1. Fine-grained Semantic Typing of Emerging Entities. 2013. In Proceedings of ACL. [paper]
2. Fine-grained Typing of Emerging Entities in Microblogs. 2021. In Findings of EMNLP. [paper]

FET in Knowledge Bases

1. Attributed and Predictive Entity Embedding for Fine-Grained Entity Typing in Knowledge Bases. 2018. In Proceedings of COLING. [paper]
2. Fine-Grained Entity Typing via Hierarchical Multi Graph Convolutional Networks. 2019. In Proceedings of EMNLP-IJCNLP. [paper]
3. Fine-Grained Entity Typing for Relation-Sparsity Entities. 2020. In Proceedings of DASFAA. [paper]

FET w/o Knowledge Bases (Unsupervised)

1. Fine-grained Entity Typing without Knowledge Base. 2021. In Proceedings of EMNLP. [paper]

Generative Entity Types

1. Generating Fine-Grained Open Vocabulary Entity Type Descriptions. 2018. In Proceedings of ACL. [paper]

Demos

1. HYENA-live: Fine-Grained Online Entity Type Classification from Natural-language Text. 2013. In Proceedings of ACL: System Demonstrations. [paper]
2. SANE: System for Fine Grained Named Entity Typing on Textual Data. 2017. In Proceedings of the Web Conference Companion. [paper]
3. KCAT: A Knowledge-Constraint Typing Annotation Tool. 2019. In Proceedings of ACL: System Demonstrations. [paper]

Applications

1. Exploring Fine-grained Entity Type Constraints for Distantly Supervised Relation Extraction. 2014. In Proceeding of COLING. [paper]
2. Fine-Grained Entity Typing for Domain Independent Entity Linking. 2020. In Proceedings of AAAI. [paper]

and a lot~