awesome-taxonomy
github.com/mickeysjm/awesome-taxonomy ↗A curated resource for taxonomy research
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174
Curated Resources
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5 hours ago
Last Refreshed
Book & Survey & TutorialsHypernymy Discovery & Lexical EntailmentConcept Taxonomy Construction (Instance-based Taxonomy)Topic Taxonomy Construction (Clustering-based Taxonomy)Taxonomy Expansion & EnrichmentTaxonomy ApplicationsJoint Taxonomy Construction and ApplicationMisc
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Hypernymy Discovery & Lexical Entailment
- A Family of Fuzzy Orthogonal Projection Models for Monolingual and Cross-lingual Hypernymy Prediction
- BiRRE: Learning Bidirectional Residual Relation Embeddings for Supervised Hypernymy Detection
- Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity
- Distributional Inclusion Vector Embedding for Unsupervised Hypernymy Detection
- Hearst Patterns Revisited: Automatic Hypernym Detection from Large Text Corpora
- Hierarchical Embeddings for Hypernymy Detection and Directionality
Concept Taxonomy Construction (Instance-based Taxonomy)
- A graph-based algorithm for inducing lexical taxonomies from scratch
- A Metric-based Framework for Automatic Taxonomy Induction
- A Semi-Supervised Method to Learn and Construct Taxonomies using the Web
- Automatic Taxonomy Extraction from Bipartite Graphs
- Chain-of-Layer: Iteratively Prompting Large Language Models for Taxonomy Induction from Limited Examples
- Comparing Constraints for Taxonomic Organization
Taxonomy Expansion & Enrichment
- A graph-based approach for ontology population with named entities
- A Hierarchical Dirichlet Model for Taxonomy Expansion for Search Engines
- A Single Vector Is Not Enough: Taxonomy Expansion via Box Embeddings
- Automatic Taxonomy Induction and Expansion
- DNG: Taxonomy Expansion by Exploring the Intrinsic Directed Structure on Non-Gaussian Space
- Enhancing Taxonomy Completion with Concept Generation via Fusing Relational Representations
Topic Taxonomy Construction (Clustering-based Taxonomy)
- A Phrase Mining Framework for Recursive Construction of a Topical Hierarchy
- Automatic Taxonomy Construction from Keywords
- CoRel: Seed-Guided Topical Taxonomy Construction by Concept Learning and Relation Transferring
- Efficient Methods for Inferring Large Sparse Topic Hierarchies
- https://github.com/franticnerd/taxogen
- https://github.com/teapot123/CoRel
Book & Survey & Tutorials
Taxonomy Applications
- A User-Centered Concept Mining System for Query and Document Understanding at TencentImprove Recommender System
- ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant SupervisionImprove Information Extraction
- Co-Embedding Network Nodes and Hierarchical Labels with Taxonomy Based Generative Adversarial NetworksHelp Network Embedding
- Enhancing Recommendation with Automated Tag Taxonomy Construction in Hyperbolic SpaceImprove Recommender System
- Hierarchical Taxonomy Aware Network EmbeddingHelp Network Embedding
- https://github.com/231sm/Reasoning_In_EEImprove Information Extraction
Misc
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