A curated resource for taxonomy research
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SemEval-2015 Task 17: Taxonomy Extraction Evaluation (TExEval-1), Home, Report
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SemEval-2016 Task 13: Taxonomy Extraction Evaluation (TExEval-2), Home, Report
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SemEval-2016 Task 14: Semantic Taxonomy Enrichment, Home, Report
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UnsupervisedHypernymy, Home, EACL 2017 paper, including 4 datasets:
- (Hypernymy Detection): EVAL, BLESS, LEDS (a.k.a Lenci/Benotto), Weeds
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HypernymySuite, Home, ACL 2018 paper, including (somewhat modified) datasets:
- (Hypernymy Detection): BLESS, LEDS, EVAL, SHWARTZ, WBLESS
- (Hypernymy Direction): BLESS, WBLESS, BIBLESS
- (Graded Entailment): HyperLex
- [ACL 2017] A Short Survey on Taxonomy Learning from Text Corpora: Issues, Resources and Recent Advances
- [IJCAI 2015] Learning Term Embeddings for Hypernymy Identification
- [ACL 2016] Improving Hypernymy Detection with an Integrated Path-based and Distributional Method (HypeNet)
- [COLING 2016 CogALex-V] LexNET -- Integrated Path-based and Distributional Method for the Identification of Semantic Relations
- [SemEval 2016] TAXI at SemEval-2016 Task 13: a Taxonomy Induction Method based on Lexico-Syntactic Patterns, Substrings and Focused Crawling
- [EMNLP 2016] Relations such as Hypernymy: Identifying and Exploiting Hearst Patterns in Distributional Vectors for Lexical Entailment
- [EMNLP 2016] Learning Term Embeddings for Taxonomic Relation Identification Using Dynamic Weighting Neural Network
- [EACL 2017] Hypernyms under Siege: Linguistically-motivated Artillery for Hypernymy Detection
- [EMNLP 2017] Hierarchical Embeddings for Hypernymy Detection and Directionality (HyperVec)
- [NAACL 2018] Distributional Inclusion Vector Embedding for Unsupervised Hypernymy Detection
- [NAACL 2018] Specialising Word Vectors for Lexical Entailment
- [SEM 2018] Term Definitions Help Hypernymy Detection
- Hearst Patterns Revisited: Automatic Hypernym Detection from Large Text Corpora [ACL 2018]
- [AAAI 2019] Improving Hypernymy Prediction via Taxonomy Enhanced Adversarial Learning
- [WWW 2019] A Family of Fuzzy Orthogonal Projection Models for Monolingual and Cross-lingual Hypernymy Prediction
- [CIKM 2019] Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity
- [AAAI 2020] Hypernym Detection Using Strict Partial Order Networks
- [ACL 2020] BiRRE: Learning Bidirectional Residual Relation Embeddings for Supervised Hypernymy Detection
- [ACL 2020] Hypernymy Detection for Low-Resource Languages via Meta Learning
- [ACL 2006] Semantic Taxonomy Induction from Heterogenous Evidence
- [AAAI 2007] Deriving a Large Scale Taxonomy from Wikipedia
- [ACL 2009] A Metric-based Framework for Automatic Taxonomy Induction
- [EMNLP 2010] A Semi-Supervised Method to Learn and Construct Taxonomies using the Web
- [CIKM 2010] MENTA: Inducing Multilingual Taxonomies from Wikipedia
- [IJCAI 2011] A graph-based algorithm for inducing lexical taxonomies from scratch
- [SIGMOD 2012] Probase: A probabilistic taxonomy for text understanding
- [ACL 2014]Learning Semantic Hierarchies via Word Embeddings
- [ACL 2014] Two Is Bigger (and Better) Than One -- the Wikipedia Bitaxonomy Project
- Resources: http://wibitaxonomy.org/
- [ACL 2014] Structured Learning for Taxonomy Induction with Belief Propagation
- [EMNLP 2014] Taxonomy Construction Using Syntactic Contextual Evidence
- [EMNLP 2015] Incorporating Trustiness and Collective Synonym and Contrastive Evidence into Taxonomy Construction
- [ICDM 2015] Automatic Taxonomy Extraction from Bipartite Graphs
- [ACL 2016] Learning Concept Taxonomies from Multi-modal Data
- [COLING 2016] Revisiting Taxonomy Induction over Wikipedia
- [CIKM 2017] Taxonomy Induction using Hypernym Subsequences
- [NAACL 2018 ] Comparing Constraints for Taxonomic Organization
- [KDD 2018] HiExpan: Task-Guided Taxonomy Construction by Hierarchical Tree Expansion
- [ACL 2018] End-to-End Reinforcement Learning for Automatic Taxonomy Induction
- [ACL 2019] Inferring Concept Hierarchies from Text Corpora via Hyperbolic Embeddings
- [ACL 2020] Taxonomy Construction of Unseen Domains via Graph-based Cross-Domain Knowledge Transfer
- [KDD 2012] Automatic Taxonomy Construction from Keywords
- [KDD 2013] A Phrase Mining Framework for Recursive Construction of a Topical Hierarchy
- [ACL 2015] Efficient Methods for Inferring Large Sparse Topic Hierarchies
- [KDD 2018] TaxoGen: Unsupervised Topic Taxonomy Construction by Adaptive Term Embedding and Clustering
- [WWW 2020] NetTaxo: Automated Topic Taxonomy Construction from Text-Rich Network
- [KDD 2020] CoRel: Seed-Guided Topical Taxonomy Construction by Concept Learning and Relation Transferring
- [CIKM 2012] A graph-based approach for ontology population with named entities
- [WWW 2014] A Hierarchical Dirichlet Model for Taxonomy Expansion for Search Engines
- [NAACL 2015] Reserating the awesometastic: An automatic extension of the WordNet taxonomy for novel terms
- [SemEval 2016] SemEval-2016 Task 14: Semantic Taxonomy Enrichment
- [SIGIR 2018] Enriching Taxonomies With Functional Domain Knowledge
- [ACL 2019] Every child should have parents: a taxonomy refinement algorithm based on hyperbolic term embeddings
- [ACL 2019] Automatic Taxonomy Induction and Expansion
- [AKBC 2019] Synonym Expansion for Large Shopping Taxonomies
- [WWW 2020] Expanding Taxonomies with Implicit Edge Semantics
- Website w/ code, slides, video, etc.: https://cmuarborist.github.io/
- [WWW 2020] TaxoExpan: Self-supervised Taxonomy Expansion with Position-Enhanced Graph Neural Network
- [KDD 2020] STEAM: Self-Supervised Taxonomy Expansion with Mini-Paths
- [KDD 2020] Octet: Online Catalog Taxonomy Enrichment with Self-Supervision
- [CIKM 2004] Taxonomy-driven computation of product recommendations
- [VLDB 2012] Supercharging Recommender Systems using Taxonomies for Learning User Purchase Behavior
- [WSDM 2019] Taxonomy-Aware Multi-Hop Reasoning Networks for Sequential Recommendation
- [KDD 2019] A User-Centered Concept Mining System for Query and Document Understanding at Tencent
- [KDD 2019] Universal Representation Learning of Knowledge Bases by Jointly Embedding Instances and Ontological Concepts
- [CIKM 2019] STAR: Spatio-Temporal Taxonomy-Aware Tag Recommendation for Citizen Complaints.pdf
- [ACL 2020] TXtract: Taxonomy-Aware Knowledge Extraction for Thousands of Product Categories