DWUG: A large Resource of Diachronic Word Usage Graphs in Four Languages
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Abstract (arXiv)
Word meaning is notoriously difficult to capture, both synchronically and diachronically. In this paper, we describe the creation of the largest resource of graded contextualized, diachronic word meaning annotation in four different languages, based on 100,000 human semantic proximity judgments. We thoroughly describe the multi-round incremental annotation process, the choice for a clustering algorithm to group usages into senses, and possible - diachronic and synchronic - uses for this dataset.
Key facts. Cited by 25 papers in the map (data through 7 Oct 2026). Builds on 10 of its 62 references that are in the map. First posted on arXiv 17 Apr 2021.
Builds on
10 of 62 references.
References · 10
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2018Deep contextualized word representationscited by 2,285
- 2020SemEval-2020 Task 1: Unsupervised Lexical Semantic Change Detectioncited by 105
- 2020Analysing Lexical Semantic Change with Contextualised Word Representationscited by 92
- 2018Diachronic Usage Relatedness (DURel): A Framework for the Annotation of Lexical Semantic Changecited by 35
- 2020RuSemShift: a dataset of historical lexical semantic change in Russiancited by 16
- 2019CoSimLex: A Resource for Evaluating Graded Word Similarity in Contextcited by 13
- 2019GASC: Genre-Aware Semantic Change for Ancient Greekcited by 10
- 2017German in Flux: Detecting Metaphoric Change via Word Entropycited by 4
- 2021Lexical semantic change for Ancient Greek and Latincited by 4
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Citing papers per year: 2021: 2; 2022: 4; 2023: 3; 2024: 13; 2025: 2; 2026: 1.
25 papers.
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- 2023A Survey on Contextualised Semantic Shift Detectioncited by 21
- 2024A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic Changecited by 21
- 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysiscited by 19
- 2021Lexical Semantic Change Discoverycited by 13
- 2021Three-part diachronic semantic change dataset for Russiancited by 11
- 2022LSCDiscovery: A shared task on semantic change discovery and detection in Spanishcited by 11
- 2024Graph-based Clustering for Detecting Semantic Change Across Time and Languagescited by 10
- 2022NorDiaChange: Diachronic Semantic Change Dataset for Norwegiancited by 7
- 2022RuDSI: graph-based word sense induction dataset for Russiancited by 7
- 2023The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Changecited by 7
- 2024(Chat)GPT v BERT: Dawn of Justice for Semantic Change Detectioncited by 7
- 2024Using Synchronic Definitions and Semantic Relations to Classify Semantic Change Typescited by 7
13 more
- 2024Definition generation for lexical semantic change detectioncited by 7
- 2024The Impact of Word Splitting on the Semantic Content of Contextualized Word Representationscited by 6
- 2024Towards Automating Text Annotation: A Case Study on Semantic Proximity Annotation using GPT-4cited by 6
- 2025SCDTour: Embedding Axis Ordering and Merging for Interpretable Semantic Change Detectioncited by 4
- 2022Contextualized Sensorimotor Norms: multi-dimensional measures of sensorimotor strength for ambiguous English words, in contextcited by 3
- 2024The LSCD Benchmark: a Testbed for Diachronic Word Meaning Taskscited by 2
- 2024Quantifying Lexical Semantic Shift via Unbalanced Optimal Transportcited by 2
- 2024Enriching Word Usage Graphs with Cluster Definitionscited by 1
- 2024Multilingual Substitution-based Word Sense Inductioncited by 1
- 2024Historical Ink: Semantic Shift Detection for 19th Century Spanishcited by 1
- 2024JuniperLiu at CoMeDi Shared Task: Models as Annotators in Lexical Semantics Disagreementscited by 0
- 2025XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classificationcited by 0
- 2026Coupled Usage-Sense Processes: Temporal and Attributable Lexical Semantic Changecited by 0
- 2026Coupled Usage-Sense Processes: Temporal and Attributable Lexical Semantic Change25 Sep 2026
- 2025SCDTour: Embedding Axis Ordering and Merging for Interpretable Semantic Change Detection15 Sep 2025
- 2025XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classification19 Jul 2025
- 2024Quantifying Lexical Semantic Shift via Unbalanced Optimal Transport17 Dec 2024
- 2024JuniperLiu at CoMeDi Shared Task: Models as Annotators in Lexical Semantics Disagreements19 Nov 2024
- 2024Historical Ink: Semantic Shift Detection for 19th Century Spanish8 Jul 2024
- 2024Towards Automating Text Annotation: A Case Study on Semantic Proximity Annotation using GPT-44 Jul 2024
- 2024Definition generation for lexical semantic change detection20 Jun 2024
- 2024Using Synchronic Definitions and Semantic Relations to Classify Semantic Change Types5 Jun 2024
- 2024Multilingual Substitution-based Word Sense Induction17 May 2024
- 2024The LSCD Benchmark: a Testbed for Diachronic Word Meaning Tasks29 Mar 2024
- 2024Enriching Word Usage Graphs with Cluster Definitions26 Mar 2024
13 more
- 2024The Impact of Word Splitting on the Semantic Content of Contextualized Word Representations22 Feb 2024
- 2024A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic Change19 Feb 2024
- 2024Graph-based Clustering for Detecting Semantic Change Across Time and Languages1 Feb 2024
- 2024(Chat)GPT v BERT: Dawn of Justice for Semantic Change Detection25 Jan 2024
- 2023The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Change21 Nov 2023
- 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysis19 May 2023
- 2023A Survey on Contextualised Semantic Shift Detection4 Apr 2023
- 2022RuDSI: graph-based word sense induction dataset for Russian28 Sep 2022
- 2022LSCDiscovery: A shared task on semantic change discovery and detection in Spanish13 May 2022
- 2022Contextualized Sensorimotor Norms: multi-dimensional measures of sensorimotor strength for ambiguous English words, in context10 Mar 2022
- 2022NorDiaChange: Diachronic Semantic Change Dataset for Norwegian13 Jan 2022
- 2021Three-part diachronic semantic change dataset for Russian15 Jun 2021
- 2021Lexical Semantic Change Discovery6 Jun 2021
- 2023A Survey on Contextualised Semantic Shift Detectioncited by 21
- 2024A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic Changecited by 21
- 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysiscited by 19
- 2021Lexical Semantic Change Discoverycited by 13
- 2021Three-part diachronic semantic change dataset for Russiancited by 11
- 2022LSCDiscovery: A shared task on semantic change discovery and detection in Spanishcited by 11
- 2024Graph-based Clustering for Detecting Semantic Change Across Time and Languagescited by 10
- 2022NorDiaChange: Diachronic Semantic Change Dataset for Norwegiancited by 7
- 2022RuDSI: graph-based word sense induction dataset for Russiancited by 7
- 2023The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Changecited by 7
- 2024(Chat)GPT v BERT: Dawn of Justice for Semantic Change Detectioncited by 7
- 2024Using Synchronic Definitions and Semantic Relations to Classify Semantic Change Typescited by 7
12 most cited of 25 All 25 (JSON)
- 2026Coupled Usage-Sense Processes: Temporal and Attributable Lexical Semantic Change25 Sep 2026
- 2025SCDTour: Embedding Axis Ordering and Merging for Interpretable Semantic Change Detection15 Sep 2025
- 2025XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classification19 Jul 2025
- 2024Quantifying Lexical Semantic Shift via Unbalanced Optimal Transport17 Dec 2024
- 2024JuniperLiu at CoMeDi Shared Task: Models as Annotators in Lexical Semantics Disagreements19 Nov 2024
- 2024Historical Ink: Semantic Shift Detection for 19th Century Spanish8 Jul 2024
- 2024Towards Automating Text Annotation: A Case Study on Semantic Proximity Annotation using GPT-44 Jul 2024
- 2024Definition generation for lexical semantic change detection20 Jun 2024
- 2024Using Synchronic Definitions and Semantic Relations to Classify Semantic Change Types5 Jun 2024
- 2024Multilingual Substitution-based Word Sense Induction17 May 2024
- 2024The LSCD Benchmark: a Testbed for Diachronic Word Meaning Tasks29 Mar 2024
- 2024Enriching Word Usage Graphs with Cluster Definitions26 Mar 2024
12 newest of 25 All 25 (JSON)