Survey of Computational Approaches to Lexical Semantic Change
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Abstract (arXiv)
Our languages are in constant flux driven by external factors such as cultural, societal and technological changes, as well as by only partially understood internal motivations. Words acquire new meanings and lose old senses, new words are coined or borrowed from other languages and obsolete words slide into obscurity. Understanding the characteristics of shifts in the meaning and in the use of words is useful for those who work with the content of historical texts, the interested general public, but also in and of itself. The findings from automatic lexical semantic change detection, and the models of diachronic conceptual change are currently being incorporated in approaches for measuring document across-time similarity, information retrieval from long-term document archives, the design of OCR algorithms, and so on. In recent years we have seen a surge in interest in the academic community in computational methods and tools supporting inquiry into diachronic conceptual change and lexical replacement. This article is an extract of a survey of recent computational techniques to tackle lexical semantic change currently under review. In this article we focus on diachronic conceptual change as an extension of semantic change.
Key facts. Cited by 62 papers in the map (data through 14 Oct 2026). First posted on arXiv 15 Nov 2018.
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Citing papers per year: 2021: 12; 2022: 9; 2023: 12; 2024: 16; 2025: 2; 2026: 11.
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- 2021Time Masking for Temporal Language Modelscited by 46
- 2023A Survey on Contextualised Semantic Shift Detectioncited by 22
- 2021Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corporacited by 21
- 2022Temporal Attention for Language Modelscited by 21
- 2022Contextualized language models for semantic change detection: lessons learnedcited by 20
- 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysiscited by 19
- 2023The ACL OCL Corpus: Advancing Open Science in Computational Linguisticscited by 17
- 2021Challenges for Computational Lexical Semantic Changecited by 16
- 2022HistBERT: A Pre-trained Language Model for Diachronic Lexical Semantic Analysiscited by 11
- 2022LSCDiscovery: A shared task on semantic change discovery and detection in Spanishcited by 11
- 2024Robustness of Large Language Models to Perturbations in Textcited by 11
- 2023Can Word Sense Distribution Detect Semantic Changes of Words?cited by 10
38 more
- 2024ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper Pagescited by 10
- 2023Substitution-based Semantic Change Detection using Contextual Embeddingscited by 9
- 2023Unsupervised Semantic Variation Prediction using the Distribution of Sibling Embeddingscited by 8
- 2024(Chat)GPT v BERT: Dawn of Justice for Semantic Change Detectioncited by 8
- 2021Neural Language Models for Nineteenth-Century Englishcited by 7
- 2022NorDiaChange: Diachronic Semantic Change Dataset for Norwegiancited by 7
- 2024Analyzing Semantic Change through Lexical Replacementscited by 7
- 2023textitSwap and Predict -- Predicting the Semantic Changes in Words across Corpora by Context Swappingcited by 6
- 2024Survey in Characterizing Semantic Changecited by 5
- 2024A Semantic Distance Metric Learning approach for Lexical Semantic Change Detectioncited by 5
- 2024Semantic Change Characterization with LLMs using Rhetoricscited by 5
- 2021Lexical semantic change for Ancient Greek and Latincited by 4
- 2021Semantic Journeys: Quantifying Change in Emoji Meaning from 2012-2018cited by 4
- 2021A diachronic evaluation of gender asymmetry in euphemismcited by 4
- 2021Capturing Stance Dynamics in Social Media: Open Challenges and Research Directionscited by 4
- 2024Investigating the Contextualised Word Embedding Dimensions Specified for Contextual and Temporal Semantic Changescited by 4
- 2022Letters From the Past: Modeling Historical Sound Change Through Diachronic Character Embeddingscited by 3
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergencescited by 3
- 2024A Multidimensional Framework for Evaluating Lexical Semantic Change with Social Science Applicationscited by 3
- 2024To Word Senses and Beyond: Inducing Concepts with Contextualized Language Modelscited by 3
- 2024Tracing the Development of the Virtual Particle Concept Using Semantic Change Detectioncited by 3
- 2026Transparent Semantic Change Detection with Dependency-Based Profilescited by 3
- 2023Computational modeling of semantic changecited by 2
- 2023Large Language Models on Lexical Semantic Change Detection: An Evaluationcited by 2
- 2024Incremental Affinity Propagation based on Cluster Consolidation and Stratificationcited by 2
- 2025Hybrid Retrieval-Augmented Generation for Robust Multilingual Document Question Answeringcited by 2
- 2026ReFRAME or Remain: Unsupervised Lexical Semantic Change Detection with Frame Semanticscited by 2
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writingcited by 2
- 2021Measuring diachronic sense change: new models and Monte Carlo methods for Bayesian inferencecited by 1
- 2022SCoT: Sense Clustering over Time: a tool for the analysis of lexical changecited by 1
- 2022Probabilistic Embeddings with Laplacian Graph Priorscited by 1
- 2023Characterizing and Measuring Linguistic Dataset Driftcited by 1
- 2024Tracking Semantic Change in Slovene: A Novel Dataset and Optimal Transport-Based Distancecited by 1
- 2026Improving Interpretability of Lexical Semantic Change with Neurobiological Featurescited by 1
- 2021DUKweb: Diachronic word representations from the UK Web Archive corpuscited by 0
- 2021Text analysis and deep learning: A network approachcited by 0
- 2021Change Summarization of Diachronic Scholarly Paper Collections by Semantic Evolution Analysiscited by 0
- 2022Domain-Specific Word Embeddings with Structure Predictioncited by 0
50 most cited of 62 All 62 (JSON)
- 2026KoAGE: Do Large Language Models Know, Learn, and Coin Korean Neologisms?14 Oct 2026
- 2026Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhala8 Sep 2026
- 2026Drift-Aware Temporal Graph Rewiring (DATGR) for Adaptive Semantic Modeling in Biomedical Text9 Jul 2026
- 2026The BD-LSC Dataset: Facilitating the Benchmarking of Models for Lexical Semantic Change Detection in Slang and Standard Usage15 Jun 2026
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing25 May 2026
- 2026What Are LLMs Doing to Scientific Communication? Measuring Changes in Writing Practices and Reading Experience19 May 2026
- 2026DariMis: Harm-Aware Modeling for Dari Misinformation Detection on YouTube24 Mar 2026
- 2026From sunblock to softblock: Analyzing the correlates of neology in published writing and on social media13 Feb 2026
- 2026Improving Interpretability of Lexical Semantic Change with Neurobiological Features10 Feb 2026
- 2026ReFRAME or Remain: Unsupervised Lexical Semantic Change Detection with Frame Semantics4 Feb 2026
- 2026Transparent Semantic Change Detection with Dependency-Based Profiles6 Jan 2026
- 2025AETAS: Analysis of Evolving Temporal Affect and Semantics for Legal History20 Dec 2025
38 more
- 2025Hybrid Retrieval-Augmented Generation for Robust Multilingual Document Question Answering14 Dec 2025
- 2024Words and Action: Modeling Linguistic Leadership in #BlackLivesMatter Communities3 Dec 2024
- 2024Tracing the Development of the Virtual Particle Concept Using Semantic Change Detection22 Oct 2024
- 2024Semantic Change Characterization with LLMs using Rhetorics23 Jul 2024
- 2024Robustness of Large Language Models to Perturbations in Text12 Jul 2024
- 2024Investigating the Contextualised Word Embedding Dimensions Specified for Contextual and Temporal Semantic Changes3 Jul 2024
- 2024To Word Senses and Beyond: Inducing Concepts with Contextualized Language Models28 Jun 2024
- 2024Le sens de la famille : analyse du vocabulaire de la parent'e par les plongements de mots28 Jun 2024
- 2024A Multidimensional Framework for Evaluating Lexical Semantic Change with Social Science Applications10 Jun 2024
- 2024Analyzing Semantic Change through Lexical Replacements29 Apr 2024
- 2024ChroniclingAmericaQA: A Large-scale Question Answering Dataset based on Historical American Newspaper Pages26 Mar 2024
- 2024A Semantic Distance Metric Learning approach for Lexical Semantic Change Detection1 Mar 2024
- 2024Survey in Characterizing Semantic Change29 Feb 2024
- 2024Tracking Semantic Change in Slovene: A Novel Dataset and Optimal Transport-Based Distance26 Feb 2024
- 2024Syntactic Language Change in English and German: Metrics, Parsers, and Convergences18 Feb 2024
- 2024Incremental Affinity Propagation based on Cluster Consolidation and Stratification25 Jan 2024
- 2024(Chat)GPT v BERT: Dawn of Justice for Semantic Change Detection25 Jan 2024
- 2023Large Language Models on Lexical Semantic Change Detection: An Evaluation10 Dec 2023
- 2023An Embedded Diachronic Sense Change Model with a Case Study from Ancient Greek1 Nov 2023
- 2023Can Word Sense Distribution Detect Semantic Changes of Words?16 Oct 2023
- 2023textitSwap and Predict -- Predicting the Semantic Changes in Words across Corpora by Context Swapping16 Oct 2023
- 2023Substitution-based Semantic Change Detection using Contextual Embeddings5 Sep 2023
- 2023A Tale of Two Laws of Semantic Change: Predicting Synonym Changes with Distributional Semantic Models30 May 2023
- 2023Characterizing and Measuring Linguistic Dataset Drift26 May 2023
- 2023The ACL OCL Corpus: Advancing Open Science in Computational Linguistics24 May 2023
- 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysis19 May 2023
- 2023Unsupervised Semantic Variation Prediction using the Distribution of Sibling Embeddings15 May 2023
- 2023Computational modeling of semantic change13 Apr 2023
- 2023A Survey on Contextualised Semantic Shift Detection4 Apr 2023
- 2022Domain-Specific Word Embeddings with Structure Prediction6 Oct 2022
- 2022Contextualized language models for semantic change detection: lessons learned31 Aug 2022
- 2022Letters From the Past: Modeling Historical Sound Change Through Diachronic Character Embeddings17 May 2022
- 2022LSCDiscovery: A shared task on semantic change discovery and detection in Spanish13 May 2022
- 2022Probabilistic Embeddings with Laplacian Graph Priors25 Mar 2022
- 2022SCoT: Sense Clustering over Time: a tool for the analysis of lexical change18 Mar 2022
- 2022HistBERT: A Pre-trained Language Model for Diachronic Lexical Semantic Analysis8 Feb 2022
- 2022Temporal Attention for Language Models4 Feb 2022
- 2022NorDiaChange: Diachronic Semantic Change Dataset for Norwegian13 Jan 2022
50 newest of 62 All 62 (JSON)
- 2021Time Masking for Temporal Language Modelscited by 46
- 2023A Survey on Contextualised Semantic Shift Detectioncited by 22
- 2021Simple, Interpretable and Stable Method for Detecting Words with Usage Change across Corporacited by 21
- 2022Temporal Attention for Language Modelscited by 21
- 2022Contextualized language models for semantic change detection: lessons learnedcited by 20
- 2023Interpretable Word Sense Representations via Definition Generation: The Case of Semantic Change Analysiscited by 19
- 2023The ACL OCL Corpus: Advancing Open Science in Computational Linguisticscited by 17
- 2021Challenges for Computational Lexical Semantic Changecited by 16
- 2022HistBERT: A Pre-trained Language Model for Diachronic Lexical Semantic Analysiscited by 11
- 2022LSCDiscovery: A shared task on semantic change discovery and detection in Spanishcited by 11
- 2024Robustness of Large Language Models to Perturbations in Textcited by 11
- 2023Can Word Sense Distribution Detect Semantic Changes of Words?cited by 10
12 most cited of 61 All 61 (JSON)
- 2026KoAGE: Do Large Language Models Know, Learn, and Coin Korean Neologisms?14 Oct 2026
- 2026Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhala8 Sep 2026
- 2026Drift-Aware Temporal Graph Rewiring (DATGR) for Adaptive Semantic Modeling in Biomedical Text9 Jul 2026
- 2026The BD-LSC Dataset: Facilitating the Benchmarking of Models for Lexical Semantic Change Detection in Slang and Standard Usage15 Jun 2026
- 2026AI-Associated Lexical Shifts Across 34 Languages: Cross-Lingual Convergence and Diachronic Uptake in News Writing25 May 2026
- 2026What Are LLMs Doing to Scientific Communication? Measuring Changes in Writing Practices and Reading Experience19 May 2026
- 2026DariMis: Harm-Aware Modeling for Dari Misinformation Detection on YouTube24 Mar 2026
- 2026From sunblock to softblock: Analyzing the correlates of neology in published writing and on social media13 Feb 2026
- 2026Improving Interpretability of Lexical Semantic Change with Neurobiological Features10 Feb 2026
- 2026ReFRAME or Remain: Unsupervised Lexical Semantic Change Detection with Frame Semantics4 Feb 2026
- 2026Transparent Semantic Change Detection with Dependency-Based Profiles6 Jan 2026
- 2025AETAS: Analysis of Evolving Temporal Affect and Semantics for Legal History20 Dec 2025
12 newest of 61 All 61 (JSON)