mlsanityData to 14 Oct 2026

The DURel Annotation Tool: Human and Computational Measurement of Semantic Proximity, Sense Clusters and Semantic Change

arXiv 2311.12664 ↗First posted 21 Nov 2023cs.CL cs.AIcited by 7

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Abstract (arXiv)

We present the DURel tool that implements the annotation of semantic proximity between uses of words into an online, open source interface. The tool supports standardized human annotation as well as computational annotation, building on recent advances with Word-in-Context models. Annotator judgments are clustered with automatic graph clustering techniques and visualized for analysis. This allows to measure word senses with simple and intuitive micro-task judgments between use pairs, requiring minimal preparation efforts. The tool offers additional functionalities to compare the agreement between annotators to guarantee the inter-subjectivity of the obtained judgments and to calculate summary statistics giving insights into sense frequency distributions, semantic variation or changes of senses over time.

Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). Builds on 12 of its 39 references that are in the map. First posted on arXiv 21 Nov 2023.

Builds on

12 of 39 references.

References · 12

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,599
  3. 2019Unsupervised Cross-lingual Representation Learning at Scalecited by 3,935
  4. 2018Deep contextualized word representationscited by 2,290
  5. 2020DeBERTa: Decoding-enhanced BERT with Disentangled Attentioncited by 2,181
  6. 2018WiC: the Word-in-Context Dataset for Evaluating Context-Sensitive Meaning Representationscited by 372
  7. 2020SemEval-2020 Task 1: Unsupervised Lexical Semantic Change Detectioncited by 108
  8. 2020Analysing Lexical Semantic Change with Contextualised Word Representationscited by 92
  9. 2022POTATO: The Portable Text Annotation Toolcited by 64
  10. 2018Diachronic Usage Relatedness (DURel): A Framework for the Annotation of Lexical Semantic Changecited by 35
  11. 2021DWUG: A large Resource of Diachronic Word Usage Graphs in Four Languagescited by 26
  12. 2019CoSimLex: A Resource for Evaluating Graded Word Similarity in Contextcited by 13

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Citing papers per year: 2024: 6; 2025: 1.

7 papers.