Historical Ink: Semantic Shift Detection for 19th Century Spanish
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Abstract (arXiv)
This paper explores the evolution of word meanings in 19th-century Spanish texts, with an emphasis on Latin American Spanish, using computational linguistics techniques. It addresses the Semantic Shift Detection (SSD) task, which is crucial for understanding linguistic evolution, particularly in historical contexts. The study focuses on analyzing a set of Spanish target words. To achieve this, a 19th-century Spanish corpus is constructed, and a customizable pipeline for SSD tasks is developed. This pipeline helps find the senses of a word and measure their semantic change between two corpora using fine-tuned BERT-like models with old Spanish texts for both Latin American and general Spanish cases. The results provide valuable insights into the cultural and societal shifts reflected in language changes over time.
Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 11 of its 27 references that are in the map. First posted on arXiv 8 Jul 2024.
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References · 11
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
- 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,346
- 2020Analysing Lexical Semantic Change with Contextualised Word Representationscited by 92
- 2023Spanish Pre-trained BERT Model and Evaluation Datacited by 81
- 2016Cultural Shift or Linguistic Drift? Comparing Two Computational Measures of Semantic Changecited by 63
- 2018Diachronic Usage Relatedness (DURel): A Framework for the Annotation of Lexical Semantic Changecited by 35
- 2021DWUG: A large Resource of Diachronic Word Usage Graphs in Four Languagescited by 25
- 2020Capturing Evolution in Word Usage: Just Add More Clusters?cited by 22
- 2024A Systematic Comparison of Contextualized Word Embeddings for Lexical Semantic Changecited by 21
- 2024AXOLOTL'24 Shared Task on Multilingual Explainable Semantic Change Modelingcited by 3
- 2024Historical Ink: 19th Century Latin American Spanish Newspaper Corpus with LLM OCR Correctioncited by 2
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