SemEval-2024 Task 1: Semantic Textual Relatedness for African and Asian Languages
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Abstract (arXiv)
We present the first shared task on Semantic Textual Relatedness (STR). While earlier shared tasks primarily focused on semantic similarity, we instead investigate the broader phenomenon of semantic relatedness across 14 languages: Afrikaans, Algerian Arabic, Amharic, English, Hausa, Hindi, Indonesian, Kinyarwanda, Marathi, Moroccan Arabic, Modern Standard Arabic, Punjabi, Spanish, and Telugu. These languages originate from five distinct language families and are predominantly spoken in Africa and Asia -- regions characterised by the relatively limited availability of NLP resources. Each instance in the datasets is a sentence pair associated with a score that represents the degree of semantic textual relatedness between the two sentences. Participating systems were asked to rank sentence pairs by their closeness in meaning (i.e., their degree of semantic relatedness) in the 14 languages in three main tracks: (a) supervised, (b) unsupervised, and (c) crosslingual. The task attracted 163 participants. We received 70 submissions in total (across all tasks) from 51 different teams, and 38 system description papers. We report on the best-performing systems as well as the most common and the most effective approaches for the three different tracks.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). Builds on 19 of its 71 references that are in the map. First posted on arXiv 27 Mar 2024.
Builds on
19 of 71 references.
References · 19
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7 more
- 2021TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learningcited by 116
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- 2022Just Rank: Rethinking Evaluation with Word and Sentence Similaritiescited by 20
- 2024SemRel2024: A Collection of Semantic Textual Relatedness Datasets for 13 Languagescited by 16
- 2024UMBCLU at SemEval-2024 Task 1A and 1C: Semantic Textual Relatedness with and without machine translationcited by 3
- 2024MasonTigers at SemEval-2024 Task 1: An Ensemble Approach for Semantic Textual Relatednesscited by 1
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Citing papers per year: 2024: 5; 2025: 2.
7 papers.
- 2024AAdaM at SemEval-2024 Task 1: Augmentation and Adaptation for Multilingual Semantic Textual Relatednesscited by 4
- 2025POLAR: A Benchmark for Multilingual, Multicultural, and Multi-Event Online Polarizationcited by 4
- 2024Self-StrAE at SemEval-2024 Task 1: Making Self-Structuring AutoEncoders Learn More With Lesscited by 3
- 2024Banyan: Improved Representation Learning with Explicit Structurecited by 3
- 2025FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluationcited by 3
- 2024Multilingual Evaluation of Semantic Textual Relatednesscited by 0
- 2024SinaTools: Open Source Toolkit for Arabic Natural Language Processingcited by 0
- 2025POLAR: A Benchmark for Multilingual, Multicultural, and Multi-Event Online Polarization27 May 2025
- 2025FLUKE: A Linguistically-Driven and Task-Agnostic Framework for Robustness Evaluation24 Apr 2025
- 2024SinaTools: Open Source Toolkit for Arabic Natural Language Processing3 Nov 2024
- 2024Banyan: Improved Representation Learning with Explicit Structure25 Jul 2024
- 2024Multilingual Evaluation of Semantic Textual Relatedness13 Apr 2024
- 2024Self-StrAE at SemEval-2024 Task 1: Making Self-Structuring AutoEncoders Learn More With Less2 Apr 2024
- 2024AAdaM at SemEval-2024 Task 1: Augmentation and Adaptation for Multilingual Semantic Textual Relatedness1 Apr 2024