Multilingual text classification

Benchmarks archive 2025-07-28

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Libraries

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Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

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Most implemented papers archive 2025-07-28

16 shown of 16 papers with code (31 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Multilingual Named Entity Recognition Using Pretrained Embeddings, Attention Mechanism and NCRF
  21 Jun 2019 2 repositories listed
  In this paper we tackle multilingual named entity recognition task.
• Multiview Boosting by Controlling the Diversity and the Accuracy of View-specific Voters
  17 Aug 2018 2 repositories listed
  Different experiments on three publicly available datasets show the efficiency of the proposed approach with respect to state-of-art models.
• XAMPLER: Learning to Retrieve Cross-Lingual In-Context Examples
  8 May 2024 1 repository listed
  Thus, we introduce XAMPLER: Cross-Lingual Example Retrieval, a method tailored to tackle the challenge of cross-lingual in-context learning using only annotated English data.
• L3Cube-IndicNews: News-based Short Text and Long Document Classification Datasets in Indic Languages
  4 Jan 2024 1 repository listed
  This research contributes significantly to expanding the pool of available text classification datasets and also makes it possible to develop topic classification models for Indian regional languages.
• Comparison between parameter-efficient techniques and full fine-tuning: A case study on multilingual news article classification
  14 Aug 2023 1 repository listed
  Adapters and Low-Rank Adaptation (LoRA) are parameter-efficient fine-tuning techniques designed to make the training of language models more efficient.
• Exploring Multilingual Text Data Distillation
  9 Aug 2023 1 repository listed
  In the paper, we propose several data distillation techniques for multilingual text classification datasets using language-model-based learning methods.
• SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition
  1 Oct 2022 1 repository listed
  Large multilingual language models generally demonstrate impressive results in zero-shot cross-lingual transfer, yet often fail to successfully transfer to low-resource languages, even for token-level prediction tasks…
• Easy Adaptation to Mitigate Gender Bias in Multilingual Text Classification
  12 Apr 2022 1 repository listed
  Existing approaches to mitigate demographic biases evaluate on monolingual data, however, multilingual data has not been examined.
• Practical Transformer-based Multilingual Text Classification
  1 Jun 2021 1 repository listed
  Transformer-based methods are appealing for multilingual text classification, but common research benchmarks like XNLI (Conneau et al., 2018) do not reflect the data availability and task variety of industry…
• NLP-CUET@DravidianLangTech-EACL2021: Offensive Language Detection from Multilingual Code-Mixed Text using Transformers
  28 Feb 2021 1 repository listed
  In the task, datasets provided in three languages including Tamil, Malayalam and Kannada code-mixed with English where participants are asked to implement separate models for each language.
• NLP-CUET@LT-EDI-EACL2021: Multilingual Code-Mixed Hope Speech Detection using Cross-lingual Representation Learner
  28 Feb 2021 1 repository listed
  We propose three distinct models to identify hope speech in English, Tamil and Malayalam language to serve this purpose.
• CogALex-VI Shared Task: Transrelation - A Robust Multilingual Language Model for Multilingual Relation Identification
  12 Dec 2020 1 repository listed
  We describe our submission to the CogALex-VI shared task on the identification of multilingual paradigmatic relations building on XLM-RoBERTa (XLM-R), a robustly optimized and multilingual BERT model.
• The Multilingual Amazon Reviews Corpus
  6 Oct 2020 1 repository listed
  We present the Multilingual Amazon Reviews Corpus (MARC), a large-scale collection of Amazon reviews for multilingual text classification.
• A Multi-cascaded Deep Model for Bilingual SMS Classification
  29 Nov 2019 1 repository listed
  Our model achieves high accuracy for classification on this dataset and outperforms the previous model for multilingual text classification, highlighting language independence of McM.
• Multiview Learning of Weighted Majority Vote by Bregman Divergence Minimization
  25 May 2018 1 repository listed
  We tackle the issue of classifier combinations when observations have multiple views.
• ALL-IN-1: Short Text Classification with One Model for All Languages
  26 Oct 2017 1 repository listed
  We present ALL-IN-1, a simple model for multilingual text classification that does not require any parallel data.