mlsanityData to 7 Oct 2026

MLSUM: The Multilingual Summarization Corpus

arXiv 2004.14900 ↗First posted 30 Apr 2020cs.CLcited by 121

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Abstract (arXiv)

We present MLSUM, the first large-scale MultiLingual SUMmarization dataset. Obtained from online newspapers, it contains 1.5M+ article/summary pairs in five different languages -- namely, French, German, Spanish, Russian, Turkish. Together with English newspapers from the popular CNN/Daily mail dataset, the collected data form a large scale multilingual dataset which can enable new research directions for the text summarization community. We report cross-lingual comparative analyses based on state-of-the-art systems. These highlight existing biases which motivate the use of a multi-lingual dataset.

Key facts. Cited by 121 papers in the map (data through 7 Oct 2026). First posted on arXiv 30 Apr 2020.

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Citing papers per year: 2021: 11; 2022: 30; 2023: 29; 2024: 26; 2025: 19; 2026: 6.

121 papers.

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  1. 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,304
  2. 2022GLM-130B: An Open Bilingual Pre-trained Modelcited by 837
  3. 2023A Comprehensive Overview of Large Language Modelscited by 639
  4. 2021XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languagescited by 346
  5. 2021The GEM Benchmark: Natural Language Generation, its Evaluation and Metricscited by 239
  6. 2024When Scaling Meets LLM Finetuning: The Effect of Data, Model and Finetuning Methodcited by 201
  7. 2022Repairing the Cracked Foundation: A Survey of Obstacles in Evaluation Practices for Generated Textcited by 154
  8. 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 101
  9. 2022State-of-the-art generalisation research in NLP: A taxonomy and reviewcited by 97
  10. 2022Preventing Verbatim Memorization in Language Models Gives a False Sense of Privacycited by 97
  11. 2022AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Modelcited by 57
  12. 2023LongForm: Effective Instruction Tuning with Reverse Instructionscited by 47
38 more
  1. 2022IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languagescited by 42
  2. 2023SEAHORSE: A Multilingual, Multifaceted Dataset for Summarization Evaluationcited by 42
  3. 2022EUR-Lex-Sum: A Multi- and Cross-lingual Dataset for Long-form Summarization in the Legal Domaincited by 39
  4. 2022Models and Datasets for Cross-Lingual Summarisationcited by 36
  5. 2022GEMv2: Multilingual NLG Benchmarking in a Single Line of Codecited by 36
  6. 2023Overview of AuTexTification at IberLEF 2023: Detection and Attribution of Machine-Generated Text in Multiple Domainscited by 31
  7. 2022Findings of the The RuATD Shared Task 2022 on Artificial Text Detection in Russiancited by 29
  8. 2022Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarizationcited by 29
  9. 2023Benchmarking Large Language Model Capabilities for Conditional Generationcited by 29
  10. 2023Language and Task Arithmetic with Parameter-Efficient Layers for Zero-Shot Summarizationcited by 28
  11. 2023Revisiting non-English Text Simplification: A Unified Multilingual Benchmarkcited by 27
  12. 2024Reuse Your Rewards: Reward Model Transfer for Zero-Shot Cross-Lingual Alignmentcited by 26
  13. 2021On the Multilingual Capabilities of Very Large-Scale English Language Modelscited by 22
  14. 2024How Can We Effectively Expand the Vocabulary of LLMs with 0.01GB of Target Language Text?cited by 22
  15. 2024Multi-Task Contrastive Learning for 8192-Token Bilingual Text Embeddingscited by 20
  16. 2021Automatic Construction of Evaluation Suites for Natural Language Generation Datasetscited by 18
  17. 2024An Empirical Study on Cross-lingual Vocabulary Adaptation for Efficient Language Model Inferencecited by 18
  18. 2022A Variational Hierarchical Model for Neural Cross-Lingual Summarizationcited by 17
  19. 2023Incorporating Distributions of Discourse Structure for Long Document Abstractive Summarizationcited by 17
  20. 2023Towards Unifying Multi-Lingual and Cross-Lingual Summarizationcited by 15
  21. 2021Evaluating the Efficacy of Summarization Evaluation across Languagescited by 14
  22. 2022Summary-Oriented Vision Modeling for Multimodal Abstractive Summarizationcited by 14
  23. 2024METAL: Towards Multilingual Meta-Evaluationcited by 14
  24. 2023Multilingual Simplification of Medical Textscited by 13
  25. 2023MELA: Multilingual Evaluation of Linguistic Acceptabilitycited by 13
  26. 2024TURNA: A Turkish Encoder-Decoder Language Model for Enhanced Understanding and Generationcited by 13
  27. 2022X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documentscited by 12
  28. 2023Large Scale Multi-Lingual Multi-Modal Summarization Datasetcited by 12
  29. 2024AIR-Bench: Automated Heterogeneous Information Retrieval Benchmarkcited by 12
  30. 2023PMIndiaSum: Multilingual and Cross-lingual Headline Summarization for Languages in Indiacited by 11
  31. 2023mLongT5: A Multilingual and Efficient Text-To-Text Transformer for Longer Sequencescited by 10
  32. 2023MILDSum: A Novel Benchmark Dataset for Multilingual Summarization of Indian Legal Case Judgmentscited by 10
  33. 2026F2LLM-v2: Inclusive, Performant, and Efficient Embeddings for a Multilingual Worldcited by 10
  34. 2021A Dataset and Baselines for Multilingual Reply Suggestioncited by 9
  35. 2022Mukayese: Turkish NLP Strikes Backcited by 9
  36. 2024XL-HeadTags: Leveraging Multimodal Retrieval Augmentation for the Multilingual Generation of News Headlines and Tagscited by 9
  37. 2024GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News Summarizationcited by 9
  38. 2025XCOMPS: A Multilingual Benchmark of Conceptual Minimal Pairscited by 9

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