mlsanityData to 14 Oct 2026

Russian-Language Multimodal Dataset for Automatic Summarization of Scientific Papers

arXiv 2405.07886 ↗First posted 13 May 2024cs.CLcited by 1

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Abstract (arXiv)

The paper discusses the creation of a multimodal dataset of Russian-language scientific papers and testing of existing language models for the task of automatic text summarization. A feature of the dataset is its multimodal data, which includes texts, tables and figures. The paper presents the results of experiments with two language models: Gigachat from SBER and YandexGPT from Yandex. The dataset consists of 420 papers and is publicly available on https://github.com/iis-research-team/summarization-dataset.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). Builds on 19 of its 28 references that are in the map. First posted on arXiv 13 May 2024.

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19 of 28 references.

References · 19

  1. 2019BERTScore: Evaluating Text Generation with BERTcited by 5,512
  2. 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,326
  3. 2018Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarizationcited by 1,317
  4. 2020BLEURT: Learning Robust Metrics for Text Generationcited by 1,203
  5. 2023A Survey on Multimodal Large Language Modelscited by 909
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  7. 2019SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarizationcited by 535
  8. 2024Large Language Models: A Surveycited by 525
  9. 2018A Discourse-Aware Attention Model for Abstractive Summarization of Long Documentscited by 478
  10. 2021QMSum: A New Benchmark for Query-based Multi-domain Meeting Summarizationcited by 365
  11. 2021XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languagescited by 347
  12. 2023Multimodal Large Language Models: A Surveycited by 195
7 more
  1. 2020MLSUM: The Multilingual Summarization Corpuscited by 121
  2. 2021MediaSum: A Large-scale Media Interview Dataset for Dialogue Summarizationcited by 104
  3. 2024A Comprehensive Survey on Process-Oriented Automatic Text Summarization with Exploration of LLM-Based Methodscited by 102
  4. 2022A survey of multimodal deep generative modelscited by 47
  5. 2020Dataset for Automatic Summarization of Russian Newscited by 12
  6. 2020Smart To-Do : Automatic Generation of To-Do Items from Emailscited by 5
  7. 2024Bridging Research and Readers: A Multi-Modal Automated Academic Papers Interpretation Systemcited by 5

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