mlsanityData to 7 Oct 2026

PMIndiaSum: Multilingual and Cross-lingual Headline Summarization for Languages in India

arXiv 2305.08828 ↗First posted 15 May 2023cs.CLcited by 11

Not on the map. Why?

Abstract (arXiv)

This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India. Our corpus provides a training and testing ground for four language families, 14 languages, and the largest to date with 196 language pairs. We detail our construction workflow including data acquisition, processing, and quality assurance. Furthermore, we publish benchmarks for monolingual, cross-lingual, and multilingual summarization by fine-tuning, prompting, as well as translate-and-summarize. Experimental results confirm the crucial role of our data in aiding summarization between Indian languages. Our dataset is publicly available and can be freely modified and re-distributed.

Key facts. Cited by 11 papers in the map (data through 7 Oct 2026). Builds on 29 of its 52 references that are in the map. First posted on arXiv 15 May 2023.

Builds on

29 of 52 references.

References · 29

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,204
  2. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
  3. 2019Parameter-Efficient Transfer Learning for NLPcited by 4,195
  4. 2018A Call for Clarity in Reporting BLEU Scorescited by 1,790
  5. 2018Datasheets for Datasetscited by 1,371
  6. 2018Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarizationcited by 1,308
  7. 2015Teaching Machines to Read and Comprehendcited by 1,039
  8. 2020Multilingual Denoising Pre-training for Neural Machine Translationcited by 1,028
  9. 2016Abstractive Text Summarization Using Sequence-to-Sequence RNNs and Beyondcited by 809
  10. 2020Language-agnostic BERT Sentence Embeddingcited by 621
  11. 2023Benchmarking Large Language Models for News Summarizationcited by 444
  12. 2015A Neural Attention Model for Abstractive Sentence Summarizationcited by 394
17 more
  1. 2021XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languagescited by 346
  2. 2018Newsroom: A Dataset of 1.3 Million Summaries with Diverse Extractive Strategiescited by 292
  3. 2020WikiLingua: A New Benchmark Dataset for Cross-Lingual Abstractive Summarizationcited by 154
  4. 2020MLSUM: The Multilingual Summarization Corpuscited by 121
  5. 2019NCLS: Neural Cross-Lingual Summarizationcited by 64
  6. 2022IndicNLG Benchmark: Multilingual Datasets for Diverse NLG Tasks in Indic Languagescited by 42
  7. 2020PMIndia -- A Collection of Parallel Corpora of Languages of Indiacited by 40
  8. 2021IndicBART: A Pre-trained Model for Indic Natural Language Generationcited by 39
  9. 2021CrossSum: Beyond English-Centric Cross-Lingual Summarization for 1,500+ Language Pairscited by 39
  10. 2022EUR-Lex-Sum: A Multi- and Cross-lingual Dataset for Long-form Summarization in the Legal Domaincited by 39
  11. 2022A Survey on Cross-Lingual Summarizationcited by 38
  12. 2023Large Scale Multi-Lingual Multi-Modal Summarization Datasetcited by 12
  13. 2023V=arta: A Large-Scale Headline-Generation Dataset for Indic Languagescited by 8
  14. 2023Indian Language Summarization using Pretrained Sequence-to-Sequence Modelscited by 4
  15. 2022To Adapt or to Fine-tune: A Case Study on Abstractive Summarizationcited by 2
  16. 2023Summarizing Indian Languages using Multilingual Transformers based Modelscited by 2
  17. 2022An Overview of Indian Language Datasets used for Text Summarizationcited by 1

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2023: 3; 2024: 4; 2025: 3; 2026: 1.

11 papers.

  1. 2024IndicGenBench: A Multilingual Benchmark to Evaluate Generation Capabilities of LLMs on Indic Languagescited by 55
  2. 2024Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontierscited by 49
  3. 2023Detecting and Mitigating Hallucinations in Multilingual Summarisationcited by 48
  4. 2025Bhaasha, Bhasa, Zaban: A Survey for Low-Resourced Languages in South Asia -- Current Stage and Challengescited by 6
  5. 2024The State and Fate of Summarization Datasets: A Surveycited by 3
  6. 2023Multilingual Tourist Assistance using ChatGPT: Comparing Capabilities in Hindi, Telugu, and Kannadacited by 2
  7. 2024Multi-Target Cross-Lingual Summarization: a novel task and a language-neutral approachcited by 2
  8. 2025COSMMIC: Comment-Sensitive Multimodal Multilingual Indian Corpus for Summarization and Headline Generationcited by 2
  9. 2023Automatic Data Retrieval for Cross Lingual Summarizationcited by 0
  10. 2025Revisiting Metric Reliability for Fine-grained Evaluation of Machine Translation and Summarization in Indian Languagescited by 0
  11. 2026Summarization is Not Dead Yetcited by 0