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Bangla Key2Text: Text Generation from Keywords for a Low Resource Language

arXiv 2604.19508 ↗First posted 21 Apr 2026cs.CLcited by 0

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Abstract (arXiv)

This paper introduces textitBangla Key2Text, a large-scale dataset of 2.6 million Bangla keyword--text pairs designed for keyword-driven text generation in a low-resource language. The dataset is constructed using a BERT-based keyword extraction pipeline applied to millions of Bangla news texts, transforming raw articles into structured keyword--text pairs suitable for supervised learning. To establish baseline performance on this new benchmark, we fine-tune two sequence-to-sequence models, textttmT5 and textttBanglaT5, and evaluate them using multiple automatic metrics and human judgments. Experimental results show that task-specific fine-tuning substantially improves keyword-conditioned text generation in Bangla compared to zero-shot large language models. The dataset, trained models, and code are publicly released to support future research in Bangla natural language generation and keyword-to-text generation tasks.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 17 of its 49 references that are in the map. First posted on arXiv 21 Apr 2026.

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References · 17

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  11. 2021BanglaBERT: Language Model Pretraining and Benchmarks for Low-Resource Language Understanding Evaluation in Banglacited by 125
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5 more
  1. 2023BenLLMEval: A Comprehensive Evaluation into the Potentials and Pitfalls of Large Language Models on Bengali NLPcited by 23
  2. 2020Neural Language Generation: Formulation, Methods, and Evaluationcited by 13
  3. 2024Too Late to Train, Too Early To Use? A Study on Necessity and Viability of Low-Resource Bengali LLMscited by 7
  4. 2020Template Controllable keywords-to-text Generationcited by 3
  5. 2021Keywords Guided Method Name Generationcited by 2

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