# Abstractive Text Summarization for Bangla Language Using NLP and Machine Learning Approaches

arXiv: https://arxiv.org/abs/2501.15051 · HTML: https://mlsanity.com/paper/2501.15051/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- Builds on 9 of its 19 references that are in the map.
- First posted on arXiv 25 Jan 2025.

## Builds on (most cited first, 9 of 9)

- [Neural Machine Translation by Jointly Learning to Align and Translate](https://mlsanity.com/paper/1409.0473/) (2014)
- [Sequence to Sequence Learning with Neural Networks](https://mlsanity.com/paper/1409.3215/) (2014)
- [Teaching Machines to Read and Comprehend](https://mlsanity.com/paper/1506.03340/) (2015)
- [Effective Approaches to Attention-based Neural Machine Translation](https://mlsanity.com/paper/1508.04025/) (2015)
- [A Neural Attention Model for Abstractive Sentence Summarization](https://mlsanity.com/paper/1509.00685/) (2015)
- [Grammar as a Foreign Language](https://mlsanity.com/paper/1412.7449/) (2014)
- [Enhancing Bangla Language Next Word Prediction and Sentence Completion through Extended RNN with Bi-LSTM Model On N-gram Language](https://mlsanity.com/paper/2405.01873/) (2024)
- [Sentiment Polarity Analysis of Bangla Food Reviews Using Machine and Deep Learning Algorithms](https://mlsanity.com/paper/2405.06667/) (2024)
- [English offensive text detection using CNN based Bi-GRU model](https://mlsanity.com/paper/2409.15652/) (2024)

## Built on by (most cited first, 1 of 1)

- [MultiBanAbs: A Comprehensive Multi-Domain Bangla Abstractive Text Summarization Dataset](https://mlsanity.com/paper/2511.19317/) (2025)

## Abstract (arXiv)

Text summarization involves reducing extensive documents to short sentences that encapsulate the essential ideas. The goal is to create a summary that effectively conveys the main points of the original text. We spend a significant amount of time each day reading the newspaper to stay informed about current events both domestically and internationally. While reading newspapers enriches our knowledge, we sometimes come across unnecessary content that isn't particularly relevant to our lives. In this paper, we introduce a neural network model designed to summarize Bangla text into concise and straightforward paragraphs, aiming for greater stability and efficiency.