“The only limit to our realization of tomorrow will be our doubts of today.”
— Franklin D. Roosevelt

Publications

LREC 2026

Bangla Key2Text keyword and generated text examples in Bangla and English

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

Tonmoy Talukder, G M Shahariar

LREC 2026

TL;DR: We introduce a large-scale dataset of 2.6 million Bangla keyword–text pairs and fine-tune multilingual sequence-to-sequence models for keyword-driven text generation.

Paper DOI Code Slides Dataset Model

BIM 2023 | Springer

Rank Your Summaries ranking-based Bengali text summarization workflow

Rank Your Summaries: Enhancing Bengali Text Summarization via Ranking-Based Approach

G M Shahariar *, Tonmoy Talukder *, Rafin Alam Khan Sotez, Md Tanvir Rouf Shawon

BIM 2023 · Published in Springer LNNS 867

* denotes equal contribution; names are listed in alphabetical order.

TL;DR: We rank candidate summaries generated by multiple pre-trained transformer models, then select the strongest output using a simple graph-based approach.

Paper DOI Code Slides

Research Quest

I am deeply passionate about researching the utilization of natural language processing, computer vision, and multimodal learning, all engaged with human interaction. However, my particular focus is on utilizing these technologies to enhance the understanding and use of low-resource languages.

Recently, I have been actively engaged in multiple projects centered on text summarization, text generation, text classification, question answering, and image captioning within this domain. Additionally, my curiosity extends to understanding how machine learning models interact with data representations during training and how this interaction can be used to improve their performance.

What truly captivates my curiosity is the exploration of how computers could learn from both languages and images simultaneously, mirroring the multifaceted nature of human learning — learning through listening, watching, and even feeling. This captivating exploration fuels my enthusiasm, and I am eager to witness the boundless possibilities that await.

Research Interests

Natural Language Processing & Generation (NLP/NLG)
Multimodal Deep Learning
Computer Vision
Human-Computer Interaction