Artificial Intelligence & NLP Researcher

Khondoker Muntahin Hassan Ankur

Specializing in Low-Resource Language Processing, Transformer-based Deep Learning, and Explainable AI (XAI) to bridge computational linguistics with real-world impact.

Khondoker Muntahin Hassan Ankur

About Me

I am a dedicated AI researcher deeply passionate about solving complex linguistic challenges, with a primary focus on Bangla Language Technologies. My research methodology merges state-of-the-art architectures with optimized, resource-constrained environments to make language systems universally accessible, secure, and robust.

Through empirical corpus creation, dataset annotation orchestration, and rigorous model benchmarking, I aim to push boundaries in sentiment syntax mapping, automated healthcare intelligence, and sociopolitical text understanding.

Research Interests

Natural Language Processing (NLP)

Bangla Language Technologies

Emotion & Sentiment Analysis

Transformer Deep Learning

Explainable AI (XAI)

Text Classification & Info Retrieval

Computational Linguistics

Bioinformatics & Healthcare AI

Low-Resource Languages

Machine & Deep Learning

Publications

January 2026 Latest

BanglaPoliText: A Balanced Corpus and Model Benchmark for Bengali Political Statement Detection

Khondoker Muntahin Hassan Ankur, et al.

2026 IEEE International Conference on Electrical, Computer & Telecommunication Engineering (ICECTE 2026) | Rajshahi, Bangladesh

December 2025

RBEC: A Dataset for Emotion Detection in Resource-Constrained Bengali Language Using Optimized Transformers and Machine Learning Approaches

Khondoker Muntahin Hassan Ankur, et al.

28th International Conference on Computer and Information Technology (ICCIT 2025) | Cox's Bazar, Bangladesh

December 2025

A Comprehensive Framework for Bengali Religious Hate Speech: Integrating a Novel Corpus with Multi-Model Analysis

Khondoker Muntahin Hassan Ankur, et al.

2025 IEEE 7th International Conference on Sustainable Technologies For Industry 5.0 (STI)

September 2025

A Multi-Architecture System for Automated Crop Disease Identification from Textual Narratives in Bengali

Khondoker Muntahin Hassan Ankur, et al.

3rd International Conference on Big Data, IoT and Machine Learning (BIM 2025) | Dhaka International University, Bangladesh

Research Projects

🗳️

BanglaPoliText Engine

Designed and built a robust multi-model classification parsing module optimized explicitly for tracking context matrices across local and political structural datasets.

🎭

RBEC Emotion Engine

Constructed fine-tuned deployment models across optimized frameworks using custom loss thresholds targeting low-resource morphological settings.

🌾

AgroText Bengali Classifier

An end-to-end framework translating textual descriptions into localized semantic feature models mapping targeted crop pathogen classifications.

Areas of Expertise & Skills

Models & Architectures

XLM-RoBERTaBanglaBERTmBERTELECTRATransformersCNNLSTMGRUAttention Mechanisms

Core Competencies

Bangla Text ClassificationEmotion & Sentiment AnalysisPolitical Text TrackingDialect IdentificationDataset DevelopmentAnnotation Pipelines

Explainability & Analysis

Explainable AI (XAI)CaptumLIMEModel EvaluationResearch WritingScientific Publishing

Certificates & Achievements

Education

Graduated 2026

B.Sc. in Computer Science and Engineering

Major Domain Focus: Machine Learning & Computational Linguistics

Extensive research profiling across sequence classification tasks and model transparency applications within low-resource text optimization.

Experience

2025 - Present

Independent AI Researcher

Computational Linguistics Focus

  • Led teams during raw corpora construction, annotation, and model fine-tuning optimizations.
  • Co-authored four peer-reviewed international conference papers indexing with IEEE and Springer.
  • Implemented interpretability methodologies across modern Transformer infrastructures using Captum/LIME.

Contact & Collaboration

Get In Touch

I am highly open to research collaborations, joint dataset compilation initiatives, and computational engineering consultations.

Profiles: Khondoker Muntahin Hassan Ankur

Research Location: Bangladesh