Curriculum vitae
Khan Raiyan Ibne Reza
Bengali and low-resource NLP · retrieval reliability · multimodal evaluation · efficient educational language models.
Education
B.Sc. in CSE
North South University · 2022–2026
CGPA 3.62 / 4.00
Research experience
QuICK Research Group
Research Assistant · Jan–Sep 2026
North South University
Research output
Status and public manuscript links are listed below.
Research
Publications & preprints
Accepted papers
- AcceptedarXiv:2608.15223Accepted · 11th IEEE Asia-Pacific Conference on Computer Science and Data Engineering (IEEE CSDE 2026)
TRACE-BN: Transferring Bangla-English Tutoring Behavior to a Sub-1B Offline Language Model
Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Mohammad Tushar Abdullah, Asfee Bhuiyan Leen, Sumaiya Tabassum Nimi.
View arXiv record - AcceptedarXiv:2610.00664Accepted · 11th IEEE Asia-Pacific Conference on Computer Science and Data Engineering (IEEE CSDE 2026)
PhysicsMate: A Curriculum-Grounded Bengali Benchmark for Secondary Physics QA with Small-Model Adaptation
Rashid Azraf Jahin, Saadman Sajid, Khan Raiyan Ibne Reza, Sumaiya Tabassum Nimi.
View arXiv record - AcceptedAccepted · Third Workshop on KNOwledge GRaphs & Agentic Systems Interplay (NORA), AACL-IJCNLP 2026
Beyond Chunking: Node Integrity and Field Structure in Bengali Retrieval-Augmented Agent Memory
Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Sumaiya Tabassum Nimi.
Preprints and works under review
- PreprintUnder review · EACL 2027 System Demonstrations
KrishokTech: A Bengali Agricultural Advisory System with Explicit Authorization Controls
Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Shakil Ahmed, Faiyad Hossain, Sumaiya Tabassum Nimi.
- PreprintarXiv:2606.29243arXiv preprint · Reviewed in ACL Rolling Review (Aug 2026); recommended for Findings of ACL (score: 3)
KrishokChat: A Provenance-Traceable Multi-Task Bengali Agricultural Benchmark with Safety-Critical Chemical Advisory
Khan Raiyan Ibne Reza, Sumaiya Tabassum Nimi, Omar Ibne Shahid.
View arXiv record - PreprintarXiv:2608.14886arXiv preprint (2026)
Where Does Retrieval Fail? Evaluating RAG Architectures for Agricultural Advisory
Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Sumaiya Tabassum Nimi.
View arXiv record - PreprintarXiv:2609.12509Preprint (arXiv)
ChitraMiti: Benchmarking Visual Grounding and Modality Reliance in Bengali Geometric Reasoning
Khan Raiyan Ibne Reza, Sanjana Aktar Maria, Sumaiya Tabassum Nimi, Md Adnan Arefeen.
View arXiv record - PreprintarXiv:2609.03597arXiv preprint (2026)
KhatianDoc: A Human-Verified Benchmark Diagnosing Multimodal LLM Failure on Bengali Legal Land Records
Tasmiad Hasan, Arafat Zaman Ratul, Sarker Sadman Saalim, S.M. Shah Nawaz Hossain, Khan Raiyan Ibne Reza, Sumaiya Tabassum Nimi.
View arXiv record
Background
Experience, education, honors & skills
Academic & Teaching Appointments
Research Assistant
QuICK Research Group, North South University • Dhaka, Bangladesh- •Contributed to Bengali benchmark, dataset, and AI-system development spanning retrieval evaluation, evidence grounding, multimodal evaluation, and low-resource language technologies.
Teaching Assistant
North South University • Dhaka, Bangladesh- •Assisted faculty with grade preparation and computing- and technology-related academic tasks.
Academic Background & Degrees
B.Sc. in Computer Science and Engineering
North South University • Dhaka, Bangladesh- •Undergraduate thesis: Trustworthy AI and Retrieval-Augmented Generation for Low-Resource Agricultural Intelligence.
Honors, Hackathons & Algorithmic Competitions
2nd Runner-Up — ECE Capstone Design Showcase
North South University- •Placed among 200+ teams.
Finalist — SOLVIO AI Hackathon
SOLVIO AI- •Selected from 538 teams representing 60+ institutions.
Top 10 — InnovativeX Hackathon
Bangladesh University of Business and TechnologyResearch & Technical Skills
Research methods
Evaluation and benchmarking- •Retrieval evaluation; benchmark construction; RAG; grounding and multimodal evaluation; small-model adaptation.
Programming
Languages- •Python; JavaScript; C; C++; Java.
Retrieval and data
Libraries and systems- •FAISS; BM25; PostgreSQL; PostGIS.
Engineering and tools
Frameworks and workflow- •FastAPI; Django; Next.js; React; Jupyter; Colab; GitHub.
Languages
Proficiency- •Bengali (native); English (C1 listening, B2 reading, speaking, and writing); German (A1–A2).
A printable, up-to-date CV
Download the current two-page CV for a concise overview of research and experience.