Projects

Selected technical work and collaborations.

ImageCLEF 2025: Multimodal Reasoning

Organizer & Contributor

  • Curated Urdu MCQ dataset; designed VLM/LLM baselines and evaluation.

LLM-based Structured Text Evaluation

Advanced NLP (702) — 2025

  • Structure-aware assessment at node/argument/claim levels.

COVID-19 Severity via scRNA-seq

Intro to Single Cell Bioinfo (703) — 2025

  • SVM-based classifiers; SHAP biomarkers RSAD2, CXCL10, S100A8.

Multilingual Digital Discourse Analysis

Foundations of AI (701) — 2024

  • LLMs outperform traditional ML in low-resource hate speech detection.

Peptide Classification with LLM embeddings + CNNs

NLP (701) — 2024

  • Ensemble approach; SOTA-ish for AVP and strong across types.

Breast Cancer Histopathology (TL)

Freelance — 2022

  • DenseNet-201; robust results across magnification levels.