research, reports & publications

Cross-Lingual Query based Paragraph Retrieval for European Court of Human Rights Judgements

Master's Thesis

LexCLiPR: a cross-lingual dataset from ECtHR judgements, used to benchmark and fine-tune LMs (Siamese and Two-Tower setups), plus GAVEL, a graph-based approach to paragraph retrieval. Accepted to ACL'25.

LegalTech: Applications of Information Retrieval, Summarization and Simplification

A seminar paper on NLP applications in LegalTech — information retrieval, summarization, and simplification — including a hierarchical BERT classifier demo on ECtHR rulings.

Text Classification for Legal Benchmarks

Hierarchical multilabel text classification on the Reuters RCV1 legal dataset, extending HiAGM with BERT + Graphormer, contrastive learning, and prototype learning.

An Intelligent System for Diagnosis of Diabetic Retinopathy

Bachelor's Thesis

ISDR: an automated early-detection system for diabetic retinopathy using CLAHE-enhanced fundus images, FAZ/microaneurysm segmentation, and SVM/K-NN/GNB classifiers.

Applicability of lightweight stream cipher in crowd computing: a detailed survey and analysis

A survey of lightweight stream ciphers for crowd computing environments, including a case study on the Sprout cipher's randomness properties.