Hello, I'm Amal

PhD Candidate at Durham University, UK

I’m a researcher in NLP and Legal AI. I work on retrieval, re-ranking, and evaluation for statutory, case law, and contract corpora. I build reproducible pipelines and benchmark datasets to make Legal AI trustworthy.

Legal NLP Retrieval & Reranking Evaluation

Latest Publication

2026 • Open Access

Neural reranking for UK statutory retrieval: Provision-level evaluation and an open distilled model

Published in Artificial Intelligence and Law (Springer)

We introduce UK-STATUTECORPUS and Distilled-Voyage-ModernBERT to improve statutory retrieval. By distilling proprietary legal rerankers into open models, we achieve high-performance provision-level retrieval without relying on closed APIs.

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