Author

S. Nirmala

View on Semantic Scholar

2 papers indexed here

We haven’t gathered this author’s papers yet. Follow them and we’ll fetch their work.

Not the right person? Other researchers publish under this name.

#explainable ai Sep 2026

Explainable AI techniques for legal sentence classification using transformers

Various deep learning architectures including the domain-specific pre-trained transformers for the task of legal sentence classification are explored, finding that domain-specific transformer models lead the row.

Reshma Sheik, Adithya Kuppachi, S. Nirmala · Sādhanā · 0 citations

Jul 2026

Systematic Analysis of Large Language Models and Transformer-Based Machine Translation for English-Tamil and Tamil-English Across Diverse Datasets

The findings show that the quality of the datasets and their alignment with the domain will greatly affect the performance of the model, that attention-based mechanisms can aid in explain ability, and that few-shot large language models can still produce structurally coherent translations of Tamil.

S. Sriharshaa, Sangeetha Sivanesan, S. Nirmala · arXiv.org · 0 citations