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Author

Nevidu Jayatilleke

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Conference Dec 2025

LMSpell: Spell Correction with Pre-Trained Language Models

Spell correction is still a challenging problem for many languages, especially low-resource languages (LRLs). While pre-trained language models (PLMs) have been employed for spell correction, there has been no proper comparison across PLMs. We present the first empirical study on the effectiveness of the three types of...

Akesh Gunathilake, Nadil Karunarathna, Tharusha Bandaranayake et al. · 0 citations
#natural language process... Preprint Sep 2026

SinBrief: A Hybrid Framework for Abstractive Text Summarisation of Sinhala Legal Documents

Experimental results demonstrate that SinBrief produces summaries with lower lexical overlap than extractive baselines while maintaining factual consistency, demonstrating the viability of hybrid, largely annotation-free abstractive summarisation for low-resource legal NLP tasks.

Minduli Lasandi, Nevidu Jayatilleke · 0 citations
#natural language process... Preprint Sep 2026

PlurVA-LLM-2026 Shared Task Track-1: Pluralistic Value Alignment in LLMs via Multilingual Fine-Tuning and Threshold Calibration

This approach combines option-permutation augmentation for Chinese data, annotator vote expansion for Indonesian data, and binary reformulation with SinhalaMMLU augmentation with SinhalaMMLU augmentation for Sri Lankan data to focus on pluralistic value alignment in the contexts of China, Indonesia, and Sri Lanka.

Vihindi Kotalawala, Nevidu Jayatilleke · 0 citations
Conference Aug 2026

LMSpell: Spell Correction with Pre-Trained Language Models

Spell correction is still a challenging problem for many languages, especially low-resource languages (LRLs). While pre-trained language models (PLMs) have been employed for spell correction, there has been no proper comparison across PLMs. We present the first empirical study on the effectiveness of the three types of...

Akesh Gunathilake, N. Karunarathna, Tharusha Bandaranayake et al. · 0 citations

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