most citedAdvancements in Natural Language Processing for Automatic Text Summarization

5 citations · 7 across the 10 of their papers we have counts for

collaborators

13 papers

cs.CL2026

Fact over Fiction: Detection of Pathological Hallucinations in Sinhala-to-English Neural Machine Translation

Navam Obeysekara, Nevidu Jayatilleke

Neural Machine Translation (NMT) models, while capable of producing highly fluent outputs, remain vulnerable to hallucinations, which are translations that are natural yet semantic…

cs.CL2026

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

Minduli Lasandi, Nevidu Jayatilleke

Legal document summarisation in low-resource languages presents significant challenges due to the scarcity of annotated data and the complexity of domain-specific terminology. This…

cs.CL2026

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

Vihindi Kotalawala, Nevidu Jayatilleke

We present our system for the PlurVA-LLM 2026 Shared Task Track-1, which focuses on pluralistic value alignment in the contexts of China, Indonesia, and Sri Lanka. For this resourc…

cs.CL2026

Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhala

Nevidu Jayatilleke, Nisansa de Silva

Tracking semantic change in low-resource languages across extensive historical timelines presents significant challenges due to data scarcity and the limitations of static embeddin…

cs.CL2026

From Sinhala to Dhivehi: Cross-Lingual Transfer Learning for Low-Resource Speech Recognition

Lukmal Ilyas, Nevidu Jayatilleke

Dhivehi, the national language of the Maldives, is currently under-resourced for automatic speech recognition (ASR) and other NLP tasks. This study investigates whether cross-lingu…

cs.CL2026

Cross-Temporal Sinhala OCR: Page-Level Adaptation and Diachronic Analysis

Avisha Dilhara, Nevidu Jayatilleke

Sinhala is a morphologically rich abugida spoken by roughly 16 million people in Sri Lanka, and to date, there are no publicly available real-world datasets for page-level Sinhala…

cs.CL2026

SiPaKosa: A Comprehensive Corpus of Canonical and Classical Buddhist Texts in Sinhala and Pali

Ranidu Gurusinghe, Nevidu Jayatilleke

SiPaKosa is a comprehensive corpus of Sinhala and Pali doctrinal texts comprising approximately 786K sentences and 9.25M words, incorporating 16 copyright-cleared historical Buddhi…

cs.CL2026

SiDiaC-v.2.0: Sinhala Diachronic Corpus Version 2.0

Nevidu Jayatilleke, Nisansa de Silva, Uthpala Nimanthi +3

SiDiaC-v.2.0 is the largest comprehensive Sinhala Diachronic Corpus to date, covering a period from 1800 CE to 1955 CE in terms of publication dates, and a historical span from the…

cs.CL2026

SinFoS: A Parallel Dataset for Translating Sinhala Figures of Speech

Johan Sofalas, Dilushri Pavithra, Nevidu Jayatilleke +1

Figures of Speech (FoS) consist of multi-word phrases that are deeply intertwined with culture. While Neural Machine Translation (NMT) performs relatively well with the figurative…

cs.CL2025

SiDiaC: Sinhala Diachronic Corpus

Nevidu Jayatilleke, Nisansa de Silva

SiDiaC, the first comprehensive Sinhala Diachronic Corpus, covers a historical span from the 5th to the 20th century CE. SiDiaC comprises 58k words across 46 literary works, annota…

cs.CL2025

Zero-shot OCR Accuracy of Low-Resourced Languages: A Comparative Analysis on Sinhala and Tamil

Nevidu Jayatilleke, Nisansa de Silva

Solving the problem of Optical Character Recognition (OCR) on printed text for Latin and its derivative scripts can now be considered settled due to the volumes of research done on…

cs.CL2025★ 2 cited

A Hybrid Architecture with Efficient Fine Tuning for Abstractive Patent Document Summarization

Nevidu Jayatilleke, Ruvan Weerasinghe

Automatic patent summarization approaches that help in the patent analysis and comprehension procedure are in high demand due to the colossal growth of innovations. The development…

cs.CL2025★ 5 cited

Advancements in Natural Language Processing for Automatic Text Summarization

Nevidu Jayatilleke, Ruvan Weerasinghe, Nipuna Senanayake

The substantial growth of textual content in diverse domains and platforms has led to a considerable need for Automatic Text Summarization (ATS) techniques that aid in the process…