Survey on Publicly Available Sinhala Natural Language Processing Tools and Research
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Abstract (arXiv)
Sinhala is the native language of the Sinhalese people who make up the largest ethnic group of Sri Lanka. The language belongs to the globe-spanning language tree, Indo-European. However, due to poverty in both linguistic and economic capital, Sinhala, in the perspective of Natural Language Processing tools and research, remains a resource-poor language which has neither the economic drive its cousin English has nor the sheer push of the law of numbers a language such as Chinese has. A number of research groups from Sri Lanka have noticed this dearth and the resultant dire need for proper tools and research for Sinhala natural language processing. However, due to various reasons, these attempts seem to lack coordination and awareness of each other. The objective of this paper is to fill that gap of a comprehensive literature survey of the publicly available Sinhala natural language tools and research so that the researchers working in this field can better utilize contributions of their peers. As such, we shall be uploading this paper to arXiv and perpetually update it periodically to reflect the advances made in the field.
Key facts. Cited by 45 papers in the map (data through 7 Oct 2026). First posted on arXiv 5 Jun 2019.
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Citing papers per year: 2021: 1; 2022: 5; 2023: 2; 2024: 6; 2025: 13; 2026: 18.
45 papers.
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- 2022Some Languages are More Equal than Others: Probing Deeper into the Linguistic Disparity in the NLP Worldcited by 55
- 2022BERTifying Sinhala -- A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classificationcited by 15
- 2024Quality Does Matter: A Detailed Look at the Quality and Utility of Web-Mined Parallel Corporacited by 13
- 2025Zero-shot OCR Accuracy of Low-Resourced Languages: A Comparative Analysis on Sinhala and Tamilcited by 9
- 2025SinLlama -- A Large Language Model for Sinhalacited by 8
- 2024NSINA: A News Corpus for Sinhalacited by 6
- 2024Sinhala Transliteration: A Comparative Analysis Between Rule-based and Seq2Seq Approachescited by 6
- 2023Sinhala-English Parallel Word Dictionary Datasetcited by 4
- 2024Shoulders of Giants: A Look at the Degree and Utility of Openness in NLP Researchcited by 4
- 2021Seeking Sinhala Sentiment: Predicting Facebook Reactions of Sinhala Postscited by 3
- 2024SiTSE: Sinhala Text Simplification Dataset and Evaluationcited by 3
- 2025IndoNLP 2025: Shared Task on Real-Time Reverse Transliteration for Romanized Indo-Aryan languagescited by 3
33 more
- 2025Improving the quality of Web-mined Parallel Corpora of Low-Resource Languages using Debiasing Heuristicscited by 3
- 2022Sentiment Analysis with Deep Learning Models: A Comparative Study on a Decade of Sinhala Language Facebook Datacited by 2
- 2022Data Augmentation to Address Out-of-Vocabulary Problem in Low-Resource Sinhala-English Neural Machine Translationcited by 2
- 2022Sinhala Sentence Embedding: A Two-Tiered Structure for Low-Resource Languagescited by 2
- 2025Linguistic Analysis of Sinhala YouTube Comments on Sinhala Music Videos: A Dataset Studycited by 2
- 2025SiDiaC: Sinhala Diachronic Corpuscited by 2
- 2023Sinhala-English Word Embedding Alignment: Introducing Datasets and Benchmark for a Low Resource Languagecited by 1
- 2024A Multi-way Parallel Named Entity Annotated Corpus for English, Tamil and Sinhalacited by 1
- 2025Linguistic Entity Masking to Improve Cross-Lingual Representation of Multilingual Language Models for Low-Resource Languagescited by 1
- 2025GeeSanBhava: Sentiment Tagged Sinhala Music Video Comment Data Setcited by 1
- 2026SinFoS: A Parallel Dataset for Translating Sinhala Figures of Speechcited by 1
- 2026SinhaLegal: A Benchmark Corpus for Information Extraction and Analysis in Sinhala Legislative Textscited by 1
- 2026SiDiaC-v.2.0: Sinhala Diachronic Corpus Version 2.0cited by 1
- 2026EnSiTa - A Trilingual Multi-Domain Parallel Dataset and Benchmark for Domain-Specific Machine Translationcited by 1
- 2025Subasa - Adapting Language Models for Low-resourced Offensive Language Detection in Sinhalacited by 0
- 2025Swa-bhasha Resource Hub: Romanized Sinhala to Sinhala Transliteration Systems and Data Resourcescited by 0
- 2025Utilizing Multilingual Encoders to Improve Large Language Models for Low-Resource Languagescited by 0
- 2025How Good is BLI as an Alignment Measure: A Study in Word Embedding Paradigmcited by 0
- 2025LMSpell: Spell Correction with Pre-Trained Language Modelscited by 0
- 2026Sinhala Physical Common Sense Reasoning Dataset for Global PIQAcited by 0
- 2026MUNIChus: Multilingual News Image Captioning Benchmarkcited by 0
- 2026Separate Before You Compress: The WWHO Tokenization Architecturecited by 0
- 2026SiPaKosa: A Comprehensive Corpus of Canonical and Classical Buddhist Texts in Sinhala and Palicited by 0
- 2026Fault of Our Stars: Behavioral Drivers of Rating-Sentiment Incongruencecited by 0
- 2026Shifting from Discrete to Continuous Reference Data: QSM-Derived Horizontal Tree Biomass Distribution for Deep Learning Biomass Estimationcited by 0
- 2026grapheme-kit: Grapheme-Level Metrics and Text Processing for Multilingual NLPcited by 0
- 2026Trilingual Topic Modeling of Sri Lankan Parliamentary Debatescited by 0
- 2026HelaBERT: Enhancing Sinhala Language Understanding with Dual Pooling Classification Headcited by 0
- 2026Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhalacited by 0
- 2026Confident but Wrong: A Constrained Decoding Diagnostic for Low-Resource Automatic Post-Editingcited by 0
- 2026PlurVA-LLM-2026 Shared Task Track-1: Pluralistic Value Alignment in LLMs via Multilingual Fine-Tuning and Threshold Calibrationcited by 0
- 2026A Character-Level Neural Approach to Sinhala Sandhi Splittingcited by 0
- 2026Fact over Fiction: Detection of Pathological Hallucinations in Sinhala-to-English Neural Machine Translationcited by 0
- 2026Fact over Fiction: Detection of Pathological Hallucinations in Sinhala-to-English Neural Machine Translation8 Oct 2026
- 2026A Character-Level Neural Approach to Sinhala Sandhi Splitting28 Sep 2026
- 2026PlurVA-LLM-2026 Shared Task Track-1: Pluralistic Value Alignment in LLMs via Multilingual Fine-Tuning and Threshold Calibration26 Sep 2026
- 2026Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhala8 Sep 2026
- 2026Confident but Wrong: A Constrained Decoding Diagnostic for Low-Resource Automatic Post-Editing30 Aug 2026
- 2026EnSiTa - A Trilingual Multi-Domain Parallel Dataset and Benchmark for Domain-Specific Machine Translation25 Aug 2026
- 2026HelaBERT: Enhancing Sinhala Language Understanding with Dual Pooling Classification Head24 Aug 2026
- 2026grapheme-kit: Grapheme-Level Metrics and Text Processing for Multilingual NLP24 Jul 2026
- 2026Shifting from Discrete to Continuous Reference Data: QSM-Derived Horizontal Tree Biomass Distribution for Deep Learning Biomass Estimation6 Jul 2026
- 2026Fault of Our Stars: Behavioral Drivers of Rating-Sentiment Incongruence24 Jun 2026
- 2026Trilingual Topic Modeling of Sri Lankan Parliamentary Debates18 Jun 2026
- 2026SiPaKosa: A Comprehensive Corpus of Canonical and Classical Buddhist Texts in Sinhala and Pali31 Mar 2026
33 more
- 2026Separate Before You Compress: The WWHO Tokenization Architecture26 Mar 2026
- 2026SiDiaC-v.2.0: Sinhala Diachronic Corpus Version 2.011 Mar 2026
- 2026MUNIChus: Multilingual News Image Captioning Benchmark11 Mar 2026
- 2026SinhaLegal: A Benchmark Corpus for Information Extraction and Analysis in Sinhala Legislative Texts5 Mar 2026
- 2026SinFoS: A Parallel Dataset for Translating Sinhala Figures of Speech9 Feb 2026
- 2026Sinhala Physical Common Sense Reasoning Dataset for Global PIQA2 Feb 2026
- 2025LMSpell: Spell Correction with Pre-Trained Language Models5 Dec 2025
- 2025GeeSanBhava: Sentiment Tagged Sinhala Music Video Comment Data Set22 Nov 2025
- 2025How Good is BLI as an Alignment Measure: A Study in Word Embedding Paradigm17 Nov 2025
- 2025SiDiaC: Sinhala Diachronic Corpus22 Sep 2025
- 2025SinLlama -- A Large Language Model for Sinhala12 Aug 2025
- 2025Utilizing Multilingual Encoders to Improve Large Language Models for Low-Resource Languages12 Aug 2025
- 2025Zero-shot OCR Accuracy of Low-Resourced Languages: A Comparative Analysis on Sinhala and Tamil24 Jul 2025
- 2025Swa-bhasha Resource Hub: Romanized Sinhala to Sinhala Transliteration Systems and Data Resources12 Jul 2025
- 2025Subasa - Adapting Language Models for Low-resourced Offensive Language Detection in Sinhala2 Apr 2025
- 2025Improving the quality of Web-mined Parallel Corpora of Low-Resource Languages using Debiasing Heuristics26 Feb 2025
- 2025Linguistic Analysis of Sinhala YouTube Comments on Sinhala Music Videos: A Dataset Study28 Jan 2025
- 2025IndoNLP 2025: Shared Task on Real-Time Reverse Transliteration for Romanized Indo-Aryan languages10 Jan 2025
- 2025Linguistic Entity Masking to Improve Cross-Lingual Representation of Multilingual Language Models for Low-Resource Languages10 Jan 2025
- 2024Sinhala Transliteration: A Comparative Analysis Between Rule-based and Seq2Seq Approaches31 Dec 2024
- 2024A Multi-way Parallel Named Entity Annotated Corpus for English, Tamil and Sinhala3 Dec 2024
- 2024SiTSE: Sinhala Text Simplification Dataset and Evaluation2 Dec 2024
- 2024Shoulders of Giants: A Look at the Degree and Utility of Openness in NLP Research10 Jun 2024
- 2024NSINA: A News Corpus for Sinhala25 Mar 2024
- 2024Quality Does Matter: A Detailed Look at the Quality and Utility of Web-Mined Parallel Corpora12 Feb 2024
- 2023Sinhala-English Word Embedding Alignment: Introducing Datasets and Benchmark for a Low Resource Language17 Nov 2023
- 2023Sinhala-English Parallel Word Dictionary Dataset4 Aug 2023
- 2022Sinhala Sentence Embedding: A Two-Tiered Structure for Low-Resource Languages26 Oct 2022
- 2022Some Languages are More Equal than Others: Probing Deeper into the Linguistic Disparity in the NLP World16 Oct 2022
- 2022BERTifying Sinhala -- A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classification16 Aug 2022
- 2022Data Augmentation to Address Out-of-Vocabulary Problem in Low-Resource Sinhala-English Neural Machine Translation18 May 2022
- 2022Sentiment Analysis with Deep Learning Models: A Comparative Study on a Decade of Sinhala Language Facebook Data11 Jan 2022
- 2021Seeking Sinhala Sentiment: Predicting Facebook Reactions of Sinhala Posts1 Dec 2021
- 2022Some Languages are More Equal than Others: Probing Deeper into the Linguistic Disparity in the NLP Worldcited by 55
- 2022BERTifying Sinhala -- A Comprehensive Analysis of Pre-trained Language Models for Sinhala Text Classificationcited by 15
- 2024Quality Does Matter: A Detailed Look at the Quality and Utility of Web-Mined Parallel Corporacited by 13
- 2025Zero-shot OCR Accuracy of Low-Resourced Languages: A Comparative Analysis on Sinhala and Tamilcited by 9
- 2025SinLlama -- A Large Language Model for Sinhalacited by 8
- 2024NSINA: A News Corpus for Sinhalacited by 6
- 2024Sinhala Transliteration: A Comparative Analysis Between Rule-based and Seq2Seq Approachescited by 6
- 2023Sinhala-English Parallel Word Dictionary Datasetcited by 4
- 2024Shoulders of Giants: A Look at the Degree and Utility of Openness in NLP Researchcited by 4
- 2021Seeking Sinhala Sentiment: Predicting Facebook Reactions of Sinhala Postscited by 3
- 2024SiTSE: Sinhala Text Simplification Dataset and Evaluationcited by 3
- 2025IndoNLP 2025: Shared Task on Real-Time Reverse Transliteration for Romanized Indo-Aryan languagescited by 3
12 most cited of 45 All 45 (JSON)
- 2026Fact over Fiction: Detection of Pathological Hallucinations in Sinhala-to-English Neural Machine Translation8 Oct 2026
- 2026A Character-Level Neural Approach to Sinhala Sandhi Splitting28 Sep 2026
- 2026PlurVA-LLM-2026 Shared Task Track-1: Pluralistic Value Alignment in LLMs via Multilingual Fine-Tuning and Threshold Calibration26 Sep 2026
- 2026Dynamics of Meaning: Towards the Evaluation of Diachronic Semantic Change in Sinhala8 Sep 2026
- 2026Confident but Wrong: A Constrained Decoding Diagnostic for Low-Resource Automatic Post-Editing30 Aug 2026
- 2026EnSiTa - A Trilingual Multi-Domain Parallel Dataset and Benchmark for Domain-Specific Machine Translation25 Aug 2026
- 2026HelaBERT: Enhancing Sinhala Language Understanding with Dual Pooling Classification Head24 Aug 2026
- 2026grapheme-kit: Grapheme-Level Metrics and Text Processing for Multilingual NLP24 Jul 2026
- 2026Shifting from Discrete to Continuous Reference Data: QSM-Derived Horizontal Tree Biomass Distribution for Deep Learning Biomass Estimation6 Jul 2026
- 2026Fault of Our Stars: Behavioral Drivers of Rating-Sentiment Incongruence24 Jun 2026
- 2026Trilingual Topic Modeling of Sri Lankan Parliamentary Debates18 Jun 2026
- 2026SiPaKosa: A Comprehensive Corpus of Canonical and Classical Buddhist Texts in Sinhala and Pali31 Mar 2026
12 newest of 45 All 45 (JSON)