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This paper describes neural network based approaches to the process of the formation and splitting of word-compounding, respectively known as the Sandhi and Vichchhed, in Sanskrit language. Sandhi is an important idea essential to…

Computation and Language · Computer Science 2024-09-05 Sushant Dave , Arun Kumar Singh , Prathosh A. P. , Brejesh Lall

We present a neural Sanskrit Natural Language Processing (NLP) toolkit named SanskritShala (a school of Sanskrit) to facilitate computational linguistic analyses for several tasks such as word segmentation, morphological tagging, dependency…

Computation and Language · Computer Science 2023-05-30 Jivnesh Sandhan , Anshul Agarwal , Laxmidhar Behera , Tushar Sandhan , Pawan Goyal

The primary focus of this thesis is to make Sanskrit manuscripts more accessible to the end-users through natural language technologies. The morphological richness, compounding, free word orderliness, and low-resource nature of Sanskrit…

Computation and Language · Computer Science 2023-08-21 Jivnesh Sandhan

The problem of word search in Sanskrit is inseparable from complexities that include those caused by euphonic conjunctions and case-inflections. The case-inflectional forms of a noun normally number 24 owing to the fact that in Sanskrit…

Computation and Language · Computer Science 2014-12-18 S V Kasmir Raja , V Rajitha , Lakshmanan Meenakshi

We describe our participation in the Word Segmentation and Morphological Parsing (WSMP) for Sanskrit hackathon. We approach the word segmentation task as a sequence labelling task by predicting edit operations from which segmentations are…

Computation and Language · Computer Science 2022-02-01 Jingwen Li , Leander Girrbach

Recently, the supervised learning paradigm's surprisingly remarkable performance has garnered considerable attention from Sanskrit Computational Linguists. As a result, the Sanskrit community has put laudable efforts to build task-specific…

Computation and Language · Computer Science 2021-04-02 Jivnesh Sandhan , Om Adideva , Digumarthi Komal , Laxmidhar Behera , Pawan Goyal

Computationally analyzing Sanskrit texts requires proper segmentation in the initial stages. There have been various tools developed for Sanskrit text segmentation. Of these, G\'erard Huet's Reader in the Sanskrit Heritage Engine analyzes…

Computation and Language · Computer Science 2020-05-14 Sriram Krishnan , Amba Kulkarni

Data-driven approaches for dependency parsing have been of great interest in Natural Language Processing for the past couple of decades. However, Sanskrit still lacks a robust purely data-driven dependency parser, probably with an exception…

Computation and Language · Computer Science 2020-04-20 Amrith Krishna , Ashim Gupta , Deepak Garasangi , Jivnesh Sandhan , Pavankumar Satuluri , Pawan Goyal

The Digital Corpus of Sanskrit records around 650,000 sentences along with their morphological and lexical tagging. But inconsistencies in morphological analysis, and in providing crucial information like the segmented word, urges the need…

Computation and Language · Computer Science 2020-05-15 Sriram Krishnan , Amba Kulkarni , Gérard Huet

Morphologically rich languages are notoriously challenging to process for downstream NLP applications. This paper presents a new pretrained language model, ByT5-Sanskrit, designed for NLP applications involving the morphologically rich…

Computation and Language · Computer Science 2024-09-24 Sebastian Nehrdich , Oliver Hellwig , Kurt Keutzer

The data article presents the large bilingual parallel corpus of low-resourced language pair Sanskrit-Hindi, named SAHAAYAK 2023. The corpus contains total of 1.5M sentence pairs between Sanskrit and Hindi. To make the universal usability…

Computation and Language · Computer Science 2023-07-04 Vishvajitsinh Bakrola , Jitendra Nasariwala

Translating technical terms into lexically similar, low-resource Indian languages remains a challenge due to limited parallel data and the complexity of linguistic structures. We propose a novel use-case of Sanskrit-based segments for…

Computation and Language · Computer Science 2026-03-26 Karthika N J , Krishnakant Bhatt , Ganesh Ramakrishnan , Preethi Jyothi

Automated language processing is central to the drive to enable facilitated referencing of increasingly available Sanskrit E texts. The first step towards processing Sanskrit text involves the handling of Sanskrit compound words that are an…

Computation and Language · Computer Science 2009-11-05 N. Rama , Meenakshi Lakshmanan

Sanskrit is a classical language with about 30 million extant manuscripts fit for digitisation, available in written, printed or scannedimage forms. However, it is still considered to be a low-resource language when it comes to available…

Computation and Language · Computer Science 2022-11-16 Ayush Maheshwari , Nikhil Singh , Amrith Krishna , Ganesh Ramakrishnan

This thesis presents Abstractive Text Summarization models for contemporary Sanskrit prose. The first chapter, titled Introduction, presents the motivation behind this work, the research questions, and the conceptual framework. Sanskrit is…

Computation and Language · Computer Science 2025-01-06 Shagun Sinha

This study demonstrates how hybrid neural-symbolic methods can yield significant new insights into the evolution of a morphologically rich, low-resource language. We challenge the naive assumption that linguistic change is simplification by…

Computation and Language · Computer Science 2025-12-08 Ananth Hariharan , David Mortensen

The phenomenon of compounding is ubiquitous in Sanskrit. It serves for achieving brevity in expressing thoughts, while simultaneously enriching the lexical and structural formation of the language. In this work, we focus on the Sanskrit…

Computation and Language · Computer Science 2022-09-13 Jivnesh Sandhan , Ashish Gupta , Hrishikesh Terdalkar , Tushar Sandhan , Suvendu Samanta , Laxmidhar Behera , Pawan Goyal

The study of spoken languages comprises phonology, morphology, and grammar. The languages can be classified as root languages, inflectional languages, and stem languages. In addition, languages continually change over time and space by…

Computation and Language · Computer Science 2025-11-05 Shreekanth M Prabhu , Abhisek Midya

Sanskrit Subhasitas encapsulate centuries of cultural and philosophical wisdom, yet remain underutilized in the digital age due to linguistic and contextual barriers. In this work, we present Pragya, a retrieval-augmented generation (RAG)…

Computation and Language · Computer Science 2026-01-13 Tanisha Raorane , Prasenjit Kole

In this research work, we have proposed an algorithm based on supervised learning methodology to extract the root forms of the Bengali verbs using the grammatical rules proposed by Panini [1] in Ashtadhyayi. This methodology can be applied…

Computation and Language · Computer Science 2020-04-02 Arijit Das , Tapas Halder , Diganta Saha
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