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Recent multimodal foundation models are primarily trained on English or high resource European language data, which hinders their applicability to other medium and low-resource languages. To address this limitation, we introduce Chitrarth…

India has 1369 languages of which 22 are official. About 13 different scripts are used to represent these languages. A Common Label Set (CLS) was developed based on phonetics to address the issue of large vocabulary of units required in the…

计算与语言 · 计算机科学 2025-02-24 Utkarsh P

Neural machine translation (NMT) is a recent and effective technique which led to remarkable improvements in comparison of conventional machine translation techniques. Proposed neural machine translation model developed for the Gujarati…

计算与语言 · 计算机科学 2020-02-10 Parth Shah , Vishvajit Bakrola

While natural language processing tools have been developed extensively for some of the world's languages, a significant portion of the world's over 7000 languages are still neglected. One reason for this is that evaluation datasets do not…

计算与语言 · 计算机科学 2024-06-05 Chunlan Ma , Ayyoob ImaniGooghari , Haotian Ye , Renhao Pei , Ehsaneddin Asgari , Hinrich Schütze

The Tajik language, written in Cyrillic script, remains severely under-resourced in terms of publicly available natural language processing (NLP) toolkits, hindering both linguistic research and applied development. This paper introduces…

计算与语言 · 计算机科学 2026-05-29 Mullosharaf K. Arabov

The driving factors behind the development of large language models (LLMs) with impressive learning capabilities are their colossal model sizes and extensive training datasets. Along with the progress in natural language processing, LLMs…

Lexicon or dictionary generation across domains has the potential for societal impact, as it can potentially enhance information accessibility for a diverse user base while preserving language identity. Prior work in the field primarily…

计算与语言 · 计算机科学 2025-06-03 Ayush Maheshwari , Atul Kumar Singh , Karthika NJ , Krishnakant Bhatt , Preethi Jyothi , Ganesh Ramakrishnan

Despite progress in comment-aware multimodal and multilingual summarization for English and Chinese, research in Indian languages remains limited. This study addresses this gap by introducing COSMMIC, a pioneering comment-sensitive…

Transformer-based models have revolutionized the field of natural language processing. To understand why they perform so well and to assess their reliability, several studies have focused on questions such as: Which linguistic properties…

计算与语言 · 计算机科学 2025-11-04 Akhilesh Aravapalli , Mounika Marreddy , Radhika Mamidi , Manish Gupta , Subba Reddy Oota

In this work, we present an extensive study of statistical machine translation involving languages of the Indian subcontinent. These languages are related by genetic and contact relationships. We describe the similarities between Indic…

计算与语言 · 计算机科学 2020-03-20 Anoop Kunchukuttan , Pushpak Bhattacharyya

We release Samas\=amayik, a novel, meticulously curated, large-scale Hindi-Sanskrit corpus, comprising 92,196 parallel sentences. Unlike most data available in Sanskrit, which focuses on classical era text and poetry, this corpus aggregates…

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…

计算与语言 · 计算机科学 2023-05-30 Jivnesh Sandhan , Anshul Agarwal , Laxmidhar Behera , Tushar Sandhan , Pawan Goyal

Language modeling has witnessed remarkable advancements in recent years, with Large Language Models (LLMs) like ChatGPT setting unparalleled benchmarks in human-like text generation. However, a prevailing limitation is the…

计算与语言 · 计算机科学 2023-11-13 Abhinand Balachandran

Deep Learning techniques are powerful in mimicking humans in a particular set of problems. They have achieved a remarkable performance in complex learning tasks. Deep learning inspired Neural Machine Translation (NMT) is a proficient…

计算与语言 · 计算机科学 2021-10-04 Vishvajit Bakarola , Jitendra Nasriwala

Deep learning based text-to-speech (TTS) systems have been evolving rapidly with advances in model architectures, training methodologies, and generalization across speakers and languages. However, these advances have not been thoroughly…

计算与语言 · 计算机科学 2023-02-20 Gokul Karthik Kumar , Praveen S , Pratyush Kumar , Mitesh M. Khapra , Karthik Nandakumar

Despite the growing progress in Natural Language Inference (NLI) research, resources for the Bengali language remain extremely limited. Existing Bengali NLI datasets exhibit several inconsistencies, including annotation errors, ambiguous…

计算与语言 · 计算机科学 2025-11-13 Farah Binta Haque , Md Yasin , Shishir Saha , Md Shoaib Akhter Rafi , Farig Sadeque

Named Entity Recognition (NER) is a useful component in Natural Language Processing (NLP) applications. It is used in various tasks such as Machine Translation, Summarization, Information Retrieval, and Question-Answering systems. The…

Indian regional movie dataset is the first database of regional Indian movies, users and their ratings. It consists of movies belonging to 18 different Indian regional languages and metadata of users with varying demographics. Through this…

信息检索 · 计算机科学 2018-01-16 Prerna Agarwal , Richa Verma , Angshul Majumdar

Recent advances in machine learning have significantly improved the understanding of source code data and achieved good performance on a number of downstream tasks. Open source repositories like GitHub enable this process with rich…

软件工程 · 计算机科学 2022-06-20 Ming Zhu , Aneesh Jain , Karthik Suresh , Roshan Ravindran , Sindhu Tipirneni , Chandan K. Reddy

Multilingual Automated Speech Recognition (ASR) systems allow for the joint training of data-rich and data-scarce languages in a single model. This enables data and parameter sharing across languages, which is especially beneficial for the…

音频与语音处理 · 电气工程与系统科学 2020-04-22 Arindrima Datta , Bhuvana Ramabhadran , Jesse Emond , Anjuli Kannan , Brian Roark