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Developing high-quality large language models (LLMs) for moderately resourced languages presents unique challenges in data availability, model adaptation, and evaluation. We introduce Llama-3-Nanda-10B-Chat, or Nanda for short, a…

This paper describes the Dakshina dataset, a new resource consisting of text in both the Latin and native scripts for 12 South Asian languages. The dataset includes, for each language: 1) native script Wikipedia text; 2) a romanization…

计算与语言 · 计算机科学 2020-07-03 Brian Roark , Lawrence Wolf-Sonkin , Christo Kirov , Sabrina J. Mielke , Cibu Johny , Isin Demirsahin , Keith Hall

Sign Language Recognition has emerged as one of the important area of research in Computer Vision. The difficulty faced by the researchers is that the instances of signs vary with both motion and appearance. Thus, in this paper a novel…

计算机视觉与模式识别 · 计算机科学 2013-06-07 Joyeeta Singha , Karen Das

Spoken Language Identification (LID) is an important sub-task of Automatic Speech Recognition(ASR) that is used to classify the language(s) in an audio segment. Automatic LID plays an useful role in multilingual countries. In various…

音频与语音处理 · 电气工程与系统科学 2024-09-02 Parth Shastri , Chirag Patil , Poorval Wanere , Shrinivas Mahajan , Abhishek Bhatt , Hardik Sailor

India's linguistic diversity presents both opportunities and challenges for fintech platforms. While the country has 31 major languages and over 100 minor ones, only 10\% of the population understands English, creating barriers to financial…

This paper presents the challenges in creating and managing large parallel corpora of 12 major Indian languages (which is soon to be extended to 23 languages) as part of a major consortium project funded by the Department of Information…

计算与语言 · 计算机科学 2021-12-06 Ritesh Kumar , Shiv Bhusan Kaushik , Pinkey Nainwani , Girish Nath Jha

Language identification describes the task of recognizing the language of written text in documents. This information is crucial because it can be used to support the analysis of a document's vocabulary and context. Supervised learning…

计算机视觉与模式识别 · 计算机科学 2023-09-19 Furkan Simsek , Brian Pfitzmann , Hendrik Raetz , Jona Otholt , Haojin Yang , Christoph Meinel

People commonly communicate in English, Arabic, and Bengali spoken languages through various mediums. However, deaf and hard-of-hearing individuals primarily use body language and sign language to express their needs and achieve…

计算机视觉与模式识别 · 计算机科学 2024-08-21 Md Hadiuzzaman , Mohammed Sowket Ali , Tamanna Sultana , Abdur Raj Shafi , Abu Saleh Musa Miah , Jungpil Shin

This paper introduces PMIndiaSum, a multilingual and massively parallel summarization corpus focused on languages in India. Our corpus provides a training and testing ground for four language families, 14 languages, and the largest to date…

计算与语言 · 计算机科学 2023-10-23 Ashok Urlana , Pinzhen Chen , Zheng Zhao , Shay B. Cohen , Manish Shrivastava , Barry Haddow

Vision-language models (VLMs) have demonstrated impressive generalization across multimodal tasks, yet most evaluation benchmarks remain Western-centric, leaving open questions about their performance in culturally diverse and multilingual…

计算机视觉与模式识别 · 计算机科学 2025-11-10 Ali Faraz , Akash , Shaharukh Khan , Raja Kolla , Akshat Patidar , Suranjan Goswami , Abhinav Ravi , Chandra Khatri , Shubham Agarwal

Extensive works have tackled Language Identification (LID) in the speech domain, however their application to the singing voice trails and performances on Singing Language Identification (SLID) can be improved leveraging recent progresses…

声音 · 计算机科学 2021-06-01 Lenny Renault , Andrea Vaglio , Romain Hennequin

AI-generated text detectors have recently gained adoption in educational and professional contexts. Prior research has uncovered isolated cases of bias, particularly against English Language Learners (ELLs) however, there is a lack of…

人工智能 · 计算机科学 2025-12-15 Priyam Basu , Yunfeng Zhang , Vipul Raheja

Large Language Models (LLMs) perform well on unseen tasks in English, but their abilities in non English languages are less explored due to limited benchmarks and training data. To bridge this gap, we introduce the Indic QA Benchmark, a…

Legal systems worldwide are inundated with exponential growth in cases and documents. There is an imminent need to develop NLP and ML techniques for automatically processing and understanding legal documents to streamline the legal system.…

计算与语言 · 计算机科学 2024-11-27 Abhinav Joshi , Shounak Paul , Akshat Sharma , Pawan Goyal , Saptarshi Ghosh , Ashutosh Modi

We introduce DRISHTIKON, a first-of-its-kind multimodal and multilingual benchmark centered exclusively on Indian culture, designed to evaluate the cultural understanding of generative AI systems. Unlike existing benchmarks with a generic…

Indian Sign Language has limited resources for developing machine learning and data-driven approaches for automated language processing. Though text/audio-based language processing techniques have shown colossal research interest and…

Evaluation of multilingual Large Language Models (LLMs) is challenging due to a variety of factors -- the lack of benchmarks with sufficient linguistic diversity, contamination of popular benchmarks into LLM pre-training data and the lack…

计算与语言 · 计算机科学 2024-10-21 Ishaan Watts , Varun Gumma , Aditya Yadavalli , Vivek Seshadri , Manohar Swaminathan , Sunayana Sitaram

Evaluating instruction-tuned Large Language Models (LLMs) in Hindi is challenging due to a lack of high-quality benchmarks, as direct translation of English datasets fails to capture crucial linguistic and cultural nuances. To address this,…

Large Language Models (LLMs) have shown remarkable capabilities, but their development has primarily focused on English and other high-resource languages, leaving many languages underserved. We present our latest Hindi-English bi-lingual…

Code understanding is a foundational capability in software engineering tools and developer workflows. However, most existing systems are designed for English-speaking users interacting via keyboards, which limits accessibility in…

软件工程 · 计算机科学 2026-01-23 Jayant Havare , Ashish Mittal , Srikanth Tamilselvam , Ganesh Ramakrishnan