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Language Identification is a very important part of several text processing pipelines. Extensive research has been done in this field. This paper proposes a procedure for automatic language identification of poems for poem analysis task,…

Computation and Language · Computer Science 2021-01-01 Priyankit Acharya , Aditya Ku. Pathak , Rakesh Ch. Balabantaray , Anil Ku. Singh

We propose a novel scheme for improving the word recognition accuracy using word image embeddings. We use a trained text recognizer, which can predict multiple text hypothesis for a given word image. Our fusion scheme improves the…

Computer Vision and Pattern Recognition · Computer Science 2020-10-28 Siddhant Bansal , Praveen Krishnan , C. V. Jawahar

Language identification has become a prerequisite for all kinds of automated text processing systems. In this paper, we present a rule-based language identifier tool for two closely related Indo-Aryan languages: Hindi and Magahi. This…

Computation and Language · Computer Science 2018-04-17 Priya Rani , Atul Kr. Ojha , Girish Nath Jha

Fine-grained classification is a challenging problem, due to subtle differences among highly-confused categories. Most approaches address this difficulty by learning discriminative representation of individual input image. On the other…

Computer Vision and Pattern Recognition · Computer Science 2020-02-25 Peiqin Zhuang , Yali Wang , Yu Qiao

Natural Language Processing (NLP) and especially natural language text analysis have seen great advances in recent times. Usage of deep learning in text processing has revolutionized the techniques for text processing and achieved…

Information Retrieval · Computer Science 2020-07-07 Ramchandra Joshi , Purvi Goel , Raviraj Joshi

Transliteration is a task in the domain of NLP where the output word is a similar-sounding word written using the letters of any foreign language. Today this system has been developed for several language pairs that involve English as…

Computation and Language · Computer Science 2022-08-24 Yash Raj , Bhavesh Laddagiri

India's vast linguistic diversity presents unique challenges and opportunities for technological advancement, especially in the realm of Natural Language Processing (NLP). While there has been significant progress in NLP applications for…

Computation and Language · Computer Science 2024-12-25 Rasika Ransing , Mohammed Amaan Dhamaskar , Ayush Rajpurohit , Amey Dhoke , Sanket Dalvi

Recent NLP advances focus primarily on standardized languages, leaving most low-resource dialects under-served especially in Indian scenarios. In India, the issue is particularly important: despite Hindi being the third most spoken language…

Computation and Language · Computer Science 2026-01-16 Tarun Sharma , Manikandan Ravikiran , Sourava Kumar Behera , Pramit Bhattacharya , Arnab Bhattacharya , Rohit Saluja

Attributes of words and relations between two words are central to numerous tasks in Artificial Intelligence such as knowledge representation, similarity measurement, and analogy detection. Often when two words share one or more attributes…

Computation and Language · Computer Science 2014-12-09 Danushka Bollegala , Takanori Maehara , Yuichi Yoshida , Ken-ichi Kawarabayashi

One of the prominent problems with processing and operating on text data is the non uniformity of it. Due to the change in the dialects and languages, the caliber of translation is low. This creates a unique problem while using NLP in text…

Computation and Language · Computer Science 2023-10-13 Prathamesh Pawar

Named Entity Recognition (NER) is a fundamental task in NLP that is used to locate the key information in text and is primarily applied in conversational and search systems. In commercial applications, NER or comparable slot-filling methods…

Computation and Language · Computer Science 2023-06-13 Maithili Sabane , Aparna Ranade , Onkar Litake , Parth Patil , Raviraj Joshi , Dipali Kadam

Large language models recall knowledge reliably in English but often fail on the same query posed in a lower-resourced language -- a crosslingual consistency gap that remains underexplored for Indian languages and their code-mixed…

Computation and Language · Computer Science 2026-05-29 Debajyoti Mazumder , Divyansh Pathak , Prashant Kodali , Aditya Joshi , Akshay Agarwal , Jasabanta Patro

We explore the impact of leveraging the relatedness of languages that belong to the same family in NLP models using multilingual fine-tuning. We hypothesize and validate that multilingual fine-tuning of pre-trained language models can yield…

Computation and Language · Computer Science 2021-09-23 Tejas Indulal Dhamecha , Rudra Murthy , Samarth Bharadwaj , Karthik Sankaranarayanan , Pushpak Bhattacharyya

Cross-lingual document alignment aims to identify pairs of documents in two distinct languages that are of comparable content or translations of each other. In this paper, we exploit the signals embedded in URLs to label web documents at…

Computation and Language · Computer Science 2020-10-13 Ahmed El-Kishky , Vishrav Chaudhary , Francisco Guzman , Philipp Koehn

The gender bias present in the data on which language models are pre-trained gets reflected in the systems that use these models. The model's intrinsic gender bias shows an outdated and unequal view of women in our culture and encourages…

Computation and Language · Computer Science 2022-09-09 Neeraja Kirtane , V Manushree , Aditya Kane

Due to the wide adoption of social media platforms like Facebook, Twitter, etc., there is an emerging need of detecting online posts that can go against the community acceptance standards. The hostility detection task has been well explored…

Computation and Language · Computer Science 2021-01-14 Arkadipta De , Venkatesh E , Kaushal Kumar Maurya , Maunendra Sankar Desarkar

Language Identification (LID) systems are used to classify the spoken language from a given audio sample and are typically the first step for many spoken language processing tasks, such as Automatic Speech Recognition (ASR) systems. Without…

Computer Vision and Pattern Recognition · Computer Science 2017-08-17 Christian Bartz , Tom Herold , Haojin Yang , Christoph Meinel

Natural Language processing (NLP) represents the task of automatic handling of natural human language by machines.There is large spectrum of possible applications of NLP which help in automating tasks like translating text from one language…

Computation and Language · Computer Science 2021-02-02 Nikita P. Desai , Prof. , Vipul K. Dabhi

Phrase detection requires methods to identify if a phrase is relevant to an image and localize it, if applicable. A key challenge for training more discriminative detection models is sampling negatives. Sampling techniques from prior work…

Computer Vision and Pattern Recognition · Computer Science 2022-11-16 Maan Qraitem , Bryan A. Plummer

Large text corpora are increasingly important for a wide variety of Natural Language Processing (NLP) tasks, and automatic language identification (LangID) is a core technology needed to collect such datasets in a multilingual context.…

Computation and Language · Computer Science 2020-10-30 Isaac Caswell , Theresa Breiner , Daan van Esch , Ankur Bapna