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Related papers: COSMMIC: Comment-Sensitive Multimodal Multilingual…

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We present sentence aligned parallel corpora across 10 Indian Languages - Hindi, Telugu, Tamil, Malayalam, Gujarati, Urdu, Bengali, Oriya, Marathi, Punjabi, and English - many of which are categorized as low resource. The corpora are…

Computation and Language · Computer Science 2020-07-16 Shashank Siripragada , Jerin Philip , Vinay P. Namboodiri , C V Jawahar

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…

Computer Vision and Pattern Recognition · Computer Science 2025-11-10 Ali Faraz , Akash , Shaharukh Khan , Raja Kolla , Akshat Patidar , Suranjan Goswami , Abhinav Ravi , Chandra Khatri , Shubham Agarwal

This paper describes the development of a multilingual, manually annotated dataset for three under-resourced Dravidian languages generated from social media comments. The dataset was annotated for sentiment analysis and offensive language…

Interleaved image-text generation has emerged as a crucial multimodal task, aiming at creating sequences of interleaved visual and textual content given a query. Despite notable advancements in recent multimodal large language models…

Computer Vision and Pattern Recognition · Computer Science 2025-04-03 Wei Chen , Lin Li , Yongqi Yang , Bin Wen , Fan Yang , Tingting Gao , Yu Wu , Long Chen

Multimodal research has predominantly focused on single-image reasoning, with limited exploration of multi-image scenarios. Recent models have sought to enhance multi-image understanding through large-scale pretraining on interleaved…

Computation and Language · Computer Science 2026-03-26 Shaharukh Khan , Ali Faraz , Abhinav Ravi , Mohd Nauman , Mohd Sarfraz , Akshat Patidar , Raja Kolla , Chandra Khatri , Shubham Agarwal

In this paper, we discuss the development of a multilingual annotated corpus of misogyny and aggression in Indian English, Hindi, and Indian Bangla as part of a project on studying and automatically identifying misogyny and communalism on…

Computation and Language · Computer Science 2020-03-18 Shiladitya Bhattacharya , Siddharth Singh , Ritesh Kumar , Akanksha Bansal , Akash Bhagat , Yogesh Dawer , Bornini Lahiri , Atul Kr. Ojha

The research on text summarization for low-resource Indian languages has been limited due to the availability of relevant datasets. This paper presents a summary of various deep-learning approaches used for the ILSUM 2022 Indic language…

Computation and Language · Computer Science 2022-12-13 Rahul Tangsali , Aabha Pingle , Aditya Vyawahare , Isha Joshi , Raviraj Joshi

India is a multilingual society with 1369 rationalized languages and dialects being spoken across the country (INDIA, 2011). Of these, the 22 scheduled languages have a staggering total of 1.17 billion speakers and 121 languages have more…

Sentiment Analysis and other semantic tasks are commonly used for social media textual analysis to gauge public opinion and make sense from the noise on social media. The language used on social media not only commonly diverges from the…

Computation and Language · Computer Science 2019-06-19 Anirudh Dahiya , Neeraj Battan , Manish Shrivastava , Dipti Mishra Sharma

Automatic summarization of legal case judgments is a practically important problem that has attracted substantial research efforts in many countries. In the context of the Indian judiciary, there is an additional complexity -- Indian legal…

Computation and Language · Computer Science 2023-10-31 Debtanu Datta , Shubham Soni , Rajdeep Mukherjee , Saptarshi Ghosh

Building Natural Language Understanding (NLU) capabilities for Indic languages, which have a collective speaker base of more than one billion speakers is absolutely crucial. In this work, we aim to improve the NLU capabilities of Indic…

Computation and Language · Computer Science 2023-05-25 Sumanth Doddapaneni , Rahul Aralikatte , Gowtham Ramesh , Shreya Goyal , Mitesh M. Khapra , Anoop Kunchukuttan , Pratyush Kumar

Existing research on news summarization primarily focuses on single-language single-document (SLSD), single-language multi-document (SLMD) or cross-language single-document (CLSD). However, in real-world scenarios, news about a…

Computation and Language · Computer Science 2024-10-15 Shengxiang Gao , Fang nan , Yongbing Zhang , Yuxin Huang , Kaiwen Tan , Zhengtao Yu

We introduce Web-Scale Multimodal Summarization, a lightweight framework for generating summaries by combining retrieved text and image data from web sources. Given a user-defined topic, the system performs parallel web, news, and image…

Machine Learning · Computer Science 2026-02-17 Mounvik K , N Harshit

Discourse parsing is an important task useful for NLU applications such as summarization, machine comprehension, and emotion recognition. The current discourse parsing datasets based on conversations consists of written English dialogues…

Computation and Language · Computer Science 2025-06-11 Divyaksh Shukla , Ritesh Baviskar , Dwijesh Gohil , Aniket Tiwari , Atul Shree , Ashutosh Modi

We present V\=arta, a large-scale multilingual dataset for headline generation in Indic languages. This dataset includes 41.8 million news articles in 14 different Indic languages (and English), which come from a variety of high-quality…

Computation and Language · Computer Science 2023-05-11 Rahul Aralikatte , Ziling Cheng , Sumanth Doddapaneni , Jackie Chi Kit Cheung

We introduce COMI-LINGUA, the largest manually annotated Hindi-English code-mixed dataset, comprising 125K+ high-quality instances across five core NLP tasks: Matrix Language Identification, Token-level Language Identification,…

Computation and Language · Computer Science 2025-09-18 Rajvee Sheth , Himanshu Beniwal , Mayank Singh

Despite growing efforts to halt distasteful content on social media, multilingualism has added a new dimension to this problem. The scarcity of resources makes the challenge even greater when it comes to low-resource languages. This work…

Social and Information Networks · Computer Science 2024-10-30 Mohammad Zia Ur Rehman , Somya Mehta , Kuldeep Singh , Kunal Kaushik , Nagendra Kumar

Text Classification is an integral part of many Natural Language Processing tasks such as sarcasm detection, sentiment analysis and many more such applications. Many e-commerce websites, social-media/entertainment platforms use such models…

Computation and Language · Computer Science 2022-06-22 Manish Pathak , Aditya Jain

This paper is an effort to complement the contributions made by researchers working toward the inclusion of non-English languages in natural language processing studies. Two novel Hindi language resources have been created and released for…

Computation and Language · Computer Science 2022-08-02 Gayatri Venugopal-Wairagade , Jatinderkumar R. Saini , Dhanya Pramod

Indian language machine translation performance is hampered due to the lack of large scale multi-lingual sentence aligned corpora and robust benchmarks. Through this paper, we provide and analyse an automated framework to obtain such a…

Computation and Language · Computer Science 2020-11-05 Jerin Philip , Shashank Siripragada , Vinay P. Namboodiri , C. V. Jawahar