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Observing the damages that can be done by the rapid propagation of fake news in various sectors like politics and finance, automatic identification of fake news using linguistic analysis has drawn the attention of the research community.…

Computation and Language · Computer Science 2020-04-21 Md Zobaer Hossain , Md Ashraful Rahman , Md Saiful Islam , Sudipta Kar

This paper presents ViSP, a high-quality Vietnamese dataset for sentence paraphrasing, consisting of 1.2M original-paraphrase pairs collected from various domains. The dataset was constructed using a hybrid approach that combines automatic…

Computation and Language · Computer Science 2025-02-12 Sang Quang Nguyen , Kiet Van Nguyen

Language models based on the Transformer architecture have achieved state-of-the-art performance on a wide range of NLP tasks such as text classification, question-answering, and token classification. However, this performance is usually…

Computation and Language · Computer Science 2020-11-05 Kushal Jain , Adwait Deshpande , Kumar Shridhar , Felix Laumann , Ayushman Dash

As large language models (LLMs) see increasing adoption across the globe, it is imperative for LLMs to be representative of the linguistic diversity of the world. India is a linguistically diverse country of 1.4 Billion people. To…

Computation and Language · Computer Science 2024-08-09 Harman Singh , Nitish Gupta , Shikhar Bharadwaj , Dinesh Tewari , Partha Talukdar

Natural Language Inference (NLI) is the task of inferring the logical relationship, typically entailment or contradiction, between a premise and hypothesis. Code-mixing is the use of more than one language in the same conversation or…

Computation and Language · Computer Science 2020-04-14 Simran Khanuja , Sandipan Dandapat , Sunayana Sitaram , Monojit Choudhury

This paper describes NLIP Lab's multilingual machine translation system for the WAT24 shared task on multilingual Indic MT task for 22 scheduled languages belonging to 4 language families. We explore pre-training for Indic languages using…

Computation and Language · Computer Science 2024-10-18 Maharaj Brahma , Pramit Sahoo , Maunendra Sankar Desarkar

While strides have been made in deep learning based Bengali Optical Character Recognition (OCR) in the past decade, the absence of large Document Layout Analysis (DLA) datasets has hindered the application of OCR in document transcription,…

As large language models (LLM) become more and more capable in languages other than English, it is important to collect benchmark datasets in order to evaluate their multilingual performance, including on tasks like machine translation…

Relation classification (sometimes called 'extraction') requires trustworthy datasets for fine-tuning large language models, as well as for evaluation. Data collection is challenging for Indian languages, because they are syntactically and…

Computation and Language · Computer Science 2021-10-20 Arijit Nag , Bidisha Samanta , Animesh Mukherjee , Niloy Ganguly , Soumen Chakrabarti

India is home to a multitude of languages of which 22 languages are recognised by the Indian Constitution as official. Building speech based applications for the Indian population is a difficult problem owing to limited data and the number…

Mining parallel document pairs for document-level machine translation (MT) remains challenging due to the limitations of existing Cross-Lingual Document Alignment (CLDA) techniques. Existing methods often rely on metadata such as URLs,…

Computation and Language · Computer Science 2025-11-11 Sanjay Suryanarayanan , Haiyue Song , Mohammed Safi Ur Rahman Khan , Anoop Kunchukuttan , Raj Dabre

A recurring challenge of crowdsourcing NLP datasets at scale is that human writers often rely on repetitive patterns when crafting examples, leading to a lack of linguistic diversity. We introduce a novel approach for dataset creation based…

Computation and Language · Computer Science 2022-11-16 Alisa Liu , Swabha Swayamdipta , Noah A. Smith , Yejin Choi

Voice based technologies have the potential to bridge digital accessibility gaps; however, existing datasets fail to capture the linguistic and regional diversity of Indic languages. We present Project VAANI, a large scale multimodal…

This paper presents StoryDB - a broad multi-language dataset of narratives. StoryDB is a corpus of texts that includes stories in 42 different languages. Every language includes 500+ stories. Some of the languages include more than 20 000…

Computation and Language · Computer Science 2022-11-15 Alexey Tikhonov , Igor Samenko , Ivan P. Yamshchikov

Recently, pre-trained transformer-based architectures have proven to be very efficient at language modeling and understanding, given that they are trained on a large enough corpus. Applications in language generation for Arabic are still…

Computation and Language · Computer Science 2021-03-09 Wissam Antoun , Fady Baly , Hazem Hajj

African languages are severely under-represented in NLP research due to lack of datasets covering several NLP tasks. While there are individual language specific datasets that are being expanded to different tasks, only a handful of NLP…

People rely on news to know what is happening around the world and inform their daily lives. In today's world, when the proliferation of fake news is rampant, having a large-scale and high-quality source of authentic news articles with the…

Computation and Language · Computer Science 2022-10-10 Rishabh Misra

News videos are carefully edited multimodal narratives that combine narration, visuals, and external quotations into coherent storylines. In recent years, there have been significant advances in evaluating multimodal large language models…

Machine Learning · Computer Science 2026-01-08 Zibo Liu , Muyang Li , Zhe Jiang , Shigang Chen

The abundance of information in digital media, which in today's world is the main source of knowledge about current events for the masses, makes it possible to spread disinformation on a larger scale than ever before. Consequently, there is…

Computation and Language · Computer Science 2022-06-24 Jędrzej Kozal , Michał Leś , Paweł Zyblewski , Paweł Ksieniewicz , Michał Woźniak

Nowadays, the interest in code-mixing has become ubiquitous in Natural Language Processing (NLP); however, not much attention has been given to address this phenomenon for Speech Translation (ST) task. This can be solely attributed to the…

Computation and Language · Computer Science 2022-09-07 Jivnesh Sandhan , Ayush Daksh , Om Adideva Paranjay , Laxmidhar Behera , Pawan Goyal