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Codeswitching has become one of the most common occurrences across multilingual speakers of the world, especially in countries like India which encompasses around 23 official languages with the number of bilingual speakers being around 300…

Computation and Language · Computer Science 2022-01-03 Dhruval Jain , Arun D Prabhu , Shubham Vatsal , Gopi Ramena , Naresh Purre

Language plays a critical role in Vision-Language-Action (VLA) models, yet the linguistic characteristics of the datasets used to train and evaluate these systems remain poorly documented. In this work, we present a systematic dataset audit…

Computation and Language · Computer Science 2026-04-29 Selma Wanna , Agnes Luhtaru , Jonathan Salfity , Ryan Barron , Juston Moore , Cynthia Matuszek , Mitch Pryor

Multiple business scenarios require an automated generation of descriptive human-readable text from structured input data. Hence, fact-to-text generation systems have been developed for various downstream tasks like generating soccer…

Computation and Language · Computer Science 2022-09-26 Shivprasad Sagare , Tushar Abhishek , Bhavyajeet Singh , Anubhav Sharma , Manish Gupta , Vasudeva Varma

Over the last several decades, software has been woven into the fabric of every aspect of our society. As software development surges and code infrastructure of enterprise applications ages, it is now more critical than ever to increase…

The parallel corpus for multilingual NLP tasks, deep learning applications like Statistical Machine Translation Systems is very important. The parallel corpus of Hindi-English language pair available for news translation task till date is…

Computation and Language · Computer Science 2019-01-28 Aditya Kumar Pathak , Priyankit Acharya , Dilpreet Kaur , Rakesh Chandra Balabantaray

One out of four children in India are leaving grade eight without basic reading skills. Measuring the reading levels in a vast country like India poses significant hurdles. Recent advances in machine learning opens up the possibility of…

Audio and Speech Processing · Electrical Eng. & Systems 2020-02-14 Dolly Agarwal , Jayant Gupchup , Nishant Baghel

Acronym extraction is the task of identifying acronyms and their expanded forms in texts that is necessary for various NLP applications. Despite major progress for this task in recent years, one limitation of existing AE research is that…

Computation and Language · Computer Science 2022-02-22 Amir Pouran Ben Veyseh , Nicole Meister , Seunghyun Yoon , Rajiv Jain , Franck Dernoncourt , Thien Huu Nguyen

Recent self-supervised approaches have used large-scale image-text datasets to learn powerful representations that transfer to many tasks without finetuning. These methods often assume that there is one-to-one correspondence between its…

Computer Vision and Pattern Recognition · Computer Science 2022-08-16 Reuben Tan , Bryan A. Plummer , Kate Saenko , JP Lewis , Avneesh Sud , Thomas Leung

This paper investigates sentence-level text reuse in multilingual journalism, analyzing where reused content occurs within articles. We present a weakly supervised method for detecting sentence-level cross-lingual reuse without requiring…

Computation and Language · Computer Science 2026-04-01 Soveatin Kuntur , Nina Smirnova , Anna Wroblewska , Philipp Mayr , Sebastijan Razboršek Maček

Headline generation is a special type of text summarization task. While the amount of available training data for this task is almost unlimited, it still remains challenging, as learning to generate headlines for news articles implies that…

Computation and Language · Computer Science 2019-01-24 Daniil Gavrilov , Pavel Kalaidin , Valentin Malykh

The Bangla language is the seventh most spoken language, with 265 million native and non-native speakers worldwide. However, English is the predominant language for online resources and technical knowledge, journals, and documentation.…

With the emergence of audio-language models, constructing large-scale paired audio-language datasets has become essential yet challenging for model development, primarily due to the time-intensive and labour-heavy demands involved. While…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-02 Jisheng Bai , Haohe Liu , Mou Wang , Dongyuan Shi , Wenwu Wang , Mark D. Plumbley , Woon-Seng Gan , Jianfeng Chen

A cornerstone in AI research has been the creation and adoption of standardized training and test datasets to earmark the progress of state-of-the-art models. A particularly successful example is the GLUE dataset for training and evaluating…

Computation and Language · Computer Science 2022-12-16 Tahir Javed , Kaushal Santosh Bhogale , Abhigyan Raman , Anoop Kunchukuttan , Pratyush Kumar , Mitesh M. Khapra

This paper introduces the Ubuntu Dialogue Corpus, a dataset containing almost 1 million multi-turn dialogues, with a total of over 7 million utterances and 100 million words. This provides a unique resource for research into building…

Computation and Language · Computer Science 2016-07-26 Ryan Lowe , Nissan Pow , Iulian Serban , Joelle Pineau

Assessing the capabilities and limitations of large language models (LLMs) has garnered significant interest, yet the evaluation of multiple models in real-world scenarios remains rare. Multilingual evaluation often relies on translated…

Computation and Language · Computer Science 2025-12-02 Varun Gumma , Ananditha Raghunath , Mohit Jain , Sunayana Sitaram

Existing Indic ASR benchmarks often use scripted, clean speech and leaderboard driven evaluation that encourages dataset specific overfitting. In addition, strict single reference WER penalizes natural spelling variation in Indian…

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…

Neural retrieval and GPT-style generative models rely on large, high-quality supervised data, which is still scarce for low-resource languages such as Amharic. We release an Amharic data resource consisting of two datasets that supports…

Computation and Language · Computer Science 2026-02-11 Tilahun Yeshambel , Moncef Garouani , Josiane Mothe

Large language models (LLMs) have demonstrated impressive performance across a wide range of Natural Language Processing (NLP) tasks. However, ensuring their effectiveness across multiple languages presents unique challenges. Multilingual…

Computation and Language · Computer Science 2025-05-20 Shubham Vatsal , Harsh Dubey , Aditi Singh

We introduce a high-quality and large-scale Vietnamese-English parallel dataset of 3.02M sentence pairs, which is 2.9M pairs larger than the benchmark Vietnamese-English machine translation corpus IWSLT15. We conduct experiments comparing…

Computation and Language · Computer Science 2021-10-26 Long Doan , Linh The Nguyen , Nguyen Luong Tran , Thai Hoang , Dat Quoc Nguyen
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