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Neural Machine translation is a challenging task due to the inherent complex nature and the fluidity that natural languages bring. Nonetheless, in recent years, it has achieved state-of-the-art performance in several language pairs.…

Computation and Language · Computer Science 2023-04-19 Vakul Goyle , Parvathy Krishnaswamy , Kannan Girija Ravikumar , Utsa Chattopadhyay , Kartikay Goyle

In this paper, we introduce MATA, a novel evaluation dataset to assess the ability of Large Language Models (LLMs) in Telugu language, comprising 729 carefully curated multiple-choice and open-ended questions that span diverse linguistic…

Computation and Language · Computer Science 2026-03-19 Chalamalasetti Kranti , Sowmya Vajjala

OpenNMT is an open-source toolkit for neural machine translation (NMT). The system prioritizes efficiency, modularity, and extensibility with the goal of supporting NMT research into model architectures, feature representations, and source…

Computation and Language · Computer Science 2018-05-30 Guillaume Klein , Yoon Kim , Yuntian Deng , Vincent Nguyen , Jean Senellart , Alexander M. Rush

The utility and power of Natural Language Processing (NLP) seems destined to change our technological society in profound and fundamental ways. However there are, to date, few accessible descriptions of the science of NLP that have been…

Computation and Language · Computer Science 2012-09-28 Kevin Mote

We describe an open-source toolkit for neural machine translation (NMT). The toolkit prioritizes efficiency, modularity, and extensibility with the goal of supporting NMT research into model architectures, feature representations, and…

Computation and Language · Computer Science 2017-03-07 Guillaume Klein , Yoon Kim , Yuntian Deng , Jean Senellart , Alexander M. Rush

We introduce an open-source toolkit for neural machine translation (NMT) to support research into model architectures, feature representations, and source modalities, while maintaining competitive performance, modularity and reasonable…

Computation and Language · Computer Science 2017-09-13 Guillaume Klein , Yoon Kim , Yuntian Deng , Josep Crego , Jean Senellart , Alexander M. Rush

Machine translation (MT) is an important task in natural language processing (NLP) as it automates the translation process and reduces the reliance on human translators. With the resurgence of neural networks, the translation quality…

Computation and Language · Computer Science 2021-01-14 Sameen Maruf , Fahimeh Saleh , Gholamreza Haffari

The EMNLP 2018 workshop BlackboxNLP was dedicated to resources and techniques specifically developed for analyzing and understanding the inner-workings and representations acquired by neural models of language. Approaches included:…

Computation and Language · Computer Science 2019-04-09 Afra Alishahi , Grzegorz Chrupała , Tal Linzen

Although there are a couple of open-source language processing pipelines available for Hungarian, none of them satisfies the requirements of today's NLP applications. A language processing pipeline should consist of close to…

Computation and Language · Computer Science 2022-01-12 György Orosz , Zsolt Szántó , Péter Berkecz , Gergő Szabó , Richárd Farkas

The scale, variety, and quantity of publicly-available NLP datasets has grown rapidly as researchers propose new tasks, larger models, and novel benchmarks. Datasets is a community library for contemporary NLP designed to support this…

State-of-the-art natural language processing (NLP) models are trained on massive training corpora, and report a superlative performance on evaluation datasets. This survey delves into an important attribute of these datasets: the dialect of…

Computation and Language · Computer Science 2024-12-10 Aditya Joshi , Raj Dabre , Diptesh Kanojia , Zhuang Li , Haolan Zhan , Gholamreza Haffari , Doris Dippold

Natural language processing (NLP) plays a significant role in tools for the COVID-19 pandemic response, from detecting misinformation on social media to helping to provide accurate clinical information or summarizing scientific research.…

Computation and Language · Computer Science 2021-08-25 Alexandra Sasha Luccioni , Katherine Hoffmann Pham , Cynthia Sin Nga Lam , Joseph Aylett-Bullock , Miguel Luengo-Oroz

Natural Language Processing (NLP) plays a significant role in our daily lives and has become an essential part of Artificial Intelligence (AI) education in K-12. As children grow up with NLP-powered applications, it is crucial to introduce…

Computation and Language · Computer Science 2023-10-04 Xiaoyi Tian , Kristy Elizabeth Boyer

In this work, we introduce BanglaBERT, a BERT-based Natural Language Understanding (NLU) model pretrained in Bangla, a widely spoken yet low-resource language in the NLP literature. To pretrain BanglaBERT, we collect 27.5 GB of Bangla…

Computation and Language · Computer Science 2022-05-11 Abhik Bhattacharjee , Tahmid Hasan , Wasi Uddin Ahmad , Kazi Samin , Md Saiful Islam , Anindya Iqbal , M. Sohel Rahman , Rifat Shahriyar

Transformer-based language models have revolutionized the field of natural language processing (NLP). However, using these models often involves navigating multiple frameworks and tools, as well as writing repetitive boilerplate code. This…

Computation and Language · Computer Science 2025-04-15 Rabindra Lamsal , Maria Rodriguez Read , Shanika Karunasekera

Driven by the visions of Data Science, recent years have seen a paradigm shift in Natural Language Processing (NLP). NLP has set the milestone in text processing and proved to be the preferred choice for researchers in the healthcare…

Computers and Society · Computer Science 2020-07-20 Ganga Prasad Basyal , Bhaskar P. Rimal , David Zeng

Question-answering systems have revolutionized information retrieval, but linguistic and cultural boundaries limit their widespread accessibility. This research endeavors to bridge the gap of the absence of efficient QnA datasets in…

Computation and Language · Computer Science 2024-04-23 Ruturaj Ghatage , Aditya Kulkarni , Rajlaxmi Patil , Sharvi Endait , Raviraj Joshi

We present MT-DNN, an open-source natural language understanding (NLU) toolkit that makes it easy for researchers and developers to train customized deep learning models. Built upon PyTorch and Transformers, MT-DNN is designed to facilitate…

Computation and Language · Computer Science 2020-05-19 Xiaodong Liu , Yu Wang , Jianshu Ji , Hao Cheng , Xueyun Zhu , Emmanuel Awa , Pengcheng He , Weizhu Chen , Hoifung Poon , Guihong Cao , Jianfeng Gao

This paper introduces a centralized, open-source dataset repository designed to advance NLP and NMT for Assamese, a low-resource language. The repository, available at GitHub, supports various tasks like sentiment analysis, named entity…

Computation and Language · Computer Science 2024-10-17 S. Tamang , D. J. Bora

A large number of significant assets are available online in English, which is frequently translated into native languages to ease the information sharing among local people who are not much familiar with English. However, manual…

Computation and Language · Computer Science 2020-04-30 Himanshu Choudhary , Shivansh Rao , Rajesh Rohilla