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The primary objective of simultaneous machine translation (SiMT) is to minimize latency while preserving the quality of the final translation. Drawing inspiration from CPU branch prediction techniques, we propose incorporating branch…

Computation and Language · Computer Science 2023-12-25 Aoxiong Yin , Tianyun Zhong , Haoyuan Li , Siliang Tang , Zhou Zhao

I started this work with the hope of generating a text synthesizer (like a musical synthesizer) that can imitate certain linguistic styles. Most of the report focuses on text simplification using statistical machine translation (SMT)…

Computation and Language · Computer Science 2017-03-28 Yohan Jo

Machine Translation (MT) has been widely used for cross-lingual classification, either by translating the test set into English and running inference with a monolingual model (translate-test), or translating the training set into the target…

Computation and Language · Computer Science 2023-05-24 Mikel Artetxe , Vedanuj Goswami , Shruti Bhosale , Angela Fan , Luke Zettlemoyer

This works aims to design a statistical machine translation from English text to American Sign Language (ASL). The system is based on Moses tool with some modifications and the results are synthesized through a 3D avatar for interpretation.…

Computation and Language · Computer Science 2011-12-02 Achraf Othman , Mohamed Jemni

Behavioral testing in NLP allows fine-grained evaluation of systems by examining their linguistic capabilities through the analysis of input-output behavior. Unfortunately, existing work on behavioral testing in Machine Translation (MT) is…

Computation and Language · Computer Science 2023-11-06 Javier Ferrando , Matthias Sperber , Hendra Setiawan , Dominic Telaar , Saša Hasan

In large societies like India there is a huge demand to convert one human language into another. Lots of work has been done in this area. Many transfer based MTS have developed for English to other languages, as MANTRA CDAC Pune, MATRA CDAC…

Computation and Language · Computer Science 2015-07-09 Akanksha Gehlot , Vaishali Sharma , Shashi Pal Singh , Ajai Kumar

This paper introduces the submission by Huawei Translation Center (HW-TSC) to the WMT24 Indian Languages Machine Translation (MT) Shared Task. To develop a reliable machine translation system for low-resource Indian languages, we employed…

Computation and Language · Computer Science 2024-09-25 Bin Wei , Jiawei Zhen , Zongyao Li , Zhanglin Wu , Daimeng Wei , Jiaxin Guo , Zhiqiang Rao , Shaojun Li , Yuanchang Luo , Hengchao Shang , Jinlong Yang , Yuhao Xie , Hao Yang

Machine translation (MT) plays an important role in benefiting linguists, sociologists, computer scientists, etc. by processing natural language to translate it into some other natural language. And this demand has grown exponentially over…

Computation and Language · Computer Science 2019-01-07 Ankush Garg , Mayank Agarwal

This research investigates the Statistical Machine Translation approaches to translate speech in real time automatically. Such systems can be used in a pipeline with speech recognition and synthesis software in order to produce a real-time…

Computation and Language · Computer Science 2015-10-01 Krzysztof Wołk , Krzysztof Marasek

One of the significant challenges of Machine Translation (MT) is the scarcity of large amounts of data, mainly parallel sentence aligned corpora. If the evaluation is as rigorous as resource-rich languages, both Neural Machine Translation…

Computation and Language · Computer Science 2023-03-06 Amit Kumar , Rupjyoti Baruah , Ajay Pratap , Mayank Swarnkar , Anil Kumar Singh

The ability of generative large language models (LLMs) to perform in-context learning has given rise to a large body of research into how best to prompt models for various natural language processing tasks. Machine Translation (MT) has been…

Computation and Language · Computer Science 2025-03-07 Armel Zebaze , Benoît Sagot , Rachel Bawden

Designers of statistical machine translation (SMT) systems have begun to employ tree-structured translation models. Systems involving tree-structured translation models tend to be complex. This article aims to reduce the conceptual…

Computation and Language · Computer Science 2007-05-23 I. Dan Melamed , Wei Wang

The conversion of content from one language to another utilizing a computer system is known as Machine Translation (MT). Various techniques have come up to ensure effective translations that retain the contextual and lexical interpretation…

Computation and Language · Computer Science 2024-01-15 Sudhansu Bala Das , Leo Raphael Rodrigues , Tapas Kumar Mishra , Bidyut Kr. Patra

Machine Translation (MT) is a zone of concentrate in Natural Language processing which manages the programmed interpretation of human language, starting with one language then onto the next by the PC. Having a rich research history…

Computation and Language · Computer Science 2019-09-24 Siddhant Srivastava , Ritu Tiwari

Large language models (LLMs) have demonstrated impressive capabilities in general scenarios, exhibiting a level of aptitude that approaches, in some aspects even surpasses, human-level intelligence. Among their numerous skills, the…

Computation and Language · Computer Science 2023-11-30 Zhiwei He , Tian Liang , Wenxiang Jiao , Zhuosheng Zhang , Yujiu Yang , Rui Wang , Zhaopeng Tu , Shuming Shi , Xing Wang

The use of subword embedding has proved to be a major innovation in Neural Machine Translation (NMT). It helps NMT to learn better context vectors for Low Resource Languages (LRLs) so as to predict the target words by better modelling the…

Computation and Language · Computer Science 2023-05-23 Amit Kumar , Shantipriya Parida , Ajay Pratap , Anil Kumar Singh

The demo proposal presents a Phrase-based Sanskrit-Hindi (SaHiT) Statistical Machine Translation system. The system has been developed on Moses. 43k sentences of Sanskrit-Hindi parallel corpus and 56k sentences of a monolingual corpus in…

Computation and Language · Computer Science 2018-04-19 Rajneesh Pandey , Atul Kr. Ojha , Girish Nath Jha

Automatic Speech Recognition (ASR) systems have been gaining popularity in the recent years for their widespread usage in smart phones and speakers. Building ASR systems for task-specific scenarios is subject to the availability of…

Computation and Language · Computer Science 2021-10-22 Saurav Jha

The field of neural machine translation (NMT) has changed with the advent of large language models (LLMs). Much of the recent emphasis in natural language processing (NLP) has been on modeling machine translation and many other problems…

Computation and Language · Computer Science 2025-06-03 Yingfeng Luo , Tong Zheng , Yongyu Mu , Bei Li , Qinghong Zhang , Yongqi Gao , Ziqiang Xu , Peinan Feng , Xiaoqian Liu , Tong Xiao , Jingbo Zhu

Recent progress in neural machine translation (NMT) has made it possible to translate successfully between monolingual language pairs where large parallel data exist, with pre-trained models improving performance even further. Although…

Machine Learning · Computer Science 2021-05-31 El Moatez Billah Nagoudi , AbdelRahim Elmadany , Muhammad Abdul-Mageed