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The paper describes the Egyptian Arabic-to-English statistical machine translation (SMT) system that the QCRI-Columbia-NYUAD (QCN) group submitted to the NIST OpenMT'2015 competition. The competition focused on informal dialectal Arabic, as…

Computation and Language · Computer Science 2016-06-21 Hassan Sajjad , Nadir Durrani , Francisco Guzman , Preslav Nakov , Ahmed Abdelali , Stephan Vogel , Wael Salloum , Ahmed El Kholy , Nizar Habash

This paper presents the submission of the \'Arni Magnusson Institute's team to the WMT24 General translation task. We work on the English->Icelandic translation direction. Our system comprises four translation models and a grammar…

Computation and Language · Computer Science 2024-10-07 Atli Jasonarson , Hinrik Hafsteinsson , Bjarki Ármannsson , Steinþór Steingrímsson

Neural machine translation (NMT) has achieved notable success in recent times, however it is also widely recognized that this approach has limitations with handling infrequent words and word pairs. This paper presents a novel…

Computation and Language · Computer Science 2017-08-08 Yang Feng , Shiyue Zhang , Andi Zhang , Dong Wang , Andrew Abel

This paper describes Ubiqus' submission to the WMT20 English-Inuktitut shared news translation task. Our main system, and only submission, is based on a multilingual approach, jointly training a Transformer model on several agglutinative…

Computation and Language · Computer Science 2020-11-19 François Hernandez , Vincent Nguyen

In this paper, we re-examine the Markov property in the context of neural machine translation. We design a Markov Autoregressive Transformer~(MAT) and undertake a comprehensive assessment of its performance across four WMT benchmarks. Our…

Computation and Language · Computer Science 2024-02-06 Cunxiao Du , Hao Zhou , Zhaopeng Tu , Jing Jiang

Annually, at the Conference of Machine Translation (WMT), the Metrics Shared Task organizers conduct the meta-evaluation of Machine Translation (MT) metrics, ranking them according to their correlation with human judgments. Their results…

Computation and Language · Computer Science 2024-08-27 Stefano Perrella , Lorenzo Proietti , Alessandro Scirè , Edoardo Barba , Roberto Navigli

We explore the applicability of machine translation evaluation (MTE) methods to a very different problem: answer ranking in community Question Answering. In particular, we adopt a pairwise neural network (NN) architecture, which…

Computation and Language · Computer Science 2019-12-09 Francisco Guzmán , Lluís Màrquez , Preslav Nakov

This paper presents the findings from the third edition of the Chat Translation Shared Task. As with previous editions, the task involved translating bilingual customer support conversations, specifically focusing on the impact of…

Computation and Language · Computer Science 2024-10-16 Wafaa Mohammed , Sweta Agrawal , M. Amin Farajian , Vera Cabarrão , Bryan Eikema , Ana C. Farinha , José G. C. de Souza

In this paper we present our work on a case study between Statistical Machien Transaltion (SMT) and Rule-Based Machine Translation (RBMT) systems on English-Indian langugae and Indian to Indian langugae perspective. Main objective of our…

Computation and Language · Computer Science 2017-08-16 Sreelekha S

As a result of the rapid changes in information and communication technology (ICT), the world has become a small village where people from all over the world connect with each other in dialogue and communication via the Internet. Also,…

Computation and Language · Computer Science 2017-09-15 Nabeel T. Alsohybe , Neama Abdulaziz Dahan , Fadl Mutaher Ba-Alwi

We present a novel approach to detecting over and under translations (OT/UT) as part of adequacy error checks in translation evaluation. We do not restrict ourselves to machine translation (MT) outputs and specifically target applications…

Computation and Language · Computer Science 2021-04-02 Prabhakar Gupta , Ridha Juneja , Anil Nelakanti , Tamojit Chatterjee

We describe models focused at the understudied problem of translating between monolingual and code-mixed language pairs. More specifically, we offer a wide range of models that convert monolingual English text into Hinglish (code-mixed…

Computation and Language · Computer Science 2021-05-20 Ganesh Jawahar , El Moatez Billah Nagoudi , Muhammad Abdul-Mageed , Laks V. S. Lakshmanan

With the primary focus on evaluating the effectiveness of large language models for automatic reference-less translation assessment, this work presents our experiments on mimicking human direct assessment to evaluate the quality of…

Computation and Language · Computer Science 2024-04-04 Vandan Mujadia , Pruthwik Mishra , Arafat Ahsan , Dipti Misra Sharma

Machine translation systems are expected to cope with various types of constraints in many practical scenarios. While neural machine translation (NMT) has achieved strong performance in unconstrained cases, it is non-trivial to impose…

Computation and Language · Computer Science 2022-10-24 Shuo Wang , Peng Li , Zhixing Tan , Zhaopeng Tu , Maosong Sun , Yang Liu

We frame the task of machine translation evaluation as one of scoring machine translation output with a sequence-to-sequence paraphraser, conditioned on a human reference. We propose training the paraphraser as a multilingual NMT system,…

Computation and Language · Computer Science 2020-10-29 Brian Thompson , Matt Post

Current Machine Translation systems achieve very good results on a growing variety of language pairs and data sets. However, it is now well known that they produce fluent translation outputs that often can contain important meaning errors.…

Computation and Language · Computer Science 2023-06-28 Vibhuti Kumari , Narayana Murthy Kavi

This paper presents a quantitative fine-grained manual evaluation approach to comparing the performance of different machine translation (MT) systems. We build upon the well-established Multidimensional Quality Metrics (MQM) error taxonomy…

Computation and Language · Computer Science 2018-02-13 Filip Klubička , Antonio Toral , Víctor M. Sánchez-Cartagena

Modern machine translation (MT) systems depend on large parallel corpora, often collected from the Internet. However, recent evidence indicates that (i) a substantial portion of these texts are machine-generated translations, and (ii) an…

Computation and Language · Computer Science 2025-11-06 Cristian García-Romero , Miquel Esplà-Gomis , Felipe Sánchez-Martínez

Text image machine translation (TIMT) aims to translate texts embedded in images from one source language to another target language. Existing methods, both two-stage cascade and one-stage end-to-end architectures, suffer from different…

Computation and Language · Computer Science 2023-05-11 Cong Ma , Yaping Zhang , Mei Tu , Yang Zhao , Yu Zhou , Chengqing Zong

This paper describes the cascaded multimodal speech translation systems developed by Imperial College London for the IWSLT 2019 evaluation campaign. The architecture consists of an automatic speech recognition (ASR) system followed by a…

Computation and Language · Computer Science 2019-11-12 Zixiu Wu , Ozan Caglayan , Julia Ive , Josiah Wang , Lucia Specia