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Machine translation models are still inappropriate for translating chats, despite the popularity of translation software and plug-in applications. The complexity of dialogues poses significant challenges and can hinder crosslingual…

计算与语言 · 计算机科学 2024-11-06 Yunmeng Li , Jun Suzuki , Makoto Morishita , Kaori Abe , Kentaro Inui

Automatic translation systems offer a powerful solution to bridge language barriers in scenarios where participants do not share a common language. However, these systems can introduce errors leading to misunderstandings and conversation…

计算与语言 · 计算机科学 2025-07-01 José Pombal , Sweta Agrawal , Patrick Fernandes , Emmanouil Zaranis , André F. T. Martins

While the progress of machine translation of written text has come far in the past several years thanks to the increasing availability of parallel corpora and corpora-based training technologies, automatic translation of spoken text and…

计算与语言 · 计算机科学 2020-08-06 Matīss Rikters , Ryokan Ri , Tong Li , Toshiaki Nakazawa

Personalized dialogue systems are an essential step toward better human-machine interaction. Existing personalized dialogue agents rely on properly designed conversational datasets, which are mostly monolingual (e.g., English), which…

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…

计算与语言 · 计算机科学 2023-05-24 Mikel Artetxe , Vedanuj Goswami , Shruti Bhosale , Angela Fan , Luke Zettlemoyer

This paper reports on progress towards building an online language learning tool to provide learners with conversational experience by using dialog systems as conversation practice partners. Our system can adapt to users' language…

计算与语言 · 计算机科学 2022-08-02 Yu Li , Chun-Yen Chen , Dian Yu , Sam Davidson , Ryan Hou , Xun Yuan , Yinghua Tan , Derek Pham , Zhou Yu

With the resurgence of chat-based dialog systems in consumer and enterprise applications, there has been much success in developing data-driven and rule-based natural language models to understand human intent. Since these models require…

计算与语言 · 计算机科学 2018-05-14 Nicholas Ruiz , Srinivas Bangalore , John Chen

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…

Developing conversational systems that can converse in many languages is an interesting challenge for natural language processing. In this paper, we introduce multilingual addressee and response selection. In this task, a conversational…

计算与语言 · 计算机科学 2018-08-14 Motoki Sato , Hiroki Ouch , Yuta Tsuboi

Cross-lingual transfer is important for developing high-quality chatbots in multiple languages due to the strongly imbalanced distribution of language resources. A typical approach is to leverage off-the-shelf machine translation (MT)…

计算与语言 · 计算机科学 2023-05-23 Lei Shen , Shuai Yu , Xiaoyu Shen

Targeted evaluations have found that machine translation systems often output incorrect gender, even when the gender is clear from context. Furthermore, these incorrectly gendered translations have the potential to reflect or amplify social…

计算与语言 · 计算机科学 2021-04-19 Prafulla Kumar Choubey , Anna Currey , Prashant Mathur , Georgiana Dinu

The complexities of chats pose significant challenges for machine translation models. Recognizing the need for a precise evaluation metric to address the issues of chat translation, this study introduces Multidimensional Quality Metrics for…

计算与语言 · 计算机科学 2025-02-04 Yunmeng Li , Jun Suzuki , Makoto Morishita , Kaori Abe , Kentaro Inui

Hate speech detection within a cross-lingual setting represents a paramount area of interest for all medium and large-scale online platforms. Failing to properly address this issue on a global scale has already led over time to morally…

计算与语言 · 计算机科学 2021-11-02 Teodor Tiţa , Arkaitz Zubiaga

Neural Chat Translation (NCT) aims to translate conversational text between speakers of different languages. Despite the promising performance of sentence-level and context-aware neural machine translation models, there still remain…

计算与语言 · 计算机科学 2021-09-03 Yunlong Liang , Chulun Zhou , Fandong Meng , Jinan Xu , Yufeng Chen , Jinsong Su , Jie Zhou

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…

计算与语言 · 计算机科学 2025-11-06 Cristian García-Romero , Miquel Esplà-Gomis , Felipe Sánchez-Martínez

The field of machine translation has progressed tremendously in recent years. Even though the translation quality has improved significantly, current systems are still unable to produce uniformly acceptable machine translations for the…

计算与语言 · 计算机科学 2020-05-11 Meng Zhang , Xin Jiang , Yang Liu , Qun Liu

Machine Translation (MT) plays a pivotal role in cross-lingual information access, public policy communication, and equitable knowledge dissemination. However, critical meaning errors, such as factual distortions, intent reversals, or…

计算与语言 · 计算机科学 2026-02-13 Muskaan Chopra , Lorenz Sparrenberg , Rafet Sifa

Mutation testing is a technique aimed at assessing the effectiveness of test suites by seeding artificial faults into programs. Although available for many platforms and languages, no mutation testing tool is currently available for…

软件工程 · 计算机科学 2024-01-22 Michael Ferdinando Urrico , Diego Clerissi , Leonardo Mariani

This study investigates ChatGPT for Japanese-English translation, exploring simple and enhanced prompts and comparing against commercially available translation engines. Performing both automatic and MQM-based human evaluations, we found…

计算与语言 · 计算机科学 2025-10-10 Vincent Michael Sutanto , Giovanni Gatti De Giacomo , Toshiaki Nakazawa , Masaru Yamada

Machine Translation (MT) tools are widely used today, often in contexts where professional translators are not present. Despite progress in MT technology, a gap persists between system development and real-world usage, particularly for…

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