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We highlight the challenges faced by non-native speakers when using AI writing assistants to paraphrase text. Through an interview study with 15 non-native English speakers (NNESs) with varying levels of English proficiency, we observe that…

Computation and Language · Computer Science 2023-04-06 Yewon Kim , Mina Lee , Donghwi Kim , Sung-Ju Lee

We investigate how non-native English speakers (NNESs) interact with diverse information aids to assess and select AI-generated paraphrases. We develop ParaScope, an AI paraphrasing assistant that integrates diverse information aids, such…

Human-Computer Interaction · Computer Science 2025-05-20 Yewon Kim , Thanh-Long V. Le , Donghwi Kim , Mina Lee , Sung-Ju Lee

Non-native speakers (NNSs) frequently encounter speaking difficulties in multilingual communication, where existing approaches have shown promise in facilitating NNSs' comprehension and participation in real-time communication. However,…

Human-Computer Interaction · Computer Science 2026-04-21 Peinuan Qin , Justin Peng , Zhengtao Xu , Jiting Cheng , Zicheng Zhu , Naomi Yamashita , Yi-Chieh Lee

Content creation today often takes place via collaborative writing. A longstanding interest of CSCW research lies in understanding and promoting the coordination between co-writers. However, little attention has been paid to individuals who…

Human-Computer Interaction · Computer Science 2024-09-25 Yimin Xiao , Yuewen Chen , Naomi Yamashita , Yuexi Chen , Zhicheng Liu , Ge Gao

Non-native speakers (NNSs) face significant language barriers in multilingual communication with native speakers (NSs). While AI-mediated communication (AIMC) tools offer efficient one-time assistance, they often overlook opportunities for…

Human-Computer Interaction · Computer Science 2026-01-27 Peinuan Qin , Yugin Tan , Jingzhu Chen , Nattapat Boonprakong , Zicheng Zhu , Naomi Yamashita , Yi-Chieh Lee

Neologisms and emerging slang are central to daily conversation, yet challenging for non-native speakers (NNS) to interpret and use appropriately in cross-cultural communication with native speakers (NS). NNS increasingly make use of…

Computation and Language · Computer Science 2026-04-28 Dayeon Ki , Yu Hou , Rachel Rudinger , Hal Daumé , Marine Carpuat , Fumeng Yang

Non-native speakers (NNSs) often face speaking challenges in real-time multilingual communication, such as struggling to articulate their thoughts. To address this issue, we developed an AI-based speaking assistant (AISA) that provides…

Human-Computer Interaction · Computer Science 2025-05-06 Peinuan Qin , Zicheng Zhu , Naomi Yamashita , Yitian Yang , Keita Suga , Yi-Chieh Lee

Stuttering is a speech disorder which impacts the personal and professional lives of millions of people worldwide. To save themselves from stigma and discrimination, people who stutter (PWS) may adopt different strategies to conceal their…

Artificial Intelligence · Computer Science 2021-08-24 Bhavya Ghai , Klaus Mueller

Non-native English speakers (NNES) face multiple barriers to learning programming. These barriers can be obvious, such as the fact that programming language syntax and instruction are often in English, or more subtle, such as being afraid…

Recent advances in AI call for a paradigm shift from bit-centric communication to goal- and semantics-oriented architectures, paving the way for AI-native 6G networks. In this context, we address a key open challenge: enabling heterogeneous…

Multiagent Systems · Computer Science 2025-12-04 Enrico Grimaldi , Mario Edoardo Pandolfo , Gabriele D'Acunto , Sergio Barbarossa , Paolo Di Lorenzo

With the increasing integration of large language models (LLMs) into open-domain writing, detecting machine-generated text has become a critical task for ensuring content authenticity and trust. Existing approaches rely on statistical…

Computation and Language · Computer Science 2025-10-15 Siyuan Li , Aodu Wulianghai , Xi Lin , Guangyan Li , Xiang Chen , Jun Wu , Jianhua Li

When reading a text, it is common to become stuck on unfamiliar words and phrases, such as polysemous words with novel senses, rarely used idioms, internet slang, or emerging entities. If we humans cannot figure out the meaning of those…

Computation and Language · Computer Science 2019-04-11 Shonosuke Ishiwatari , Hiroaki Hayashi , Naoki Yoshinaga , Graham Neubig , Shoetsu Sato , Masashi Toyoda , Masaru Kitsuregawa

Word meaning, representation, and interpretation play fundamental roles in natural language understanding (NLU), natural language processing (NLP), and natural language generation (NLG) tasks. Many of the inherent difficulties in these…

Computation and Language · Computer Science 2025-12-18 Lifeng Han , Gareth J. F. Jones , Alan F. Smeaton

Native language identification (NLI) is the task of training (via supervised machine learning) a classifier that guesses the native language of the author of a text. This task has been extensively researched in the last decade, and the…

Computation and Language · Computer Science 2022-08-03 Barbara Berti , Andrea Esuli , Fabrizio Sebastiani

Recent developments in natural language generation (NLG) using neural language models have brought us closer than ever to the goal of building AI-powered creative writing tools. However, most prior work on human-AI collaboration in the…

Human-Computer Interaction · Computer Science 2022-11-10 Daphne Ippolito , Ann Yuan , Andy Coenen , Sehmon Burnam

Digital communication has become the cornerstone of modern interaction, enabling rapid, accessible, and interactive exchanges. However, individuals with lower academic literacy often face significant barriers, exacerbating the "digital…

Computation and Language · Computer Science 2025-10-14 Prawaal Sharma , Poonam Goyal , Navneet Goyal , Vidisha Sharma

The rapid development of AI-driven tools, particularly large language models (LLMs), is reshaping professional writing. Still, key aspects of their adoption such as languages support, ethics, and long-term impact on writers voice and…

Computation and Language · Computer Science 2025-07-31 Anastasiia Ivanova , Natalia Fedorova , Sergei Tilga , Ekaterina Artemova

Chatbots have long been explored as tools to support learning, and recent advances in large language models have significantly expanded the availability of platforms for educators to author AI tutoring chatbots. Yet effective authorship…

Human-Computer Interaction · Computer Science 2026-05-19 Miina Koyama , Ruiwei Xiao , John Stamper

When beginners learn to speak a non-native language, it is difficult for them to judge for themselves whether they are speaking well. Therefore, computer-assisted pronunciation training systems are used to detect learner mispronunciations.…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-12 Kazuki Kawamura , Jun Rekimoto

AI systems and tools today can generate human-like expressions on behalf of people. It raises the crucial question about how to sustain human agency in AI-mediated communication. We investigated this question in the context of machine…

Human-Computer Interaction · Computer Science 2025-03-12 Yimin Xiao , Cartor Hancock , Sweta Agrawal , Nikita Mehandru , Niloufar Salehi , Marine Carpuat , Ge Gao
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