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Related papers: Towards Explainable AI Writing Assistants for Non-…

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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 English speakers (NNES) face challenges in digital workspace communication (e.g., emails, Slack messages), often inadvertently translating expressions from their native languages, which can lead to awkward or incorrect usage.…

Human-Computer Interaction · Computer Science 2024-04-11 Yuexi Chen , Zhicheng Liu

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

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) 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

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

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

As generative AI (GenAI) systems become increasingly proficient at simulating human-like and well-reasoned text, users may attribute authority to AI outputs, shaping how they engage with writing and reasoning tasks. While prior work has…

Human-Computer Interaction · Computer Science 2026-05-18 Vitor H. A. Welzel , Nicholas Vincent

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

Automated Essay Scoring (AES) has been quite popular and is being widely used. However, lack of appropriate methodology for rating nonnative English speakers' essays has meant a lopsided advancement in this field. In this paper, we report…

Computation and Language · Computer Science 2018-02-02 Amber Nigam

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…

The development of Natural Language Generation models has led to the creation of powerful Artificial Intelligence-assisted writing tools. These tools are capable of predicting users' needs and actively providing suggestions as they write.…

Human-Computer Interaction · Computer Science 2023-06-30 Carlos Alves Pereira , Tanay Komarlu , Wael Mobeirek

In this paper, we present Par4Sem, a semantic writing aid tool based on adaptive paraphrasing. Unlike many annotation tools that are primarily used to collect training examples, Par4Sem is integrated into a real word application, in this…

Computation and Language · Computer Science 2018-08-22 Seid Muhie Yimam , Chris Biemann

Artificial intelligence and machine learning algorithms have become ubiquitous. Although they offer a wide range of benefits, their adoption in decision-critical fields is limited by their lack of interpretability, particularly with textual…

Machine Learning · Computer Science 2023-01-27 Diego Antognini

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

This paper presents the first attempt, up to our knowledge, to classify English writing styles on this scale with the challenge of classifying day to day language written by writers with different backgrounds covering various areas of…

Computation and Language · Computer Science 2017-04-26 Yanging Chen , Rami Al-Rfou' , Yejin Choi

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

The necessity for interpretability in natural language processing (NLP) has risen alongside the growing prominence of large language models. Among the myriad tasks within NLP, text generation stands out as a primary objective of…

Computation and Language · Computer Science 2024-05-15 Kenza Amara , Rita Sevastjanova , Mennatallah El-Assady

While large-scale pretrained language models have significantly improved writing assistance functionalities such as autocomplete, more complex and controllable writing assistants have yet to be explored. We leverage advances in language…

Computation and Language · Computer Science 2021-09-21 Simeng Sun , Wenlong Zhao , Varun Manjunatha , Rajiv Jain , Vlad Morariu , Franck Dernoncourt , Balaji Vasan Srinivasan , Mohit Iyyer

Given the rising proliferation and diversity of AI writing assistance tools, especially those powered by large language models (LLMs), both writers and readers may have concerns about the impact of these tools on the authenticity of writing…

Human-Computer Interaction · Computer Science 2024-11-21 Angel Hsing-Chi Hwang , Q. Vera Liao , Su Lin Blodgett , Alexandra Olteanu , Adam Trischler
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