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As generative AI tools like ChatGPT become integral to everyday writing, critical questions arise about how to preserve writers' sense of agency and ownership when using these tools. Yet, a systematic understanding of how AI assistance…

Human-Computer Interaction · Computer Science 2025-08-19 Mohi Reza , Jeb Thomas-Mitchell , Peter Dushniku , Nathan Laundry , Joseph Jay Williams , Anastasia Kuzminykh

Research on automated text summarization relies heavily on human and automatic evaluation. While recent work on human evaluation mainly adopted intrinsic evaluation methods, judging the generic quality of text summaries, e.g.…

Computation and Language · Computer Science 2023-05-25 Xiao Pu , Mingqi Gao , Xiaojun Wan

Text summarization is the research area aiming at creating a short and condensed version of the original document, which conveys the main idea of the document in a few words. This research topic has started to attract the attention of a…

Computation and Language · Computer Science 2020-05-12 Shen Gao , Xiuying Chen , Zhaochun Ren , Dongyan Zhao , Rui Yan

We fine-tune large language models to write natural language critiques (natural language critical comments) using behavioral cloning. On a topic-based summarization task, critiques written by our models help humans find flaws in summaries…

Computation and Language · Computer Science 2022-06-15 William Saunders , Catherine Yeh , Jeff Wu , Steven Bills , Long Ouyang , Jonathan Ward , Jan Leike

We present SummaryLens, a concept and prototype for a mobile tool that leverages automated text summarization to enable users to quickly scan and summarize physical text documents. We further combine this with a text-to-speech system to…

Human-Computer Interaction · Computer Science 2022-02-07 Karim Benharrak , Florian Lehmann , Hai Dang , Daniel Buschek

Dialog summarization has become increasingly important in managing and comprehending large-scale conversations across various domains. This task presents unique challenges in capturing the key points, context, and nuances of multi-turn long…

Computation and Language · Computer Science 2024-02-28 Ankan Mullick , Ayan Kumar Bhowmick , Raghav R , Ravi Kokku , Prasenjit Dey , Pawan Goyal , Niloy Ganguly

AI agents are being developed to support high stakes decision-making processes from driving cars to prescribing drugs, making it increasingly important for human users to understand their behavior. Policy summarization methods aim to convey…

Machine Learning · Computer Science 2019-06-03 Isaac Lage , Daphna Lifschitz , Finale Doshi-Velez , Ofra Amir

Autocompletion is an approach that extends and continues partial user input. We propose to interpret autocompletion as a basic interaction concept in human-AI interaction. We first describe the concept of autocompletion and dissect its user…

Human-Computer Interaction · Computer Science 2022-01-19 Florian Lehmann , Daniel Buschek

Artificial intelligence (AI), including large language models and generative AI, is emerging as a significant force in software development, offering developers powerful tools that span the entire development lifecycle. Although software…

Software Engineering · Computer Science 2025-02-06 Christoph Treude , Marco A. Gerosa

Recently, large language models have facilitated the emergence of highly intelligent conversational AI capable of engaging in human-like dialogues. However, a notable distinction lies in the fact that these AI models predominantly generate…

Human-Computer Interaction · Computer Science 2025-10-13 Jijie Zhou , Yuhan Hu

In a typical customer service chat scenario, customers contact a support center to ask for help or raise complaints, and human agents try to solve the issues. In most cases, at the end of the conversation, agents are asked to write a short…

Computation and Language · Computer Science 2021-11-24 Guy Feigenblat , Chulaka Gunasekara , Benjamin Sznajder , Sachindra Joshi , David Konopnicki , Ranit Aharonov

Summarising data as text helps people make sense of it. It also improves data discovery, as search algorithms can match this text against keyword queries. In this paper, we explore the characteristics of text summaries of data in order to…

Information Retrieval · Computer Science 2018-10-31 Laura Koesten , Elena Simperl , Emilia Kacprzak , Tom Blount , Jeni Tennison

In recent years, narrative visualization has gained much attention. Researchers have proposed different design spaces for various narrative visualization genres and scenarios to facilitate the creation process. As users' needs grow and…

Human-Computer Interaction · Computer Science 2023-03-23 Qing Chen , Shixiong Cao , Jiazhe Wang , Nan Cao

The ubiquitous availability of computing devices and the widespread use of the internet have generated a large amount of data continuously. Therefore, the amount of available information on any given topic is far beyond humans' processing…

Artificial Intelligence · Computer Science 2023-07-11 Samira Ghodratnama

For summarization, human preference is critical to tame outputs of the summarizer in favor of human interests, as ground-truth summaries are scarce and ambiguous. Practical settings require dynamic exchanges between human and AI agent…

Artificial Intelligence · Computer Science 2022-05-13 Duy-Hung Nguyen , Nguyen Viet Dung Nghiem , Bao-Sinh Nguyen , Dung Tien Le , Shahab Sabahi , Minh-Tien Nguyen , Hung Le

AI is promising in assisting UX evaluators with analyzing usability tests, but its judgments are typically presented as non-interactive visualizations. Evaluators may have questions about test recordings, but have no way of asking them.…

Human-Computer Interaction · Computer Science 2023-03-08 Emily Kuang , Ehsan Jahangirzadeh Soure , Mingming Fan , Jian Zhao , Kristen Shinohara

In our era of rapid technological advancement, the research landscape for writing assistants has become increasingly fragmented across various research communities. We seek to address this challenge by proposing a design space as a…

In recent times, data is growing rapidly in every domain such as news, social media, banking, education, etc. Due to the excessiveness of data, there is a need of automatic summarizer which will be capable to summarize the data especially…

Computation and Language · Computer Science 2017-04-12 Santosh Kumar Bharti , Korra Sathya Babu

Neural language models have the potential to support human writing. However, questions remain on their integration and influence on writing and output. To address this, we designed and compared two user interfaces for writing with AI on…

Human-Computer Interaction · Computer Science 2022-08-02 Florian Lehmann , Niklas Markert , Hai Dang , Daniel Buschek

Text summarization aims at compressing long documents into a shorter form that conveys the most important parts of the original document. Despite increased interest in the community and notable research effort, progress on benchmark…

Computation and Language · Computer Science 2019-08-27 Wojciech Kryściński , Nitish Shirish Keskar , Bryan McCann , Caiming Xiong , Richard Socher