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One useful application of NLP models is to support people in reading complex text from unfamiliar domains (e.g., scientific articles). Simplifying the entire text makes it understandable but sometimes removes important details. On the…

Computation and Language · Computer Science 2025-01-28 Sumit Asthana , Hannah Rashkin , Elizabeth Clark , Fantine Huot , Mirella Lapata

Counterfactual explanations are one of the prominent eXplainable Artificial Intelligence (XAI) techniques, and suggest changes to input data that could alter predictions, leading to more favourable outcomes. Existing counterfactual methods…

Artificial Intelligence · Computer Science 2025-05-22 Andrei Buliga , Chiara Di Francescomarino , Chiara Ghidini , Marco Montali , Massimiliano Ronzani

Large Language Models (LLMs) have demonstrated impressive capabilities across a range of natural language processing tasks. In particular, improvements in reasoning abilities and the expansion of context windows have opened new avenues for…

Databases · Computer Science 2025-06-12 Yeounoh Chung , Gaurav T. Kakkar , Yu Gan , Brenton Milne , Fatma Ozcan

Machine-learning based generation of process models from natural language text process descriptions provides a solution for the time-intensive and expensive process discovery phase. Many organizations have to carry out this phase, before…

Computation and Language · Computer Science 2024-10-03 Julian Neuberger , Han van der Aa , Lars Ackermann , Daniel Buschek , Jannic Herrmann , Stefan Jablonski

The Second Language Acquisition field has been significantly impacted by a greater emphasis on individualized learning and rapid developments in artificial intelligence (AI). Although increasingly adaptive language learning tools are being…

Computers and Society · Computer Science 2021-11-09 Jin Ha Woo , Heeyoul Choi

AI Tool is a large language model (LLM) designed to generate human-like responses in natural language conversations. It is trained on a massive corpus of text from the internet, which allows it to leverage a broad understanding of language,…

Human-Computer Interaction · Computer Science 2023-08-22 Hitesh Mohapatra , Soumya Ranjan Mishra

The exponential growth of academic publications poses challenges for the research process, such as literature review and procedural planning. Large Language Models (LLMs) have emerged as powerful AI tools, especially when combined with…

Applied Physics · Physics 2025-02-13 Joaquin Ramirez-Medina , Mohammadmehdi Ataei , Alidad Amirfazli

We share observations and challenges from an ongoing effort to implement Explainable AI (XAI) in a domain-specific workflow for cybersecurity analysts. Specifically, we briefly describe a preliminary case study on the use of XAI for source…

Human-Computer Interaction · Computer Science 2024-08-12 Ashley Suh , Harry Li , Caitlin Kenney , Kenneth Alperin , Steven R. Gomez

Artificial intelligence-augmented technology represents a considerable opportunity for improving healthcare delivery. Significant progress has been made to demonstrate the value of complex models to enhance clinicians` efficiency in…

Human-Computer Interaction · Computer Science 2025-04-08 Mohammad Golam Kibria , Lauren Kucirka , Javed Mostafa

Artificial Intelligence (AI) is rapidly embedded in critical decision-making systems, however their foundational ``black-box'' models require eXplainable AI (XAI) solutions to enhance transparency, which are mostly oriented to experts,…

Machine Learning · Computer Science 2025-06-17 Eva Paraschou , Ioannis Arapakis , Sofia Yfantidou , Sebastian Macaluso , Athena Vakali

About 32% of a software practitioners' day involves seeking and using information to support task completion. Although the information needs of software practitioners have been studied extensively, the impact of AI-assisted tools on their…

Software Engineering · Computer Science 2025-04-28 Ebtesam Al Haque , Chris Brown , Thomas D. LaToza , Brittany Johnson

The global shortage and uneven distribution of medical expertise continue to hinder equitable access to accurate diagnostic care. While existing intelligent diagnostic system have shown promise, most struggle with dual-user interaction, and…

Human-Computer Interaction · Computer Science 2026-01-29 Zihan Zhou , Yinan Liu , Yuyang Xie , Bin Wang , Xiaochun Yang , Zezheng Feng

Artificial intelligence (AI) provides considerable opportunities to assist human work. However, one crucial challenge of human-AI collaboration is that many AI algorithms operate in a black-box manner where the way how the AI makes…

Human-Computer Interaction · Computer Science 2024-06-13 Julian Senoner , Simon Schallmoser , Bernhard Kratzwald , Stefan Feuerriegel , Torbjørn Netland

As the field of healthcare increasingly adopts artificial intelligence, it becomes important to understand which types of explanations increase transparency and empower users to develop confidence and trust in the predictions made by…

Artificial Intelligence · Computer Science 2025-05-16 Felix Liedeker , Olivia Sanchez-Graillet , Moana Seidler , Christian Brandt , Jörg Wellmer , Philipp Cimiano

Scientific documents often contain a large number of acronyms. Disambiguation of these acronyms will help researchers better understand the meaning of vocabulary in the documents. In the past, thanks to large amounts of data from English…

Computation and Language · Computer Science 2022-02-08 Yixuan Weng , Fei Xia , Bin Li , Xiusheng Huang , Shizhu He

Moving to a new culture and adapting to a new life, as an international student, can be a stressful experience. In the US, international students face unique overlapping challenges, yet the current support ecosystem, including university…

Human-Computer Interaction · Computer Science 2026-05-15 Laleh Nourian , Anisa Callis , Stephanie Patterson , Jadeline Miao , Jamison Heard , Garreth W. Tigwell

With the rapid adoption of AI tools in learning contexts, it is vital to understand how these systems shape users' reading processes and cognitive engagement. We collected and analyzed text from 124 sessions with AI tools, in which students…

Human-Computer Interaction · Computer Science 2025-04-22 Yue Fu , Alexis Hiniker

The rise of large language models has opened new avenues for users seeking legal advice. However, users often lack professional legal knowledge, which can lead to questions that omit critical information. This deficiency makes it…

Computation and Language · Computer Science 2025-02-13 Rujing Yao , Yiquan Wu , Tong Zhang , Xuhui Zhang , Yuting Huang , Yang Wu , Jiayin Yang , Changlong Sun , Fang Wang , Xiaozhong Liu

While integrating external tools into large language models (LLMs) enhances their ability to access real-time information and domain-specific services, existing approaches focus narrowly on functional tool selection following user…

Computation and Language · Computer Science 2025-05-23 Zihao Cheng , Hongru Wang , Zeming Liu , Yuhang Guo , Yuanfang Guo , Yunhong Wang , Haifeng Wang

To address intricate real-world tasks, there has been a rising interest in tool utilization in applications of large language models (LLMs). To develop LLM-based agents, it usually requires LLMs to understand many tool functions from…

Computation and Language · Computer Science 2024-03-28 Siyu Yuan , Kaitao Song , Jiangjie Chen , Xu Tan , Yongliang Shen , Ren Kan , Dongsheng Li , Deqing Yang
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