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Recently, pre-trained models have achieved state-of-the-art results in various language understanding tasks, which indicates that pre-training on large-scale corpora may play a crucial role in natural language processing. Current…

Computation and Language · Computer Science 2019-11-22 Yu Sun , Shuohuan Wang , Yukun Li , Shikun Feng , Hao Tian , Hua Wu , Haifeng Wang

Explanations have gained an increasing level of interest in the AI and Machine Learning (ML) communities in order to improve model transparency and allow users to form a mental model of a trained ML model. However, explanations can go…

Machine Learning · Computer Science 2022-10-11 Stefano Teso , Öznur Alkan , Wolfang Stammer , Elizabeth Daly

While deep learning has achieved remarkable success across many domains, it has historically underperformed on tabular learning tasks, which remain dominated by gradient boosting decision trees. However, recent advancements are paving the…

Machine Learning · Computer Science 2025-10-31 Alan Arazi , Eilam Shapira , Roi Reichart

While neural networks have excelled in video action recognition tasks, their black-box nature often obscures the understanding of their decision-making processes. Recent approaches used inherently interpretable models to analyze video…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Ning Wang , Guangming Zhu , HS Li , Liang Zhang , Syed Afaq Ali Shah , Mohammed Bennamoun

If large language models operate in a universal semantic space, then switching between languages should require only a simple activation offset. To test this, we take multilingual in-context learning as a case study, where few-shot…

Computation and Language · Computer Science 2026-04-02 Neeraja Kirtane , Kuan-Hao Huang

Conversational Artificial Intelligence (AI) systems have recently sky-rocketed in popularity and are now used in many applications, from car assistants to customer support. The development of conversational AI systems is supported by a…

Human-Computer Interaction · Computer Science 2020-12-23 Johan Aronsson , Philip Lu , Daniel Strüber , Thorsten Berger

We introduce the task of cross-lingual semantic parsing: mapping content provided in a source language into a meaning representation based on a target language. We present: (1) a meaning representation designed to allow systems to target…

Computation and Language · Computer Science 2018-04-24 Sheng Zhang , Kevin Duh , Benjamin Van Durme

The development of many vision models mainly focuses on improving their performance using metrics such as accuracy, IoU, and mAP, with less attention to explainability due to the complexity of applying xAI methods to provide a meaningful…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Phu-Vinh Nguyen , Tan-Hanh Pham , Chris Ngo , Truong Son Hy

As part of a research on a novel in-process multiprogramming-language interoperability system, this study investigates the interoperability and usage of multiple programming languages within a large dataset of GitHub projects and Stack…

Programming Languages · Computer Science 2024-11-14 Tsvi Cherny-Shahar , Amiram Yehudai

Unified modelling language (UML) 2.0 introduced in 2002 has been developing and influencing object-oriented software engineering and has become a standard and reference for information system analysis and design modelling. There are many…

Software Engineering · Computer Science 2010-06-10 Spits Warnars

Using representations provided by a large pre-trained model has become the primary strategy for achieving state-of-the-art results in a wide range of tasks. A recently proposed large pre-trained model, wav2vec 2.0, was seminal for several…

Computation and Language · Computer Science 2025-12-01 Jonatas Grosman , Cassio Almeida , Guilherme Schardong , Hélio Lopes

Artificial intelligence (AI) literacy is a rapidly growing research area and a critical addition to K-12 education. However, support for designing tools and curriculum to teach K-12 AI literacy is still limited. There is a need for…

Computers and Society · Computer Science 2020-09-23 Xiaofei Zhou , Jessica Van Brummelen , Phoebe Lin

Increasing evidence suggests that many deployed AI systems do not sufficiently support end-user interaction and information needs. Engaging end-users in the design of these systems can reveal user needs and expectations, yet effective ways…

Human-Computer Interaction · Computer Science 2024-05-28 Christine P Lee , Min Kyung Lee , Bilge Mutlu

Large language models have become the latest trend in natural language processing, heavily featuring in the digital tools we use every day. However, their replies often reflect a narrow cultural viewpoint that overlooks the diversity of…

Computation and Language · Computer Science 2025-10-22 Alistair Plum , Anne-Marie Lutgen , Christoph Purschke , Achim Rettinger

This paper argues that large language models have a valuable scientific role to play in serving as scientific models of public languages. Linguistic study should not only be concerned with the cognitive processes behind linguistic…

Computation and Language · Computer Science 2026-03-12 Jumbly Grindrod

Goal-oriented conversational agents are becoming prevalent in our daily lives. For these systems to engage users and achieve their goals, they need to exhibit appropriate social behavior as well as provide informative replies that guide…

Computation and Language · Computer Science 2021-01-01 Yi-Chia Wang , Alexandros Papangelis , Runze Wang , Zhaleh Feizollahi , Gokhan Tur , Robert Kraut

Programming is an integral part of computer science discipline. Every day the programming environment is not only rapidly growing but also changing and languages are constantly evolving. Learning of object-oriented paradigm is compulsory in…

Programming Languages · Computer Science 2023-06-06 Muhammad Shoaib Farooq , Taymour zaman Khan

Despite concrete indicators and targets, monitoring the progress of the UN Sustainable Development Goals (SDGs) remains a challenge, given the many different actors, initiatives, and institutions involved. OSDG, an open-source…

Textual content is often the output of a collaborative writing process: We start with an initial draft, ask for suggestions, and repeatedly make changes. Agnostic of this process, today's language models are trained to generate only the…

Multimodal large language models (MLLMs) have markedly expanded the competence of graphical user-interface (GUI) systems, propelling them beyond controlled simulations into complex, real-world environments across diverse platforms. However,…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Bin Lei , Nuo Xu , Ali Payani , Mingyi Hong , Chunhua Liao , Yu Cao , Caiwen Ding
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