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Artificial general intelligence (AGI) has gained global recognition as a future technology due to the emergence of breakthrough large language models and chatbots such as GPT-4 and ChatGPT, respectively. Compared to conventional AI models,…

Artificial Intelligence · Computer Science 2024-03-14 Ehsan Latif , Gengchen Mai , Matthew Nyaaba , Xuansheng Wu , Ninghao Liu , Guoyu Lu , Sheng Li , Tianming Liu , Xiaoming Zhai

Generative artificial intelligence tools, like ChatGPT, are an increasingly utilized resource among computational social scientists. Nevertheless, there remains space for improved understanding of the performance of ChatGPT in complex tasks…

Computation and Language · Computer Science 2025-12-02 Breanna E. Green , Ashley L. Shea , Pengfei Zhao , Drew B. Margolin

Object counting is a popular task in deep learning applications in various domains, including agriculture. A conventional deep learning approach requires a large amount of training data, often a logistic problem in a real-world application.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Konlavach Mengsuwan , Juan Camilo Rivera Palacio , Masahiro Ryo

Automatic image-based food recognition is a particularly challenging task. Traditional image analysis approaches have achieved low classification accuracy in the past, whereas deep learning approaches enabled the identification of food…

Computer Vision and Pattern Recognition · Computer Science 2020-04-09 Chairi Kiourt , George Pavlidis , Stella Markantonatou

The remarkable achievements of ChatGPT and GPT-4 have sparked a wave of interest and research in the field of large language models for Artificial General Intelligence (AGI). These models provide intelligent solutions close to human…

Computer Vision and Pattern Recognition · Computer Science 2024-04-03 Xiang Li , Congcong Wen , Yuan Hu , Zhenghang Yuan , Xiao Xiang Zhu

Generative AI and large language models have the potential to drastically improve the landscape of computing education by automatically generating personalized feedback and content. Recent works have studied the capabilities of these models…

Machine Learning · Computer Science 2023-08-08 Adish Singla

This work aims to create a multimodal AI system that chats with humans and shares relevant photos. While earlier works were limited to dialogues about specific objects or scenes within images, recent works have incorporated images into…

Computation and Language · Computer Science 2023-05-08 Min Young Lee

Food recognition plays an important role in food choice and intake, which is essential to the health and well-being of humans. It is thus of importance to the computer vision community, and can further support many food-oriented vision and…

Computer Vision and Pattern Recognition · Computer Science 2023-02-28 Weiqing Min , Zhiling Wang , Yuxin Liu , Mengjiang Luo , Liping Kang , Xiaoming Wei , Xiaolin Wei , Shuqiang Jiang

Large multimodal models extend the impressive capabilities of large language models by integrating multimodal understanding abilities. However, it is not clear how they can emulate the general intelligence and reasoning ability of humans.…

Computer Vision and Pattern Recognition · Computer Science 2024-08-20 Yew Ken Chia , Vernon Toh Yan Han , Deepanway Ghosal , Lidong Bing , Soujanya Poria

Generative AI, such as OpenAI's GPT-4V large-language model, has rapidly entered mainstream discourse. Novel capabilities in image processing and natural-language communication may augment existing forecasting methods. Large language models…

The growing use of generative AI tools like ChatGPT has raised urgent concerns about their impact on student learning, particularly the potential erosion of critical thinking and creativity. As students increasingly turn to these tools to…

Computers and Society · Computer Science 2025-04-01 Muhammad Sajjad Akbar

Artificial intelligence has dramatically reshaped our interaction with digital technologies, ushering in an era where advancements in AI algorithms and Large Language Models (LLMs) have natural language processing (NLP) systems like…

Computation and Language · Computer Science 2024-06-12 Masoumeh Farhadi Nia , Mohsen Ahmadi , Elyas Irankhah

Nutrition estimation is crucial for effective dietary management and overall health and well-being. Existing methods often struggle with sub-optimal accuracy and can be time-consuming. In this paper, we propose NuNet, a transformer-based…

Computer Vision and Pattern Recognition · Computer Science 2024-06-05 Zhengyi Kwan , Wei Zhang , Zhengkui Wang , Aik Beng Ng , Simon See

Multi-modal large language models are regarded as a crucial step towards Artificial General Intelligence (AGI) and have garnered significant interest with the emergence of ChatGPT. However, current speech-language models typically adopt the…

Computation and Language · Computer Science 2023-05-22 Dong Zhang , Shimin Li , Xin Zhang , Jun Zhan , Pengyu Wang , Yaqian Zhou , Xipeng Qiu

The performance of unified multimodal models for image generation and editing is fundamentally constrained by the quality and comprehensiveness of their training data. While existing datasets have covered basic tasks like style transfer and…

Computer Vision and Pattern Recognition · Computer Science 2025-09-30 Zhihong Chen , Xuehai Bai , Yang Shi , Chaoyou Fu , Huanyu Zhang , Haotian Wang , Xiaoyan Sun , Zhang Zhang , Liang Wang , Yuanxing Zhang , Pengfei Wan , Yi-Fan Zhang

Currently, most food recognition relies on deep learning for category classification. However, these approaches struggle to effectively distinguish between visually similar food samples, highlighting the pressing need to address…

Machine Learning · Computer Science 2024-03-20 Guohang Zhuang , Yue Hu , Tianxing Yan , JiaZhan Gao

Background: Artificial intelligence language models have shown promise in various applications, including assisting with clinical decision-making as demonstrated by strong performance of large language models on medical licensure exams.…

Computation and Language · Computer Science 2023-05-10 Timothy Poterucha , Pierre Elias , Christopher M. Haggerty

Large Language Models (LLMs), with their flexible generation abilities, can be powerful data sources in domains with few or no available corpora. However, problems like hallucinations and biases limit such applications. In this case study,…

Computation and Language · Computer Science 2024-01-17 Simone Balloccu , Ehud Reiter , Vivek Kumar , Diego Reforgiato Recupero , Daniele Riboni

AI-driven chatbots such as ChatGPT have caused a tremendous hype lately. For BPM applications, several applications for AI-driven chatbots have been identified to be promising to generate business value, including explanation of process…

Computation and Language · Computer Science 2024-01-19 Nataliia Klievtsova , Janik-Vasily Benzin , Timotheus Kampik , Juergen Mangler , Stefanie Rinderle-Ma

In this research short, we examine the potential of using GPT-4o, a state-of-the-art large language model (LLM) to undertake evidence synthesis and systematic assessment tasks. Traditional workflows for such tasks involve large groups of…

Computation and Language · Computer Science 2024-07-19 Elphin Tom Joe , Sai Dileep Koneru , Christine J Kirchhoff