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In the burgeoning field of artificial intelligence (AI), understanding the capabilities and limitations of programming-oriented models is crucial. This paper presents a novel evaluation of the programming proficiency of Generative…

Artificial Intelligence · Computer Science 2023-06-06 Zizhuo Zhang , Lian Wen , Shaoyang Zhang , David Chen , Yanfei Jiang

Instruction-tuned large language models have revolutionized natural language processing and have shown great potential in applications such as conversational agents. These models, such as GPT-4, can not only master language but also solve…

Computation and Language · Computer Science 2023-06-16 Yew Ken Chia , Pengfei Hong , Lidong Bing , Soujanya Poria

Multimodal GPTs represent a watershed in the interplay between Software Engineering and Generative Artificial Intelligence. GPT-4 accepts image and text inputs, rather than simply natural language. We investigate relevant use cases stemming…

Software Engineering · Computer Science 2025-08-21 Roberto Rossi

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

The rapid advancements in generative AI technologies, such as Stable Diffusion, DALL-E, and Midjourney, have significantly transformed the creation of synthetic visual content. While these models enable innovation across industries, they…

Large language models (LLMs) have demonstrated remarkable capabilities in natural language understanding and generation across various domains, including medicine. We present a comprehensive evaluation of GPT-4, a state-of-the-art LLM, on…

Computation and Language · Computer Science 2023-04-13 Harsha Nori , Nicholas King , Scott Mayer McKinney , Dean Carignan , Eric Horvitz

Generative AI (GenAI) has witnessed remarkable progress in recent years and demonstrated impressive performance in various generation tasks in different domains such as computer vision and computational design. Many researchers have…

Machine Learning · Computer Science 2024-04-30 Yilin Ye , Jianing Hao , Yihan Hou , Zhan Wang , Shishi Xiao , Yuyu Luo , Wei Zeng

Recent advancements in diffusion-based generative image editing have sparked a profound revolution, reshaping the landscape of image outpainting and inpainting tasks. Despite these strides, the field grapples with inherent challenges,…

Computer Vision and Pattern Recognition · Computer Science 2024-04-09 Yuxi Ren , Jie Wu , Yanzuo Lu , Huafeng Kuang , Xin Xia , Xionghui Wang , Qianqian Wang , Yixing Zhu , Pan Xie , Shiyin Wang , Xuefeng Xiao , Yitong Wang , Min Zheng , Lean Fu

The rapid advancement of artificial intelligence (AI) has highlighted ChatGPT as a pivotal technology in the field of information retrieval (IR). Distinguished from its predecessors, ChatGPT offers significant benefits that have attracted…

Information Retrieval · Computer Science 2024-04-18 Yizheng Huang , Jimmy Huang

Recent works have established that AI models introduce spectral artifacts into generated images and propose approaches for learning to capture them using labeled data. However, the significant differences in such artifacts among different…

Computer Vision and Pattern Recognition · Computer Science 2025-04-01 Dimitrios Karageorgiou , Symeon Papadopoulos , Ioannis Kompatsiaris , Efstratios Gavves

Pretrained large Vision-Language models have drawn considerable interest in recent years due to their remarkable performance. Despite considerable efforts to assess these models from diverse perspectives, the extent of visual cultural…

Computation and Language · Computer Science 2024-02-16 Yong Cao , Wenyan Li , Jiaang Li , Yifei Yuan , Antonia Karamolegkou , Daniel Hershcovich

GPT-4 is often heralded as a leading commercial AI offering, sparking debates over its potential as a steppingstone toward artificial general intelligence. But does it possess consciousness? This paper investigates this key question using…

Artificial Intelligence · Computer Science 2024-07-16 Izak Tait , Joshua Bensemann , Ziqi Wang

With the rise of multimodal large language models, GPT-4o stands out as a pioneering model, driving us to evaluate its capabilities. This report assesses GPT-4o across various tasks to analyze its audio processing and reasoning abilities.…

Computation and Language · Computer Science 2025-02-17 Yu-Xiang Lin , Chih-Kai Yang , Wei-Chih Chen , Chen-An Li , Chien-yu Huang , Xuanjun Chen , Hung-yi Lee

Over the eight months since its release, ChatGPT and its underlying model, GPT3.5, have garnered massive attention, due to their potent mix of capability and accessibility. While a niche-industry of papers have emerged examining the scope…

Computation and Language · Computer Science 2024-02-07 David Bayani

The rapid evolution of artificial intelligence (AI), especially in the domain of Large Language Models (LLMs) and generative AI, has opened new avenues for application across various fields, yet its role in business education remains…

Computation and Language · Computer Science 2024-01-09 Vahid Ashrafimoghari , Necdet Gürkan , Jordan W. Suchow

Crash diagrams are essential tools in transportation safety analysis, yet their manual preparation remains time-consuming and prone to human variability. This study investigates the use of Vision-Language Models (VLMs) to automate crash…

Human-Computer Interaction · Computer Science 2026-04-20 Xiao Lu , Hao Zhen , Jidong J. Yang

The pursuit of autonomous driving technology hinges on the sophisticated integration of perception, decision-making, and control systems. Traditional approaches, both data-driven and rule-based, have been hindered by their inability to…

Computer Vision and Pattern Recognition · Computer Science 2023-11-29 Licheng Wen , Xuemeng Yang , Daocheng Fu , Xiaofeng Wang , Pinlong Cai , Xin Li , Tao Ma , Yingxuan Li , Linran Xu , Dengke Shang , Zheng Zhu , Shaoyan Sun , Yeqi Bai , Xinyu Cai , Min Dou , Shuanglu Hu , Botian Shi , Yu Qiao

Recent advancements in generative AI have suggested that by taking visual prompts, GPT-4V can demonstrate significant proficiency in visual recognition tasks. Despite its impressive capabilities, the financial cost associated with GPT-4V's…

Computer Vision and Pattern Recognition · Computer Science 2025-02-07 Siyu Xu , Yunke Wang , Daochang Liu , Bo Du , Chang Xu

Pathology images are crucial for diagnosing and managing various diseases by visualizing cellular and tissue-level abnormalities. Recent advancements in artificial intelligence (AI), particularly multimodal models like ChatGPT, have shown…

Human-Computer Interaction · Computer Science 2024-09-25 Mianxin Liu , Jianfeng Wu , Fang Yan , Hongjun Li , Wei Wang , Shaoting Zhang , Zhe Wang

In this paper, we design and train a Generative Image-to-text Transformer, GIT, to unify vision-language tasks such as image/video captioning and question answering. While generative models provide a consistent network architecture between…

Computer Vision and Pattern Recognition · Computer Science 2022-12-19 Jianfeng Wang , Zhengyuan Yang , Xiaowei Hu , Linjie Li , Kevin Lin , Zhe Gan , Zicheng Liu , Ce Liu , Lijuan Wang