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Large language models (LLMs) are increasingly applied in computer science education for tasks such as tutoring, content generation, and code assessment. However, systematic evaluations aligned with formal curricula and certification…

DeepSeek-V3 and DeepSeek-R1 are leading open-source Large Language Models (LLMs) for general-purpose tasks and reasoning, achieving performance comparable to state-of-the-art closed-source models from companies like OpenAI and Anthropic --…

Machine Learning · Computer Science 2025-03-17 Chengen Wang , Murat Kantarcioglu

How far are Large Language Models (LLMs) in performing deep relational reasoning? In this paper, we evaluate and compare the reasoning capabilities of three cutting-edge LLMs, namely, DeepSeek-R1, DeepSeek-V3 and GPT-4o, through a suite of…

Artificial Intelligence · Computer Science 2025-07-01 Chi Chiu So , Yueyue Sun , Jun-Min Wang , Siu Pang Yung , Anthony Wai Keung Loh , Chun Pong Chau

Pretrained Large Language Models (LLMs) have achieved remarkable success across diverse domains, with education and research emerging as particularly impactful areas. Among current state-of-the-art LLMs, ChatGPT and DeepSeek exhibit strong…

Artificial Intelligence · Computer Science 2025-12-10 Md Mostafizer Rahman , Ariful Islam Shiplu , Md Faizul Ibne Amin , Yutaka Watanobe , Lu Peng

Large Language Models (LLMs) have shown remarkable capabilities across various fields. However, their performance in technical domains such as telecommunications remains underexplored. This paper evaluates two open-source LLMs, Gemma 3 27B…

Networking and Internet Architecture · Computer Science 2025-09-29 Arina Caraus , Alessio Buscemi , Sumit Kumar , Ion Turcanu

This study evaluates the ability of DeepSeek, an open-source large language model (LLM), to simulate public opinions in comparison to LLMs developed by major tech companies. By comparing DeepSeek-R1 and DeepSeek-V3 with Qwen2.5, GPT-4o, and…

Computation and Language · Computer Science 2025-09-16 Weihong Qi , Fan Huang , Jisun An , Haewoon Kwak

Recently, the DeepSeek series of models, leveraging their exceptional reasoning capabilities and open-source strategy, is reshaping the global AI landscape. Despite these advantages, they exhibit significant safety deficiencies. Research…

Computation and Language · Computer Science 2025-05-09 Wenjing Zhang , Xuejiao Lei , Zhaoxiang Liu , Ning Wang , Zhenhong Long , Peijun Yang , Jiaojiao Zhao , Minjie Hua , Chaoyang Ma , Kai Wang , Shiguo Lian

We present DeepSeek-VL, an open-source Vision-Language (VL) Model designed for real-world vision and language understanding applications. Our approach is structured around three key dimensions: We strive to ensure our data is diverse,…

Artificial Intelligence · Computer Science 2024-03-12 Haoyu Lu , Wen Liu , Bo Zhang , Bingxuan Wang , Kai Dong , Bo Liu , Jingxiang Sun , Tongzheng Ren , Zhuoshu Li , Hao Yang , Yaofeng Sun , Chengqi Deng , Hanwei Xu , Zhenda Xie , Chong Ruan

Modern software relies on a multitude of automated testing and quality assurance tools to prevent errors, bugs and potential vulnerabilities. This study sets out to provide a head-to-head, quantitative and qualitative evaluation of six…

Software Engineering · Computer Science 2025-08-07 Damian Gnieciak , Tomasz Szandala

Intelligent tutoring systems have demonstrated effectiveness in teaching formal propositional logic proofs, but their reliance on template-based explanations limits their ability to provide personalized student feedback. While large…

Artificial Intelligence · Computer Science 2025-11-24 Sutapa Dey Tithi , Arun Kumar Ramesh , Clara DiMarco , Xiaoyi Tian , Nazia Alam , Kimia Fazeli , Tiffany Barnes

This study presents the first comprehensive safety evaluation of the DeepSeek models, focusing on evaluating the safety risks associated with their generated content. Our evaluation encompasses DeepSeek's latest generation of large language…

Cryptography and Security · Computer Science 2025-03-20 Zonghao Ying , Guangyi Zheng , Yongxin Huang , Deyue Zhang , Wenxin Zhang , Quanchen Zou , Aishan Liu , Xianglong Liu , Dacheng Tao

Large language models (LLMs) have demonstrated remarkable capabilities in code-related tasks, particularly in automated program repair. However, the effectiveness of such repairs is highly dependent on the performance of upstream fault…

Software Engineering · Computer Science 2025-10-24 YingJian Xiao , RongQun Hu , WeiWei Gong , HongWei Li , AnQuan Jie

Large Language Models (LLMs) have shown impressive performance on a range of educational tasks, but are still understudied for their potential to solve mathematical problems. In this study, we compare three prominent LLMs, including GPT-4o,…

Artificial Intelligence · Computer Science 2025-07-01 Ruonan Wang , Runxi Wang , Yunwen Shen , Chengfeng Wu , Qinglin Zhou , Rohitash Chandra

Large language models (LLMs) hold transformative potential in healthcare, yet their capacity to interpret longitudinal patient narratives remains inadequately explored. Dentistry, with its rich repository of structured clinical data,…

Computation and Language · Computer Science 2025-09-03 Hexian Zhang , Xinyu Yan , Yanqi Yang , Lijian Jin , Ping Yang , Junwen Wang

DeepSeek, a Chinese Artificial Intelligence (AI) startup, has released their V3 and R1 series models, which attracted global attention due to their low cost, high performance, and open-source advantages. This paper begins by reviewing the…

Artificial Intelligence · Computer Science 2025-07-15 Luolin Xiong , Haofen Wang , Xi Chen , Lu Sheng , Yun Xiong , Jingping Liu , Yanghua Xiao , Huajun Chen , Qing-Long Han , Yang Tang

In recent years, the development of Large Language Models (LLMs) has made significant breakthroughs in the field of natural language processing and has gradually been applied to the field of humanities and social sciences research. LLMs…

Computers and Society · Computer Science 2025-04-16 Peiran Gu , Fuhao Duan , Wenhao Li , Bochen Xu , Ying Cai , Teng Yao , Chenxun Zhuo , Tianming Liu , Bao Ge

Large Language Models (LLMs) have demonstrated potential in cybersecurity applications but have also caused lower confidence due to problems like hallucinations and a lack of truthfulness. Existing benchmarks provide general evaluations but…

Large Language Models (LLMs) are transforming AI across industries, but their development and deployment remain complex. This survey reviews 16 key challenges in building and using LLMs and examines how these challenges are addressed by two…

Computation and Language · Computer Science 2025-09-01 Shubham Sharma , Sneha Tuli , Narendra Badam

We introduce DeepSeek-V3.2, a model that harmonizes high computational efficiency with superior reasoning and agent performance. The key technical breakthroughs of DeepSeek-V3.2 are as follows: (1) DeepSeek Sparse Attention (DSA): We…

Computation and Language · Computer Science 2025-12-03 DeepSeek-AI , Aixin Liu , Aoxue Mei , Bangcai Lin , Bing Xue , Bingxuan Wang , Bingzheng Xu , Bochao Wu , Bowei Zhang , Chaofan Lin , Chen Dong , Chengda Lu , Chenggang Zhao , Chengqi Deng , Chenhao Xu , Chong Ruan , Damai Dai , Daya Guo , Dejian Yang , Deli Chen , Erhang Li , Fangqi Zhou , Fangyun Lin , Fucong Dai , Guangbo Hao , Guanting Chen , Guowei Li , H. Zhang , Hanwei Xu , Hao Li , Haofen Liang , Haoran Wei , Haowei Zhang , Haowen Luo , Haozhe Ji , Honghui Ding , Hongxuan Tang , Huanqi Cao , Huazuo Gao , Hui Qu , Hui Zeng , Jialiang Huang , Jiashi Li , Jiaxin Xu , Jiewen Hu , Jingchang Chen , Jingting Xiang , Jingyang Yuan , Jingyuan Cheng , Jinhua Zhu , Jun Ran , Junguang Jiang , Junjie Qiu , Junlong Li , Junxiao Song , Kai Dong , Kaige Gao , Kang Guan , Kexin Huang , Kexing Zhou , Kezhao Huang , Kuai Yu , Lean Wang , Lecong Zhang , Lei Wang , Liang Zhao , Liangsheng Yin , Lihua Guo , Lingxiao Luo , Linwang Ma , Litong Wang , Liyue Zhang , M. S. Di , M. Y Xu , Mingchuan Zhang , Minghua Zhang , Minghui Tang , Mingxu Zhou , Panpan Huang , Peixin Cong , Peiyi Wang , Qiancheng Wang , Qihao Zhu , Qingyang Li , Qinyu Chen , Qiushi Du , Ruiling Xu , Ruiqi Ge , Ruisong Zhang , Ruizhe Pan , Runji Wang , Runqiu Yin , Runxin Xu , Ruomeng Shen , Ruoyu Zhang , S. H. Liu , Shanghao Lu , Shangyan Zhou , Shanhuang Chen , Shaofei Cai , Shaoyuan Chen , Shengding Hu , Shengyu Liu , Shiqiang Hu , Shirong Ma , Shiyu Wang , Shuiping Yu , Shunfeng Zhou , Shuting Pan , Songyang Zhou , Tao Ni , Tao Yun , Tian Pei , Tian Ye , Tianyuan Yue , Wangding Zeng , Wen Liu , Wenfeng Liang , Wenjie Pang , Wenjing Luo , Wenjun Gao , Wentao Zhang , Xi Gao , Xiangwen Wang , Xiao Bi , Xiaodong Liu , Xiaohan Wang , Xiaokang Chen , Xiaokang Zhang , Xiaotao Nie , Xin Cheng , Xin Liu , Xin Xie , Xingchao Liu , Xingkai Yu , Xingyou Li , Xinyu Yang , Xinyuan Li , Xu Chen , Xuecheng Su , Xuehai Pan , Xuheng Lin , Xuwei Fu , Y. Q. Wang , Yang Zhang , Yanhong Xu , Yanru Ma , Yao Li , Yao Li , Yao Zhao , Yaofeng Sun , Yaohui Wang , Yi Qian , Yi Yu , Yichao Zhang , Yifan Ding , Yifan Shi , Yiliang Xiong , Ying He , Ying Zhou , Yinmin Zhong , Yishi Piao , Yisong Wang , Yixiao Chen , Yixuan Tan , Yixuan Wei , Yiyang Ma , Yiyuan Liu , Yonglun Yang , Yongqiang Guo , Yongtong Wu , Yu Wu , Yuan Cheng , Yuan Ou , Yuanfan Xu , Yuduan Wang , Yue Gong , Yuhan Wu , Yuheng Zou , Yukun Li , Yunfan Xiong , Yuxiang Luo , Yuxiang You , Yuxuan Liu , Yuyang Zhou , Z. F. Wu , Z. Z. Ren , Zehua Zhao , Zehui Ren , Zhangli Sha , Zhe Fu , Zhean Xu , Zhenda Xie , Zhengyan Zhang , Zhewen Hao , Zhibin Gou , Zhicheng Ma , Zhigang Yan , Zhihong Shao , Zhixian Huang , Zhiyu Wu , Zhuoshu Li , Zhuping Zhang , Zian Xu , Zihao Wang , Zihui Gu , Zijia Zhu , Zilin Li , Zipeng Zhang , Ziwei Xie , Ziyi Gao , Zizheng Pan , Zongqing Yao , Bei Feng , Hui Li , J. L. Cai , Jiaqi Ni , Lei Xu , Meng Li , Ning Tian , R. J. Chen , R. L. Jin , S. S. Li , Shuang Zhou , Tianyu Sun , X. Q. Li , Xiangyue Jin , Xiaojin Shen , Xiaosha Chen , Xinnan Song , Xinyi Zhou , Y. X. Zhu , Yanping Huang , Yaohui Li , Yi Zheng , Yuchen Zhu , Yunxian Ma , Zhen Huang , Zhipeng Xu , Zhongyu Zhang , Dongjie Ji , Jian Liang , Jianzhong Guo , Jin Chen , Leyi Xia , Miaojun Wang , Mingming Li , Peng Zhang , Ruyi Chen , Shangmian Sun , Shaoqing Wu , Shengfeng Ye , T. Wang , W. L. Xiao , Wei An , Xianzu Wang , Xiaowen Sun , Xiaoxiang Wang , Ying Tang , Yukun Zha , Zekai Zhang , Zhe Ju , Zhen Zhang , Zihua Qu

DeepSeek-R1 is a cutting-edge open-source large language model (LLM) developed by DeepSeek, showcasing advanced reasoning capabilities through a hybrid architecture that integrates mixture of experts (MoE), chain of thought (CoT) reasoning,…

Computation and Language · Computer Science 2025-06-03 Jiancheng Ye , Sophie Bronstein , Jiarui Hai , Malak Abu Hashish
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