DeepSeek 相关论文

arXiv 上提到 DeepSeek 的论文 416 篇，按主题分类。每条链到 arXiv 原文。

版权说明。 arXiv 论文的版权归作者，摘要与全文都不转载。这里只给标题、发布日和 arXiv 链接， 分类是我们的判断。需要内容请点原文。

架构与训练（209）

论文发布
DeepSeek-VL: Towards Real-World Vision-Language Understanding2024-03-08
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism2024-01-05
FlashMemory-DeepSeek-V4: Lightning Index Ultra-Long Context via Lookahead Sparse Attention2026-06-08
The Law of DeepSeek2026-10-04
A Comparison of DeepSeek and Other LLMs2025-02-06
DeepSeek: Paradigm Shifts and Technical Evolution in Large AI Models2025-07-14
LLM & HPC:Benchmarking DeepSeek's Performance in High-Performance Computing Tasks2025-03-15
Memory Analysis on the Training Course of DeepSeek Models2025-02-11
Can DeepSeek Reason Like a Surgeon? An Empirical Evaluation for Vision-Language Understanding in Rob2025-03-29
Quantifying the Capability Boundary of DeepSeek Models: An Application-Driven Performance Analysis2025-02-16
DeepSeek-Inspired Exploration of RL-based LLMs and Synergy with Wireless Networks: A Survey2025-03-13
Token-Hungry, Yet Precise: DeepSeek R1 Highlights the Need for Multi-Step Reasoning Over Speed in MA2025-01-30

推理与思维链（80）

论文发布
Safety Evaluation and Enhancement of DeepSeek Models in Chinese Contexts2025-03-18
Medical Reasoning in LLMs: An In-Depth Analysis of DeepSeek R12025-03-27
Safety Evaluation of DeepSeek Models in Chinese Contexts2025-02-16
SoK: A Comprehensive Security Analysis of Jailbreak Resilience in GPT and DeepSeek Models2025-06-23
Information Suppression in Large Language Models: Auditing, Quantifying, and Characterizing Censorsh2025-06-14
Comparative Evaluation of ChatGPT and DeepSeek Across Key NLP Tasks: Strengths, Weaknesses, and Doma2025-06-23
Evaluating the Performance of AI Text Detectors, Few-Shot and Chain-of-Thought Prompting Using DeepS2025-07-23
Cultural Value Alignment in Large Language Models: A Prompt-based Analysis of Schwartz Values in Gem2025-05-21
Are DeepSeek R1 And Other Reasoning Models More Faithful?2025-01-14
DeepSeek-R1 Thoughtology: Let's think about LLM Reasoning2025-04-02
DeepSeek-OCR 2: Visual Causal Flow2026-01-28
Can LLMs Assist Computer Education? an Empirical Case Study of DeepSeek2025-04-01

效率与量化（26）

论文发布
Quantitative Analysis of Performance Drop in DeepSeek Model Quantization2025-05-05
An evaluation of DeepSeek Models in Biomedical Natural Language Processing2025-03-01
DeepSeek Robustness Against Semantic-Character Dual-Space Mutated Prompt Injection2026-04-14
Benchmarking LLM for Code Smells Detection: OpenAI GPT-4.0 vs DeepSeek-V32025-04-22
Visual Merit or Linguistic Crutch? A Close Look at DeepSeek-OCR2026-01-07
HAFix: History-Augmented Large Language Models for Bug Fixing2025-01-15
Generating Energy-efficient code with LLMs2024-11-15
VHDLBench: Benchmarking and Fine-Tuning Large Language Models for VHDL-Based Chip Design2026-10-19
Correctness Assessment of Code Generated by Large Language Models Using Internal Representations2025-01-22
Leveraging LLMs for Multi-File DSL Code Generation: An Industrial Case Study2026-04-27
MRCoder: An Efficient Context Selecting Approach for Repository-Level Code Generation2026-07-29
Datacenters in the Desert: Feasibility and Sustainability of LLM Inference in the Middle East2025-11-21

多模态（8）

论文发布
Towards Understanding the Safety Boundaries of DeepSeek Models: Evaluation and Findings2025-03-19
DeepSeek on a Trip: Inducing Targeted Visual Hallucinations via Representation Vulnerabilities2025-02-11
Innovating China's Intangible Cultural Heritage with DeepSeek + MidJourney: The Case of Yangliuqing 2025-06-17
DeepSeek: Content Based Image Search & Retrieval2018-01-09
DeepSeek reshaping healthcare in China's tertiary hospitals2025-02-23
LLMSQL: Upgrading WikiSQL for the LLM Era of Text-to-SQL2025-09-27
LLMPopcorn: Exploring LLMs as Assistants for Popular Micro-video Generation2025-02-18
Towards Load-Aware Prefill Deflection for Disaggregated LLM Serving2026-07-02

代码（66）

论文发布
ChatGPT vs. DeepSeek: A Comparative Study on AI-Based Code Generation2025-01-30
A Showdown of ChatGPT vs DeepSeek in Solving Programming Tasks2025-03-16
Comparative Analysis of OpenAI GPT-4o and DeepSeek R1 for Scientific Text Categorization Using Promp2025-03-03
Security Assessment of DeepSeek Harness with A.I.G: Evaluating Resistance to Indirect Prompt Injecti2026-08-17
Analyzing User Perceptions of Large Language Models (LLMs) on Reddit: Sentiment and Topic Modeling o2025-02-22
o3-mini vs DeepSeek-R1: Which One is Safer?2025-01-30
DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence2024-01-25
Complexity-Aware Evaluation of LLM Comprehension2026-09-29
Debugging with Open-Source Large Language Models: An Evaluation2024-09-04
Zero-Shot Attribution for Large Language Models: A Distribution Testing Approach2025-06-25
SynMark: Semantic-Coordinate Multi-Bit Watermarking during LLM Code Generation2026-10-23
Beyond Fixed Fault Models: Comparing LLM-Based and Rule-Based Fault Injection in OpenStack2026-09-08

应用与评测（16）

论文发布
LLMs in Disease Diagnosis: A Comparative Study of DeepSeek-R1 and O3 Mini Across Chronic Health Cond2025-03-13
Benchmarking ChatGPT and DeepSeek in April 2025: A Novel Dual Perspective Sentiment Analysis Using L2025-09-16
Challenges and Applications of Large Language Models: A Comparison of GPT and DeepSeek family of mod2025-08-29
Institutional Trust and the Domestic AI Advantage: Evidence from DeepSeek and ChatGPT Users in China2026-05-31
A comprehensive study of LLM-based argument classification: from Llama through DeepSeek to GPT-5.22026-02-25
User Intent to Use DeepSeek for Healthcare Purposes and their Trust in the Large Language Model: Mul2025-02-18
LLM-based Prompt Ensemble for Reliable Medical Entity Recognition from EHRs2025-05-13
ConInstruct: Evaluating Large Language Models on Conflict Detection and Resolution in Instructions2025-11-18
LLM-based Multi-class Attack Analysis and Mitigation Framework in IoT/IIoT Networks2025-10-30
An evaluation of LLMs for generating movie reviews: GPT-4o, Gemini-2.0 and DeepSeek-V32025-05-30
Is 'Hope' a person or an idea? A pilot benchmark for NER: comparing traditional NLP tools and large 2025-09-15
Cultural Prompting Improves the Empathy and Cultural Responsiveness of GPT-Generated Therapy Respons2025-10-19

其他（11）

论文发布
ChatGPT and Deepseek: Can They Predict the Stock Market and Macroeconomy?2025-02-14
Assessing the performance of 8 AI chatbots in bibliographic reference retrieval: Grok and DeepSeek o2025-05-23
Social Policy of Large Language Models: How GPT, Claude, DeepSeek and Grok Allocate Social Budgets i2026-05-11
Generative AI in Academic Writing: A Comparison of DeepSeek, Qwen, ChatGPT, Gemini, Llama, Mistral, 2025-02-11
Diamonds in the rough: Transforming SPARCs of imagination into a game concept by leveraging medium s2025-09-29
LLMs as Judges: Toward The Automatic Review of GSN-compliant Assurance Cases2025-11-04
Can LLMs Talk 'Sex'? Exploring How AI Models Handle Intimate Conversations2025-06-05
Asking Again and Again: Exploring LLM Robustness to Repeated Questions2024-12-10
Battling Misinformation: An Empirical Study on Adversarial Factuality in Open-Source Large Language 2025-03-12
On Fact and Frequency: LLM Responses to Misinformation Expressed with Uncertainty2025-03-06
Assessing the Reliability and Validity of Large Language Models for Automated Assessment of Student 2025-08-04

怎么用

你想看哪类
理解 DeepSeek 怎么设计的架构与训练
搞懂 R1 的推理是怎么训的推理与思维链
在自己的硬件上跑得更快效率与量化
找行业落地方法应用与评测

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