Tsinghua University's "DeepSeek + DeepResearch: Making Scientific Research as Simple as Chatting" (PDF file)

DeepSeek + DeepResearch: Making Scientific Research Like ChattingSimpleThe book, written by a research team from Tsinghua University and Beijing University of Aeronautics and Astronautics, primarily discusses...artificialintelligent(AIHow to apply technology in scientific research?AITools simplify research processes, improve efficiency, and address many challenges faced in the research process. DeepSeek and DeepResearch are highlighted.AIThe functions, advantages, and applications of the tools in different scientific research scenarios.

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1. What can it do?

• Major challenges facing scientific research

  Modern scientific research faces five major challenges: the complexity and interdisciplinary nature of research topics, data expansion and management difficulties, long research cycles and lengthy and high-risk innovation processes, knowledge fragmentation and information overload, and issues related to resource allocation and research management efficiency.

• AIEmpowering a New Dimension of Scientific Research

  From collaborative creation to intelligent scientific research, and from improving efficiency to accelerating innovation,intelligentIt retrieves precise data, cleanses and mines intelligent data, presents data intuitively, optimizes design to improve accuracy, identifies patterns to predict the future, and supports accurate decision-making.automaticThe document elaborates on 12 aspects, including improving experimental efficiency, uncovering innovative knowledge discoveries, optimizing precise project management, and promoting results to expand influence.AIHow to empower scientific research.

II. How to do it?

• Instructions for writing an article title

  How to generate five English titles for research papers based on a provided manuscript abstract and explain the reasons for each title?

• Chinese-English and English-Chinese translation instructions

  This document explains how to accurately and academically translate Chinese paragraphs into English, and presents the output in the form of a tag table.

• Editing Instructions for Chinese Academic Writing

  How to improve the spelling, grammar, clarity, conciseness, and overall readability of the provided text, and present the output in the form of a Markdown table.

• English academic writing editing instructions

  How to polish English paragraphs in an academic paper to conform to academic style, and list all revisions and their reasons using a marked table.

• Instructions to improve the logic and coherence between paragraphs

  Analyze the logic and coherence between sentences in each paragraph of the text, and propose an improved text and points for improvement.

• Punctuation errorOne-clickModify instructions

  How to ensure that the punctuation marks in the text are correct, and list the errors found and the corrected text.

• Rewrite the deduplication instruction

  How to rewrite paragraphs from the original text, and rewrite the text in a scientific research style.

• Interpreting the instructions for adding illustrations to documents

  How to interpret figures in a research paper as a domain expert.

• Thesis Reference Format Instructions

  How to check for formatting issues in references and provide corrected references.

• Commands for generating knowledge graphs

  How to use web searchup to dateInformation is used to extract entities and relationships, and to construct knowledge structures.

• Thesis Topic Selection Instructions

  This course provides a basic overview of the e-commerce field, key research topics, suitable directions for in-depth exploration, and five specific research directions for postgraduate students majoring in public administration.

• High efficiencyReading instructions

  howHigh efficiencyRead the paper, extract the core content, and objectively evaluate the advantages and disadvantages of the literature.

• Instructions for extracting document content

  How to summarize and extract the main content of the literature, including the research topic, core content, research methods, theoretical introduction and main viewpoints.

• Optimize article structure instructions

  How to optimize the structure of an article, adjust its overall framework, and propose improvement suggestions.

• Literature Review Writing Instructions

  How to write a literature review that covers the research background, main theories and methods, current research trends and challenges, etc.

• Instructions for generating paper survey questionnaires

  How to generate academic paper surveys on specific research topics.

• Simulated thesis defense instructions

  How to conduct a mock graduation defense, presented in a question-and-answer format.

• Instructions for Topic Selection and Research Question Determination

  How to base our understanding on disciplinary development trends, research hotspots, and existing literature?recommendResearch topics that are highly innovative and have research value.

• Instructions for writing research papers

  How to analyze the current research status, identify research gaps, and design a research plan based on the research topic.

• Instructions for Writing Research Ideas for Papers

  How to analyze the current state of research, identify research gaps, and propose research ideas based on the research topic.

• Instructions for writing technical solutions for academic papers

  How to analyze the current research status, list technical solutions, and select the corresponding technical solutions based on the research topic and research ideas.

• Abstract Writing Instructions

  How to write a concise and powerful abstract based on your research topic.

• Advanced data analysis commands

  How to create 10 different visualizations to show the relationships between data variables or potential analytical approaches.

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III. What were the results?

• Yuan ZhiAIReview tools

  Introducing YuanzhiAIOverview of the tool and its key features, including multi-version and modular support, enhanced plotting capabilities, data retrieval without data duplication, low duplication rate, unlimited bilingual data import, illusion overcoming, and high-standard format output.

• Chinese Academy of Sciences PubScholar Platform

  This section introduces the overview and key features of the Chinese Academy of Sciences' PubScholar platform, including...freeIt features open access, integration of massive academic resources, and data retrieval capabilities.

• CNKI Research and Study Platform

  This section introduces the overview and key features of the CNKI research platform, including its high-format and standardized output, rich Chinese content, and data retrieval capabilities.

• Stanford STORM

  This section introduces the Stanford STORM platform, highlighting its key features, including data integration and article generation, simulated dialogues and question generation, transformation of literature into coherent articles, and more.intelligentbodyCollaborative dialogue, etc.

• User experience comparison: usage steps

  Comparison of original knowledgeAIThe steps for using the review tools, the Chinese Academy of Sciences PubScholar platform, the CNKI research platform, and Stanford STORM.

III. Additional Knowledge

• Introduction to DeepSeek and DeepResearch

  Domestic and international mainstreamLLMProducts, includingAIText generation,AIImage generation,AIMusic generation,AIVideo generation,AIModel generation, virtual human aspects, data aspects, etc.

• DeepSeek: A disruptive force that has broken through boundaries and dominated trending topics.

  Narrating DeepSeek's development milestones, including its founding date,open sourcecodeLarge ModelRelease, GeneralLarge ModelThe release of the new generation of inference models and the global attention they have garnered.

• Reasoning ability: Core breakthrough, specialized upgrade

  This section introduces the reasoning capabilities of DeepSeek R1, including reinforcement learning-driven learning, specialized enhancement of reasoning abilities, and the reasoning process.

• Training method: cold start with data, progressive stage.

  This section describes the training methods for DeepSeek R1, including the definition and role of cold start data, its sources and characteristics, its impact on model training, and the specific process of multi-stage training.

• Cost Reduction and Efficiency Improvement: Architectural Innovation and Technological Enhancement

  This section introduces how DeepSeek improves model performance and reduces computational costs and memory usage through architectural innovation and model distillation techniques, including model distillation, architectural innovation, multi-head latent attention mechanism, multi-token prediction, and FP8 mixed-precision training.

• Strategy optimization:open sourceFeatures and cost advantages

  A description of DeepSeekopen sourceStrategic and cost advantages, including training costs, deployment costs, andopen sourceAdvantages and challenges of the model.

• Test and evaluation: Top-tier performance, outstanding capabilities

  This section introduces the performance of DeepSeek R1 in reasoning tasks, knowledge-based tasks, and other tasks, as well as its capabilities in educational knowledge question answering, mathematical reasoning, and code generation.

• Local deployment: FlexibleHigh efficiencyCollaborative optimization

  This section describes DeepSeek's edge deployment capabilities and edge-cloud collaborative optimization, including model lightweighting, real-time performance, hardware compatibility, offline capabilities, task allocation and load balancing, data transmission and latency optimization, model updates and collaborative training, etc.

• Comparative advantages: High cost-performance ratio, accessible technology

  Compare DeepSeek with top domestic and international counterparts in terms of companies, models, product types, core functions, advantages, and disadvantages.

• Innovative Technology Standards: Low Cost, High Performance, Open Collaboration

  This article explains how DeepSeek, through innovative technological approaches, reshaping pricing logic, and driving R&D transformation, has enabled...AIThe industry is re-evaluating its technology applications and development direction.

• Reshaping the industry landscape: Breaking free from constraints and fostering active competition.

  The rise of DeepSeek and how it changedAIThe competitive landscape of the market, including active market competition, Sino-US technological competition and cooperation, and global...AIIndustrial chain upgrading.

• Technological advancement: Breaking limitations and enhancing capabilities

  It describes the plans for improving the general capabilities of DeepSeek R1, solving language mixing issues, optimizing hint engineering, and software engineering tasks.

• Scenario Expansion: Innovation-Driven, Vertical Cultivation

  The article discusses the applications of DeepSeek R1 in the medical, financial, educational, legal, industrial, and embodied fields.intelligentExploration, self-evolutionary system constructionMultimodalFuture applications in areas such as integration.

• DeepResearch:intelligentCollaboration, independent research

  This section introduces the core functionalities of DeepResearch, including multi-step autonomous research, end-to-end reinforcement learning, deep information integration, and its applications in academic research, financial analysis, consumer decision-making, and business research.

• Technological Innovation: ProcessautomaticBreakthrough efficiency

  Discussing technological innovationautomaticChemical treatment andintelligentDecision-making, in-depth industry research and data-driven approaches, and the entire process of complex tasks.automaticContent such as chemical transformation.

• Cognitive Collaboration: HeterogeneousintelligentCluster collaboration

  Introducing the third-order cognitive generation system and heterogeneityintelligentbodyClustering, and introducing optimized agents to achieve complex tasksautomaticThe situation of transformation.

GetDeepSeek + DeepResearch: Making Scientific Research Like ChattingSimpleOriginal PDF fileScan the QR code to follow and reply: 20250223

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