SciSpace 发布文献综述写作指南:附注释范例与七步流程
SciSpace 发布文献综述写作指南,用一篇虚构教学范例演示如何围绕主题比较研究、指出证据差异并引出研究空白。指南给出七步流程:界定综述问题、统一记录证据、核查可比性、按主题分组、撰写综合、确立空白、核对原文。内容整合自 3 场 SciSpace 网络研讨会,并演示将 Literature Review Agent 限定在选定的 Zotero 馆藏内提取字段。
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SciSpace 发布文献综述写作指南,用一篇虚构教学范例演示如何围绕主题比较研究、指出证据差异并引出研究空白。指南给出七步流程:界定综述问题、统一记录证据、核查可比性、按主题分组、撰写综合、确立空白、核对原文。内容整合自 3 场 SciSpace 网络研讨会,并演示将 Literature Review Agent 限定在选定的 Zotero 馆藏内提取字段。
alphaXiv 推出 Paperscrolling,已在 iOS 和 Android 上线,用户可通过信息流查看最新研究的关键要点、图表和音频解读,内容来自 alphaXiv Briefs。Google Play 页面显示应用包名为 org.alphaxiv.mobileapp。Timothy Kassis 转发该消息并评论称这是有用的刷屏。
If doomscrolling X is part of your research workflow, we built something for you. Introducing Paperscrolling, now on iOS and Android 🚀 Follow the latest research with key ideas, figures, and audio explanations from alphaXiv Briefs Check it out here! https://play.google.com/store/apps/details?id=org.alphaxiv.mobileapp
Scite 发布 2026 年 9 月更新,Scite MCP 新增引用证据、全文阅读、参考文献格式化和引用报告工具,可查看论文被支持、对比或提及的引用及引用原文,并逐页阅读开放获取论文和机构订阅内容。
入选理由Scite 把笔记、全文阅读和引用证据接入 AI 助手,研究者可据此判断文献工作流能否在对话中完成。
SciSpace 发布研究指南,解释概念框架是展示研究核心概念或变量及其预期关系的模型,通常以图示呈现,并串联研究问题、方法与分析。指南区分了概念框架与文献综述、理论框架,并介绍 SciSpace 的概念框架生成器以辅助研究流程。
SciSpace 发布网页研究指南,介绍"主张优先分组"法:按每篇论文的核心论断而非时间或作者聚类文献,用于撰写综述中的相关文献(RRL)章节。指南称其 Review of Related Literature Finder 可自动抽取主张并聚类,并给出收集论文、抽取主张、主题分组、写入叙述的四步流程。文中未披露准确率或测试数据。
SciSpace 发布基于 Jackson 学术写作讲座的研究论文写作指南,将写作流程拆为 7 步:明确研究问题、整理文献来源、搭建提纲、写初稿、解释发现、修改草稿、从读者角度检查。指南建议为每条文献记录论点、方法与相关性,建立带注释的参考文献目录,并按主题和时间分组规划综述段落。
SciSpace 发布网页研究指南,介绍 Cluster to Claim 方法,把 Review of Related Literature(RRL)中的主题文献聚类转化为具体、有证据支撑的研究问题与空白陈述。
开源软件库 Grobid 通过查询 Crossref REST API 获取完整参考文献元数据,补全缺失字段并提升 PDF 书目信息提取准确度,2026 年第一季度其客户端向该 API 发出超 1 亿次请求。
K-Dense 发布免费工具 Citation Telephone,用户给出一句被引论断及其 DOI、PubMed ID 或 arXiv ID,工具会沿引用链逐篇读取全文,标出每一跳是匹配、部分匹配、更进一步还是被改写,并判断该论文是原始出处还是转引他人。
入选理由免费工具把引文核查从逐篇翻原文变成可追溯的链条,审稿人和写作者能据此定位引用漂移发生在哪一跳。
Consensus 推出 Skills,一组面向常见科研任务的预设工作流,用户从查询框选择任务并输入问题、起始论文或稿件段落,系统在 220M+ 同行评审论文语料中检索阅读后返回结论及支撑论文与原文段落。
入选理由Consensus 把文献综述、引文追溯和引用核查做成可复用工作流,研究者可据此判断哪些写作环节能交给工具。
Ai2 开源 AstaBrief 8B,一个把研究问题和检索到的文献片段转成带引用报告的模型,已在 Asta 的 Generate a report 功能中作为 Fast mode 上线,与 Claude 驱动的 Thinking mode 并列。
入选理由Ai2 公开了报告生成模型的权重、训练数据与本地部署工作流,研究者可据此评估自建文献综述流程的可行性。
SciSpace 上线 Folder Share,可将库中任意文件夹变为团队共享研究空间,成员共同添加论文、使用专用研究智能体并协作编辑 notebook,个人对话仅自己可见。该智能体可跨文件夹内全部论文生成报告、做文献综述与引用核查,或起草稿件和演示文稿;文件与 notebook 对受邀者可见,聊天记录不共享。用户可在文件夹顶部点击 Share 输入邮箱并设置权限邀请成员。
入选理由SciSpace 把文件夹变成团队共享研究空间,研究者可据此判断它能否替代现有的协作与文献整理流程。
Elicit 推出 Routines,用户用自然语言告诉 Elicit Research Agent 需要持续执行的任务,它就能按每日或每周的计划运行。Routines 在 Alerts 的基础上更进一步,不只提示有新论文,还会调查发生了什么变化并生成更新,例如每周一检索 CAR-T 疗法的新证据、更新摘要并说明改动及来源链接。
入选理由Elicit 把文献监测从定期提醒扩展为可定时的检索与更新流程,研究者可据此判断能否替代每周重复的检索整理工作。
作者提出组合可控性框架,为文献综述智能体的评测定义比较窗口与可采纳性检验,在查看分数前先拒绝不可比的比较,并只对超过采样与干扰半径的差距给出排序认证。配套的 BioLitBench 基准包含 2,042 篇生物医学文章、246,102 条论断和 832,487 条类型化关系,同主题综述作为集合值参考。
SciSpace 发布研究指南,区分文献综述与理论框架两类学术研究组件。文献综述批判性综合相关文献,比较发现、方法与分歧,并指出研究空白;理论框架则明确研究赖以展开的理论假设,说明其如何影响问题、设计或解释。指南指出部分研究改用概念框架,不同学科对是否需要具名理论要求不一,论文也可将两者整合而非分节呈现。
Consensus 上线新功能,当提问涉及结果、数据或统计时,答案会附上所引论文的图表和表格,点击可跳转到全文对应位置。图表来自开放获取论文,保留原始坐标轴、误差线和样本量,不做重绘或概括;在问题中加入 show figures from the papers 可提高图表出现概率。Consensus 表示目前通过图注和描述匹配图表,尚不能总是回答图表内部的细节问题,后续会纳入更多论文。
入选理由Consensus 把论文图表直接放进检索答案并支持跳转原文,研究者可据此判断能否减少翻 PDF 找数据的时间。
K-Dense 发布 Faraday,一款内置于实验台仪器中的 AI 科研助手,可分析数据、阅读文献并在实验室硬件上撰写方法部分;模型本地运行,所有对外请求经 sovereignty gate 筛查,未经用户批准不会发送给前沿模型。
一篇 arXiv 预印本把大语言模型辅助文献综述视为测量问题,用 ChatGPT-4.1 的零样本、RAG 和监督微调三种实现,从 4191 篇经济学论文中抽取降雨工具变量相关元数据,并以 439 篇人工标注论文为基准。
Consensus 的 Research Gaps Matrix 现支持点开任意单元格,查看该交叉点覆盖等级、按作者与年份列出的论文,以及支撑其归类的原文段落,Evidence 标签会按单元格汇总摘要或全文引文。
发布还在继续!用交互式学习概览提升你的学习体验——现已向所有用户开放!📓✨ 在报告功能下,将来源摘要与工作室产物无缝整合为一个交互式中心。非常适合学习,或一站式深入探索新主题。
博士生 Arthur Wittenburg 用 SciSpace 在提交前审查已写好的学位论文,先以熟悉的文献综述测试,自评约 80–85% 的相关文献被识别,并称输出结构优于自己以往做法。SciSpace 将论文评估分为方法论、文献与整体三个视角,他把评估 PDF 分享给约 30–35 人的博士同侪。最受控的用法是接入 Zotero 库并限定只用库内来源,核查理论部分对文献与引文的解读是否一致。
ScholarSeed AI Team 在 arXiv 发布预印本,提出 ScholarStack 分层研究资产框架,把论文集合编译为三层可复用、带版本与溯源信息的资产:L1 源文献事实、L2 领域组织、L3 跨论文限定范围综述,并通过统一访问接口按任务返回所需证据粒度的知识视图。
播客好友 @stevenbjohnson 展示了他最喜欢的一项 Notebook 移动应用用法 🤯
The camera feature in the @Gemini_Notebook mobile app is so transformative for on-the-go research. I was up in the Sierras working on a new project, and I just took photos of everything, like this museum display. Then I asked for a detailed report of all the info in the image. The text below is what I got back. (I fact-checked it myself and it was 99% accurate -- and some of the text it transcribed is so blurry in the image that it was hard for me to read it.) Next step is to generate documents like this for all the photos I took, and then ask Notebook to highlight all the information that adds something new to the existing knowledge base of sources I've already collected, or is particularly relevant to my latest writing and outline for the project. Truly magical. Mariposa Museum Exhibit Reference: Mariposa in 1859 & Gold Rush Era This reference document consolidates all text, photographic captions, historical statistics, newspaper clippings, and exhibit overlays displayed on the Mariposa Museum exhibit panel regarding Mariposa during and after the Gold Rush. 1. Exhibit Overview & Key Headlines Main Title: "THIS WAS MARIPOSA IN 1859 – ONLY 10 YEARS AFTER THE GOLD RUSH BEGAN." Historical Context Sub-headline: "PORTIONS OF THE TOWN HAD BEEN REBUILT AFTER THE FIRE OF 1858.. & PARTS OF IT WERE DOOMED TO BE DESTROYED IN 1866" Display Overview: The exhibit centers on a large 1850s panoramic photograph of Mariposa, annotated with street names, landmark locations, and population statistics, flanked by contemporary hotel advertisements, fire reports, medical artifacts, and photographs of civic buildings. 2. Demographic & Real Estate Statistics (1850s vs. Present) MetricHistorical Value (1850s Gold Rush Peak)Modern Value Town Population~3,000 residents~1,800 estimated Entire Mariposa Diggings Area~15,000 residents— Commercial Establishments15 to 20 stores & saloons, plus hotels— Town Lot Prices00 to 00 per lot— 3. Background Photograph & Civic Infrastructure Background Photo Date: Taken in the 1850s, capturing the rapid growth of the settlement following the initial gold strike. 1854 Mariposa County Courthouse: Shown in the background panorama prior to the construction of its iconic clock tower. A separate framed photograph depicts the completed white wood-frame courthouse with a white picket fence and clock tower. Clock Tower History: The clock mechanism was imported from England and is an 8-day, manually wound instrument. It remains operational today, maintained by the Mariposa Public Works Department. Annotated Overlay Locations on Panorama: 1854 Courthouse: Located at the upper edge of town on Jones Street. Jones Street & Bullion Street: Upper residential and civic thoroughfares. Charles Street (Main Street): Primary commercial artery running through the center of the valley floor. Schlageter Hotel Site: Positioned along Main Street. Mariposa Creek: Flowing along the foreground basin of the town diggings. 4. The Fire of 1866: Mariposa's Second Great Conflagration Below is the complete transcript of the Mariposa Gazette report featured on the panel regarding the disaster of August 25, 1866 (following the earlier destructive fire of 1858): Article Text: "FIRE! MARIPOSA'S SECOND GREAT FIRE" A few minutes after 6 p.m. on Saturday, August 25, 1866 Mariposa was again ruined by a disastrous fire (first in 1858). According to the Gazette (the building was damaged but not destroyed), the fire was believed to have started when "a recently imported printer stepped inside the Free Press office and lighted a cigar. The match had evidently been dropped carelessly amongst the papers on the floor. The Free Press office was located near the corner of Main and 7th Streets and by ten minutes the fire had spread through two blocks. The fire crossed Main Street to the Odd Fellows building and the Methodist Church and soon the buildings on the block between 6th and 7th Streets were burning like so much chaff." Seven full blocks, except for four fire-proof buildings, were totally destroyed. "In one hour about 60 buildings and 77,000 worth of property were destroyed." By early Monday morning the men were clearing away debris and by press time the following Saturday, the Gazette reported that several temporary business structures had already been erected and were open for business. Inventory of Buildings Destroyed in the 1866 Fire: Residential & Civic: 14 Dwellings, 1 Church, 1 Odd Fellows and Masons Hall. Media & Printing: 1 Newspaper Office (Free Press), 1 Newspaper Depot. Hospitality & Retail: 3 Hotels, 5 Retail Stores, 1 Saddlery Shop, 9 Liquor Saloons (several equipped with billiard tables). Services & Trades: 2 Livery Stables, 3 Law Offices, 1 Drug Store, 3 Blacksmith Shops, 2 Carpenter Shops, 2 Shoemaker Shops, 1 Tailor Shop, 2 Butchering Establishments. Outbuildings: Numerous outhouses, private stables, and auxiliary structures. 5. Commercial Hotels & Lodging Gallison Hotel (1887 Advertisement) Location: Main Street, Mariposa (center of business district, opposite Odd Fellows' Hall). Proprietor: Winslow Gallison. Management: Mrs. Gallison individually superintended all internal departments of the hotel. Amenities: Newly furnished rooms, first-class table dining. Mariposa Hotel (1887 Card) Location: Corner of Main and Fifth Streets. Proprietor: Charles A. Schlageter. Target Market: Accommodated general travelers as well as Yosemite tourists on short notice. Amenities: Family rooms, well-lighted parlors, good table, and bath facilities. The Schlageter Hotel Date Built: Built in the 1850s. Architecture: Prominent two-story wooden structure featuring full upper and lower covered verandas. 6. Medical Artifacts & 19th-Century Therapeutics Old Mariposa Hospital A framed historical photograph depicts a two-story wood-frame hospital building with a prominent front porch and side wing (annotated "from Chic Allingham"). Dr. D. Jayne's Family Medicines (1880 Display Broadside) 1. Jayne's Specific for Tape-Worm Diagnosis: Describes tapeworm infections as widespread, noting that discharging white or yellowish segments ("resembling gourd seeds") is the only positive diagnostic proof. Pricing & Ordering: .00 per dose, shipped nationwide via mail from 242 Chestnut Street, Philadelphia. Usage Instructions: Dissolve powder in a pint of boiling water, drink in three equal hourly doses on an empty stomach. Follow with Cathartic medicines if bowels do not operate in three hours. 2. Dr. D. Jayne's Sanative Pills Formulation: Concentrated, sugar-coated pills. Sold in 50-pill boxes (-bash.25) or 15-pill specimen packets (-bash.10). Prescribed Ailments: Advertised for liver complaints, gout, jaundice, dyspepsia, rheumatism, kidney affections, fevers, nervousness, skin diseases, melancholy, sick headache, and costiveness (constipation). 3. Exhibit Commentary Note A small museum card mounted below the broadside reads: "A man advertises for 'a competent person to undertake the sale of a new medicine' and adds innocently 'It will prove profitable to the undertaker.'"
中国科学院计算机网络信息中心等团队发布 FootprintRAG,一个由 LLM 智能体驱动的可视化分析系统,用于基于 RAG 的科研文献探索中的证据上下文精炼。
Elicit 将 Library 升级为共享研究枢纽,让研究者和 AI 智能体基于同一批证据工作。Research Agent 可检索个人与共享集合中的论文、在回答中引用这些来源,并按要求把新论文直接保存到指定集合,例如把 7 篇论文存入某个集合。
入选理由Elicit 把个人文献库升级为团队共享证据库,研究者可据此判断团队文献管理方式是否需要调整。
Consensus 发布夏季更新,将产品从搜索引擎扩展为可规划并执行多步研究任务的工作区,支持语义检索、论文检索、DOI 查询和引用图谱遍历,并展示每一步的完整执行轨迹。
入选理由Consensus 把检索、引用溯源和文献管理整合进同一工作区,研究者可据此判断它能否替代现有的文献检索与筛选流程。
Elicit 推出 Collaborative Sessions,多名研究者可围绕同一 AI 智能体和共享上下文协作,队友能在产出物上评论、直接请求修改、自行与智能体交互,或另开侧线程探索问题而不打断主流程。该功能现面向 Scale 和 Enterprise 机构开放,官方称工作全程保留完整历史记录。
Google Scholar 推出 Scholar Quick Read,在 Scholar Labs 和 Scholar 搜索结果中为深入讨论用户问题的论文提供 Quick read 链接,点击后可看到针对该提问的简短呈现,包含概览以及 Answers、Approach、Considerations 三个部分。
入选理由Google Scholar 把论文按用户提问拆成答案、方法与注意事项三部分,研究者可据此判断能否减少逐篇通读的时间。
FutureHouse PaperQA 发布 v2026.08.12,为原始 nemotron-parse 输出新增 NemotronParseBBox.to_original_coordinates,并修复 PyMuPDF 类型问题、清理 evidence-summary JSON 系统提示中的重复“words”。
Scite 在 7 月更新中把 Feed 和 Alerts 合并为统一的 Research Feed,关注的科研人员、主题和论文更新汇入同一信息流,并新增集中展示已保存收藏集动态的 Collections feed。