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",[287,420,424],{"href":421,"rel":422},"https://github.com/facebookresearch/flores",[423],"nofollow","FLORES-200"," 句子运行生产语音流水线。评审者已具名（Gemini 2.5 Flash 为主要评审者，Claude Sonnet 4 为备用评审者）。完整的分布数据——中位数、p10、p90、最小值、最大值、样本大小——都显示在该页面上。请参阅",[287,427,429],{"href":428},"/benchmark/methodology","方法论","以了解这些数字测量了什么以及没有测量什么。",[302,432],{},[305,434,436],{"id":435},"流水线-2实时聊天翻译","流水线 2：实时聊天翻译",[259,438,439],{},"**问题：**会议中的每条聊天消息，在发送时就为每位参与者翻译成他们自己的语言。此外还有编辑——编辑需要看起来像编辑，而不是重新翻译。",[259,441,442,443,446],{},"**预算：**快速，但不必是亚秒级。聊天消息在另一种语言中显示可能需要半秒，而没有人会介意。人们关心的是翻译是否",[293,444,445],{},"正确","以及编辑是否有意义。",[363,448,449],{"id":449},"聊天流水线实际做了什么",[259,451,452],{},"每条消息都通过语音流水线使用的相同翻译引擎——但带有不同的预处理和后处理：",[377,454,455,458,465,472],{},[316,456,457],{},"**HTML 结构得到保留。**聊天支持富文本（段落、列表、引用、粗体、斜体）。我们将其转换为纯文本供模型处理，翻译，然后将结果重新包裹在原始标签中。模型从未看到 HTML——它看到的是干净的散文。",[316,459,460,461,464],{},"**引用独立翻译。**如果您回复消息并引用它，",[263,462,463],{},"[QUOTE]…[/QUOTE]"," 块和新内容将作为单独的单元进行翻译，因此模型不会混淆两者。",[316,466,467,468,471],{},"**长消息会被分块。**我们以段落边界为准，每块 1,000 个字符进行分割。每个块都是独立的翻译调用。我们",[293,469,470],{},"不会","一次性将 4,000 字符的小说喂给模型——因为故障模式（截断、段落丢失、句子中途切断）过于糟糕。",[316,473,474],{},"**翻译是惰性的。**我们使用 IntersectionObserver：消息仅在滚动进入观看者视口时才被翻译。在长时间运行的频道中切换语言过去会重播历史中的每个翻译 API 调用。现在不会了。",[363,476,478],{"id":477},"有趣的部分编辑以差异形式显示","有趣的部分：编辑以差异形式显示",[259,480,481],{},"在 v1.2 版本中，我们改变了聊天编辑对其他语言观看者的行为方式。旧行为是：有人编辑消息，我们重新翻译整个内容，您会看到一个全新的段落，不得不自行找出哪些内容发生了变化。",[259,483,484],{},"新行为是：",[313,486,487,490,497,508],{},[316,488,489],{},"原始消息已翻译成您的语言。",[316,491,492,493,496],{},"当发送者编辑时，我们重新翻译",[293,494,495],{},"新","版本。",[316,498,499,500,503,504,507],{},"我们以您的语言计算",[271,501,502],{},"您之前的翻译","与",[271,505,506],{},"您的新翻译","之间的差异。",[316,509,510],{},"我们以内联方式显示该差异——与 Git 显示变更的方式相同。",[259,512,513,514,517],{},"因此，当英语中的“review by Tuesday”变为“review by Thursday”时，您的西班牙语同事会看到高亮显示的 ",[271,515,516],{},"martes → jueves","，而不是一个他们需要重新阅读的重新翻译的段落。",[259,519,520,521,524],{},"这要求我们将聊天流水线视为一个",[293,522,523],{},"有状态的","按观看者缓存，而不是一个无状态的按请求翻译端点。文档和语音不需要这样做。聊天需要。",[302,526],{},[305,528,530],{"id":529},"流水线-3实时共享笔记翻译","流水线 3：实时共享笔记翻译",[259,532,533],{},"**问题：**主持人打开共享笔记面板并开始输入。每个参与者都能看到他们语言的笔记，逐字符显示，并且文档的结构——标题、嵌套列表、复选框、代码块——保持完整。",[259,535,536],{},"**预算：**与聊天相同（约半秒），但有两个额外的约束：",[377,538,539,546],{},[316,540,541,542,545],{},"**翻译中的内容会在翻译过程中发生变化。**主持人仍在输入。一个每次按键都翻译“整个文档”的简单系统会导致闪烁并消耗大量 API 预算。我们以",[293,543,544],{},"变更单元","的粒度进行翻译，而不是整个文档。",[316,547,548,549,552],{},"**结构必须保留。**如果您要求翻译模型翻译一个包含三层嵌套列表的 markdown 块，您会得到一个",[293,550,551],{},"看起来","像原始内容但层级微妙地扁平化、项目重新编号或缩进移动的结果。我们不允许模型看到整个块。",[363,554,555],{"id":555},"笔记流水线与聊天的区别",[259,557,558,559,562],{},"结构保留是主要区别。我们",[271,560,561],{},"独立翻译每个列表项","，而不是将其作为一个文档。模型看到的是：",[279,564,565],{},[259,566,567],{},"“合规性审查 — 第二季度交付物”",[259,569,570],{},"— 而不是：",[279,572,573,576,579],{},[259,574,575],{},"“# 项目计划",[305,577,578],{"id":578},"季度",[377,580,581,584],{},[316,582,583],{},"合规性审查 — 第二季度交付物",[316,585,586,587],{},"供应商评分\n",[377,588,589],{},[316,590,591],{},"一级供应商...”",[259,593,594,595,598],{},"包装文档——",[263,596,597],{},"\u003Cul>","、标题、缩进——在客户端使用与原始文档相同的结构重建，每个叶节点都替换为其翻译。模型永远无法“改进”层级。",[259,600,601],{},"笔记也使用与聊天编辑相同的按观看者差异模型：如果主持人更改了一行，其他语言的观看者会看到更改的单词被高亮显示，而不是一个全新的段落。",[302,603],{},[305,605,607],{"id":606},"流水线-4异步文档翻译","流水线 4：异步文档翻译",[259,609,610],{},"**问题：**有人将 40 页的 PDF、Word 文档、PowerPoint 演示文稿或 Excel 表格放入聊天中。每位参与者都可以请求一份他们自己语言的副本。翻译后的文件必须看起来与原始文件相同——相同的字体、相同的表格、相同的页码、相同的页眉、相同的图表位置。",[259,612,613,619],{},[271,614,615,616,342],{},"预算：",[271,617,618],{},"没有实时约束。一分钟可以接受。两分钟也可以接受。约束是","——如果翻译后的 PDF 看起来不像原始文件，接收者就不会信任它。",[363,621,622],{"id":622},"为什么这条流水线不与语音共享引擎",[259,624,625,626,629,630,633],{},"一个通用的 LLM，即使是非常好的 LLM，也会返回给你文档的翻译",[293,627,628],{},"文本","。它不会返回给你一个布局相同的翻译",[293,631,632],{},"PDF","。模型没有“必须与源文件对齐的换页符”或“必须保持其列宽的表格单元格”的概念。",[259,635,636,637,640,641,644,645,648],{},"对于这个功能，我们直接使用 ",[271,638,639],{},"DeepL 文档 API","。它专为翻译",[293,642,643],{},"文件本身","而设计，而不是从文件中提取的",[293,646,647],{},"散文","。DeepL 支持：",[377,650,651,654,657,660],{},[316,652,653],{},"PDF（保留布局）",[316,655,656],{},"DOCX, DOC",[316,658,659],{},"PPTX",[316,661,662],{},"XLSX",[259,664,665],{},"文档被上传到 DeepL 的流水线，在服务器端进行翻译，保留格式，并以相同的格式返回。然后我们将结果上传到我们的对象存储，并在聊天中以可下载附件的形式呈现。",[363,667,668],{"id":668},"这会产生什么成本以及我们为何不隐藏它",[259,670,671,672,675],{},"DeepL 对每个文档至少收取 50,000 字符的费用——在 Pro 级别大约每个文件一美元，无论文档是一页还是三十页。我们承担了这部分成本，而不是按文件收费；它会在会议的翻译使用中显示为",[271,673,674],{},"计费字符","，并转换为与产品其他部分报告翻译活动方式相匹配的词语单位。",[259,677,678],{},"我们选择 DeepL 用于此功能，因为它专门用于文档翻译是同类最佳引擎。我们不假装已经构建了一个更好的引擎。反之则不然——DeepL 不运行我们为会议构建的那种实时语音流水线。不同的问题需要不同的工具。“InterMIND 翻译由什么驱动”的真实版本是“每条流水线使用正确的引擎”——而不是“我们的引擎，无处不在”。",[363,680,681],{"id":681},"这条流水线涵盖但语音不支持的语言",[259,683,684,685,688],{},"文档流水线支持 ",[271,686,687],{},"30 种语言","，而语音支持 21 种。额外的九种语言包括：保加利亚语、希腊语、爱沙尼亚语、印度尼西亚语、立陶宛语、拉脱维亚语、挪威语（博克马尔）、斯洛伐克语、斯洛文尼亚语——以及阿拉伯语和土耳其语，我们将其从实时选择器中隐藏，因为语音质量未能达到我们的标准，但 DeepL 作为文档处理得很好。",[259,690,691,692,695],{},"这种不对称是真实存在的。这意味着会议中的法国参与者可以请求爱沙尼亚语的合同 PDF，即使他们无法用爱沙尼亚语收听会议。我们在选择器中明确标记了这一点，而不是用一个单一的数字来掩盖。其原因详见",[287,693,694],{"href":289},"语言计数文章","。",[302,697],{},[305,699,700],{"id":700},"流水线的交汇点",[259,702,703],{},"这四条流水线并非独立运行。会议室是它们相互接触的地方，而这些连接点很重要：",[377,705,706,712,718],{},[316,707,708,711],{},[271,709,710],{},"带有文档附件的聊天消息","会触发文本的聊天流水线和文件的文档流水线。使用其他语言的参与者会立即看到消息的翻译，并异步接收作为可下载文件的附件翻译。",[316,713,714,717],{},[271,715,716],{},"引用转录行内容的共享笔记","连接了笔记 ↔ 语音。转录内容是语音流水线为发送者语言生成的结果；笔记翻译会为其他所有语言的观看者生成该引用的副本，并保留其来源归属。",[316,719,720,723],{},[271,721,722],{},"会议结束后导出的转录文本","会对整个对话运行聊天式文本流水线，生成一份参与者可以下载的每种语言的文件。这与聊天翻译的代码路径相同，只是批量处理。",[259,725,726],{},"语言选择器是一个 UI 组件。底层基础设施是四条相互协作的流水线。",[302,728],{},[305,730,731],{"id":731},"我们刻意不尝试做的事情",[377,733,734,737,740],{},[316,735,736],{},"**没有“统一翻译模型”。**我们不构建一个可以处理语音、聊天、笔记和文档的模型。延迟与保真度的权衡没有赢家。我们为每个功能表面使用正确的引擎。",[316,738,739],{},"**没有静默重路由。**如果语音今天无法翻译成印地语，我们不会悄悄地回退到文档引擎并假装它有效。印地语在这两个功能表面上都从选择器中隐藏，因为目前在这两个表面上的结果都无法交付。",[316,741,742],{},"**没有“我们翻译 200 种语言”。**我们的引擎输出 24 种。我们的产品在实时功能上支持 21 种，在文档上支持 30 种。营销友好的更大数字只是引擎的上限。产品数字才是真正能通过审计的标准。",[302,744],{},[305,746,747],{"id":747},"亲自尝试",[377,749,750,763,770],{},[316,751,752,757,758,762],{},[287,753,755],{"href":754},"/demo",[263,756,754],{}," — 使用您提供的音频，以 21 种产品语言中的任意一种运行实时语音流水线。这与",[287,759,760],{"href":417},[263,761,417],{}," 中进行评分的流水线相同。",[316,764,765,769],{},[287,766,767],{"href":417},[263,768,417],{}," — 每月每对语言在实际流量上的质量。包含我们刻意从选择器中隐藏的语言对，可深度链接。",[316,771,772,776],{},[287,773,774],{"href":428},[263,775,428],{}," — 这些数字是什么，它们不是什么，以及评审者是谁。",[259,778,779,780,783],{},"四条流水线，四个引擎，一个会议室。这就是旧版 ",[263,781,782],{},"how-it-works"," 页面的真实替代。",[259,785,786],{},"— Mind.com 团队",{"title":788,"searchDepth":26,"depth":31,"links":789},"",[790,791,795,799,802,803,808,809,810],{"id":307,"depth":26,"text":308},{"id":354,"depth":26,"text":355,"children":792},[793,794],{"id":365,"depth":31,"text":365},{"id":401,"depth":31,"text":401},{"id":435,"depth":26,"text":436,"children":796},[797,798],{"id":449,"depth":31,"text":449},{"id":477,"depth":31,"text":478},{"id":529,"depth":26,"text":530,"children":800},[801],{"id":555,"depth":31,"text":555},{"id":578,"depth":26,"text":578},{"id":606,"depth":26,"text":607,"children":804},[805,806,807],{"id":622,"depth":31,"text":622},{"id":668,"depth":31,"text":668},{"id":681,"depth":31,"text":681},{"id":700,"depth":26,"text":700},{"id":731,"depth":26,"text":731},{"id":747,"depth":26,"text":747},"InterMIND 中没有所谓的“单一翻译”。我们有四条流水线——语音、聊天、笔记、文档——每条都有其专属引擎、延迟预算和质量标准。本文将揭示从您开口讲话到其他语言参与者理解您之间究竟发生了什么。","md",{"date":814,"image":815,"authors":816,"badge":819},"2026-05-24","/blog/inside-the-translation-pipelines.svg",[817],{"name":818},"The Mind.com 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InterMIND 各界面的细分——哪些被筛选、原因以及我们在网站上发布的内容。",{"title":233,"path":234,"stem":235,"description":1196,"children":-1},"六周的努力将 InterMIND 从一个翻译演示升级为一个多语言工作空间。每位与会者可选择自己偏好语言的语音、聊天、共享笔记和编辑历史记录——支持21种语言，并带有相应的审计追踪。在2026年6月前对所有人免费。"]