{
  "text": "開會更討厭什麼?除了開會本身,大概是會後整理錄音。一段一個小時的多人討論,導出錄音之後,你要把它變成會議記要。\n傳統的語音轉寫工具,確實能幫你把話變成字,但馬上你就會撞上一個更頭疼的問題,誰在什麼時候說了什麼?\n张三里四四个人轮流发言\n还有插话强话\n转写出来的文本是一锅粥\n根本分不清哪句是谁说的\n这就是所谓说话人分离难题\n最近复旦的团队放出了一个开源模型\n叫Mouse Transcribe Diaries\n他把转写和分离这两件事捏成了一个模型\n一次推理全部搞定\n而且准确率把豆包\nGPT\n4O\nGemini\n都甩在后面\n这期就来拆一拆它\n先把问题说清楚\n语音转写这件事\n技术上叫ASR\n自动语音识别\n单独看其实已经很成熟了\n你手机输入法的语音转文字就是\n但真实场景远比一个人对着话筒念要复杂\n会议、播客、访谈、电话、讲座\n这些录音有三个共同特征\n第一、长\n动不动几十分钟到一个小时\n第二,人多,两个到十几个人不等,还互相打断\n第三,杂,有背景噪音,有关门声笑声,还有大段沉默的停顿\n对这种录音,光把话转成字远远不够\n你还想知道每句话是谁说的,发生在哪一秒\n后者,有个专门的名字,叫Dialization,说话人分离\n传统做法怎么解决这个问题的?\n拼流水线\n第一步\n用VAD\n也就是语音活动检测\n把录音切成一小段一小段有人声的片段\n第二步\n用ASR模型\n把每段转成文字\n第三步\n再上独立的说话人分离模型\n给每段贴上说话人标签\n第四步\n做时间戳对齐\n把文字\n说话人\n时间这三样东西拼回去\n听起来挺合理\n问题在于\n每一步都是独立的模型\n每一步都会犯错\n而且错误会一路累积\nVAD切错了\n后面全跟着错\nASR听差了一个词\n分离模型也跟着乱\n更要命的是\n这些模型各自为正\n谁也看不到全局\n比如同一个人的两段画被切到了不同片段\n分离模型很可能把它们当成两个人\n这就是模块化方案的死学\n局部每一步都最优\n拼起来全局崩盘\n这次放模型的团队叫OpenMOSS\n中文名模斯智能\n是从复旦大学邱熙鹏教授团队孵化出来的\n邱熙鹏这个名字你可能不熟\n但他写的那本神经网络与深度学习\n是国内很多高校的教材\n他带的团队之前做过一个很有名的对话大模型\n也叫MOS\n号称中国第一个LayChatGPT的开源模型\n所以这支队伍在开源圈是有传统的\n这次他们做的Mouse Transcribed Diaries\n参数量0.9B\n大约9亿完全开源\n权重放在Hugging Face上\n协议是Apache 2.0\n意思是你可以拿去商用\n不用交一分钱\n这个体量加上这个开放程度\n对个人开发者和中小团队特别友好\n那它凭什么能把转写和分离捏在一起呢\n看架构\n它其实是把两个现成的墙模型做了架接\n音频那一侧\n用的是Whisper Medium的编码器\n就是OpenAI那个Whisper的中等版本\n负责把声音变成声学特征\n文本那一侧\n用的是QAM3 0.6B的解码器\n通一千问的小模型\n负责生成文字\n中间用一个适配器把两者连起来\n把音频特征做四倍的时间压缩\n再塞进文本模型里去\n这样做有两个直接的好处\n第一\n它能一口气吃下超长音频\n上下文窗口12万8千\n换算下来\n大约能一次处理90分钟的录音\n完全不用切片\n第二\n转写和分离是在同一个模型里联合训练的\n模型天生就知道这段话是谁的\n根本不存在事后拼接的问题\n输入是16000赫兹的单声道音频\n输出直接就是带说话人标签和时间戳的文本\n输出的格式非常紧凑\n一眼就能看懂\n他把整段录音编码成一个时间流\n每句话前面标两样东西\n一个是方括号里的时间戳\n一个是方括号里的说话人编号\n举个例子\n开头几秒\n方括号0.48\n方括号S01\n意思是0.48秒开始\n说话人1号发言\n内容是欢迎各位\n到1.66秒结束\n紧接着跳到12.26秒\n方括号S02\n说话人2号接过话茬\n这个格式可以直接为给后处理脚本\n解析成结构化的段落\n每段都带起始时间\n结束时间\n说话人\n文本这四个字段\n想导出城JSON还是字幕格式都行\n对开发者很友好\n你不用再自己写证则去硬抠时间戳了\n到了最关键的环节\n它到底有多准\n团队在四个基准上做了评测\n全是真实的长音频多人场景\n横跨中文会议和英文播客电影\n核心指标是字符错误率\n越低越好\n我挑几个最能说明问题的数字\n在Azheil 4这个中文会议基准上\n它的错误率是14.84%\n作为对比\n豆包是18.18%\nGemini 3 Pro是22.75%\n也就是说\n它一个0.9B的开源模型\n把字节和谷歌的商业模型都压在了身下\n在Movies这个英文电影基准上更夸张\n它的错误率只有6.36%\n而GPT4O是14.37\n豆包是9.94\n电影对白里有背景音\n有口音\n有重叠\n是最难啃的骨头\n它照样通吃\n这里还要特别说一个指标\n叫德尔塔CP\n它衡量的是说话人分离的额外代价\n通俗讲就是\n为了分清是谁说的\n你额外多错了多少\n它的这个值只有0.99\n几乎为0\n意味着分清说话人这件事几乎不拖累转写准确率\n这在传统流水线里是想都不敢想的\n那它跟现在最流行的开源方案比到底差在哪\n先说Whisper,OpenAI的老牌选手,能力很强\n但他只管转写\n不管分离,你想分清谁说的,得自己再外挂一个模型\n再说WhisperX,这个是社区里用的最多的组合方案\n他在Whisper基础上接了VAD和PiNote的分离模型\n确实能做对齐和分离\n但本质上还是拼接流水线\n前面说的错误累积问题\n他一个都没躲掉\n你像个搬砖工一样把它们拼起来,每块砖之间都有缝隙。\nMoth这套做法的价值就在于,他把这些砖直接烧成了一整块磁砖,从根上消除了缝隙。\n这么能打,部署难不难?\n他给了三条路。\n第一条,研究用的,直接拿原生Transformers库加载,几行,Pytho。\nN代码就能跑,适合你想看内部细节,做二次开发的场景。\n第二条生产环境要高吞吐\n用SGLine Omni部署\n这是一个专门的服务框架\n单张H100显卡就能跑起来\n并发16路的时候\n每秒能处理82秒的音频\n换算成时时率是0.092\n意味着处理速度是音频播放速度的10倍以上\n如果走长音频单路\n时时率最低能压到0.0197\n也就是处理速度是音频时长的50倍\n一个小时的录音一分多钟就处理完了\n第三条\n用VLLM\n适合你的环境是Cuda12\n因为SGLAM Omni目前要求Cuda13\nVLLM的兼容性更好\n三条路\n从研究到生产\n基本把各种需求都覆盖了\n但不是所有人都愿意敲命令型\n所以团队还做了一个字幕网页应用\n叫MPD Subtitle Web\n它就是个浏览器界面\n你上传一段音频或视频\n它自动跑模型\n跑完你能在网页上直接审阅转写结果\n谁说了什么一目了然\n审完点一下导出\n格式随你挑\nJSON给程序用\nSRT和S是标准字幕格式\n直接位给播放器就行\n甚至还能用Fpack把字幕稍录进视频\n一键导出一个带字幕的MP4\n界面支持中文和英文\n会自动跟着你浏览器的语言走\n还有个很实用的小功能叫热词\n如果你录音里有专有名词\n人名\n行业术语\n模型老式识别错\n你可以在提示词里加几个热词\n引导它往正确的方向认\n这对行业内部的录音特别管用\n这种能力到底能用在哪\n我自己最看好的几个场景\n第一会议纪要\n一个小时的多人会议\n扔进去\n几分钟出来一份带说话人和时间戳的全文\n秘书或者你自己再做摘要就行\n省下来的时间是实打实的\n第二播客和视频字幕\n做内容的人最痛苦的就是给节目上字幕\n这个工具能直接出SRT\n连谁说的都给你雕好了\n第三\n访谈整理\n记者\n研究员做智性访谈\n几十段录音要转写要编码\n这是真正能解放生产力的工具\n第四\n更专业的领域\n法庭记录\n医疗口述\n客服质检\n这些对准确率和说话人识别要求都很高的场景\n他的杀手检就是那90分钟的长上下文\n意味着绝大部分真实录音\n它能一口气吃完\n不用你手动切块\n想试的话\n装起来不复杂\n前提是Python 3.12\n用UV这个包管理器\n建一个虚拟环境\n然后从GitHub客龙仓库\n一行UVPIP Install装好依赖\n它会自动帮你处理PyTorch的GPU后端\n装完有两条路\n想看代码细节的\n直接用Transformers加在模型跑推里\n想跑成服务的\n用SGLang Omni或者VLLM启动一个API服务\n调用方式兼容OpenAI那套音频接口\n你原来用Whisper API的代码\n改个地址就能直接迁移过来\n模型权重从Hugging Face拉\n第一次跑会下载\n大约两个G\n最后说一个让这个项目分量很重的头衔\n这个模型7月9号才开源\n到现在不到20天\nGitHub已经冲到1300多star\n还登上了Trendshift当日Python仓库的第11名\n更硬的成绩是\n2026年语音领域的鼎会Interspeech\n办了第二届多语言低资源语音挑战赛\n他拿了第一名覆盖14种语言\n一个久易参数的开源模型\n在长音频多说话人这个最难的真实场景上\n同时打赢了准确率和效率两场仗\n还把代码和权重都敞开了\n代码在GitHub\n搜OpenMOSS\n斜杠\nMouseTranscribedDiaries就能找到\n权重在HuggingFace\n如果你平时要跟长录音打交道\n做字幕\n做记要\n做访谈整理\n这个工具真的值得装一个试试\n这期到这里\n我们下期见",
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  "duration": 801.024,
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      "start": 0.0,
      "end": 16.32,
      "text": "開會更討厭什麼?除了開會本身,大概是會後整理錄音。一段一個小時的多人討論,導出錄音之後,你要把它變成會議記要。",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1190291268484933,
      "no_speech_prob": 8.977717874669722e-12,
      "compression_ratio": 1.2436974789915967
    },
    {
      "start": 16.86,
      "end": 25.8,
      "text": "傳統的語音轉寫工具,確實能幫你把話變成字,但馬上你就會撞上一個更頭疼的問題,誰在什麼時候說了什麼?",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.1190291268484933,
      "no_speech_prob": 8.977717874669722e-12,
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    {
      "start": 25.8,
      "end": 28.6,
      "text": "张三里四四个人轮流发言",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
      "compression_ratio": 1.1596091205211727
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    {
      "start": 28.6,
      "end": 30.0,
      "text": "还有插话强话",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 30.0,
      "end": 32.34,
      "text": "转写出来的文本是一锅粥",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 32.34,
      "end": 35.4,
      "text": "根本分不清哪句是谁说的",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 35.4,
      "end": 38.36,
      "text": "这就是所谓说话人分离难题",
      "chunk": 0,
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      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 38.36,
      "end": 42.06,
      "text": "最近复旦的团队放出了一个开源模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 42.06,
      "end": 44.3,
      "text": "叫Mouse Transcribe Diaries",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 44.3,
      "end": 48.52,
      "text": "他把转写和分离这两件事捏成了一个模型",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 48.52,
      "end": 50.32,
      "text": "一次推理全部搞定",
      "chunk": 0,
      "language": "zh",
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      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 50.44,
      "end": 52.14,
      "text": "而且准确率把豆包",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.12955691651527926,
      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 52.14,
      "end": 53.04,
      "text": "GPT",
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    {
      "start": 53.04,
      "end": 53.68,
      "text": "4O",
      "chunk": 0,
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    {
      "start": 53.68,
      "end": 54.4,
      "text": "Gemini",
      "chunk": 0,
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      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 54.4,
      "end": 55.62,
      "text": "都甩在后面",
      "chunk": 0,
      "language": "zh",
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      "no_speech_prob": 1.5939556965993695e-11,
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    {
      "start": 55.8,
      "end": 57.8,
      "text": "这期就来拆一拆它",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
      "compression_ratio": 1.2402826855123674
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    {
      "start": 57.8,
      "end": 59.9,
      "text": "先把问题说清楚",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
      "compression_ratio": 1.2402826855123674
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    {
      "start": 59.9,
      "end": 61.92,
      "text": "语音转写这件事",
      "chunk": 0,
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      "no_speech_prob": 1.8556583353257494e-11,
      "compression_ratio": 1.2402826855123674
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    {
      "start": 61.92,
      "end": 63.84,
      "text": "技术上叫ASR",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
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    {
      "start": 63.84,
      "end": 65.22,
      "text": "自动语音识别",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
      "compression_ratio": 1.2402826855123674
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    {
      "start": 65.22,
      "end": 67.64,
      "text": "单独看其实已经很成熟了",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
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    {
      "start": 67.64,
      "end": 70.54,
      "text": "你手机输入法的语音转文字就是",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
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    {
      "start": 70.54,
      "end": 74.8,
      "text": "但真实场景远比一个人对着话筒念要复杂",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
      "compression_ratio": 1.2402826855123674
    },
    {
      "start": 74.8,
      "end": 78.92,
      "text": "会议、播客、访谈、电话、讲座",
      "chunk": 0,
      "language": "zh",
      "avg_logprob": -0.11737442016601562,
      "no_speech_prob": 1.8556583353257494e-11,
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    {
      "start": 78.92,
      "end": 81.3,
      "text": "这些录音有三个共同特征",
      "chunk": 0,
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      "start": 109.94,
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      "text": "第一步",
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      "start": 244.92,
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      "text": "负责把声音变成声学特征",
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      "text": "文本那一侧",
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      "text": "用的是QAM3 0.6B的解码器",
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    {
      "start": 251.98,
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      "text": "通一千问的小模型",
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      "start": 255.76,
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      "text": "中间用一个适配器把两者连起来",
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      "start": 259.2,
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      "text": "把音频特征做四倍的时间压缩",
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      "start": 261.94,
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      "text": "再塞进文本模型里去",
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      "text": "这样做有两个直接的好处",
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      "text": "第一",
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      "text": "它能一口气吃下超长音频",
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      "start": 270.44,
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      "text": "上下文窗口12万8千",
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    {
      "start": 272.86,
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      "text": "换算下来",
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    {
      "start": 274.0,
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      "text": "大约能一次处理90分钟的录音",
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    {
      "start": 276.52,
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      "text": "完全不用切片",
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      "text": "第二",
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      "start": 279.02,
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      "text": "转写和分离是在同一个模型里联合训练的",
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      "text": "模型天生就知道这段话是谁的",
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      "text": "根本不存在事后拼接的问题",
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      "text": "输入是16000赫兹的单声道音频",
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      "text": "输出直接就是带说话人标签和时间戳的文本",
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    {
      "start": 298.4,
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      "text": "一眼就能看懂",
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      "text": "他把整段录音编码成一个时间流",
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      "text": "举个例子",
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      "text": "开头几秒",
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      "text": "方括号0.48",
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      "text": "方括号S01",
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      "text": "说话人1号发言",
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    {
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      "text": "内容是欢迎各位",
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      "text": "方括号S02",
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      "text": "想导出城JSON还是字幕格式都行",
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      "text": "横跨中文会议和英文播客电影",
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      "text": "我挑几个最能说明问题的数字",
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      "text": "在Azheil 4这个中文会议基准上",
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      "text": "豆包是18.18%",
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      "text": "Gemini 3 Pro是22.75%",
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      "text": "是最难啃的骨头",
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      "text": "这里还要特别说一个指标",
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      "text": "你额外多错了多少",
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      "text": "意味着分清说话人这件事几乎不拖累转写准确率",
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      "text": "这在传统流水线里是想都不敢想的",
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      "text": "那它跟现在最流行的开源方案比到底差在哪",
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      "text": "Moth这套做法的价值就在于,他把这些砖直接烧成了一整块磁砖,从根上消除了缝隙。",
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      "text": "这么能打,部署难不难?",
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      "text": "N代码就能跑,适合你想看内部细节,做二次开发的场景。",
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      "text": "从研究到生产",
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      "text": "基本把各种需求都覆盖了",
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      "text": "所以团队还做了一个字幕网页应用",
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      "text": "叫MPD Subtitle Web",
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      "text": "谁说了什么一目了然",
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      "text": "审完点一下导出",
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      "text": "格式随你挑",
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      "text": "JSON给程序用",
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      "text": "SRT和S是标准字幕格式",
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      "text": "直接位给播放器就行",
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      "text": "甚至还能用Fpack把字幕稍录进视频",
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      "text": "一键导出一个带字幕的MP4",
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      "text": "界面支持中文和英文",
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      "text": "会自动跟着你浏览器的语言走",
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      "text": "还有个很实用的小功能叫热词",
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      "text": "如果你录音里有专有名词",
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      "text": "人名",
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    {
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      "text": "行业术语",
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      "text": "模型老式识别错",
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      "text": "你可以在提示词里加几个热词",
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    {
      "start": 624.246,
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      "text": "引导它往正确的方向认",
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      "start": 626.566,
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      "text": "这对行业内部的录音特别管用",
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    {
      "start": 629.846,
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      "text": "这种能力到底能用在哪",
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      "text": "我自己最看好的几个场景",
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      "text": "第一会议纪要",
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      "text": "一个小时的多人会议",
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    {
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      "text": "扔进去",
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    {
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      "text": "几分钟出来一份带说话人和时间戳的全文",
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    {
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      "text": "秘书或者你自己再做摘要就行",
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    {
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      "text": "省下来的时间是实打实的",
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    {
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      "text": "第二播客和视频字幕",
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      "avg_logprob": -0.13295530415267395,
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    {
      "start": 652.446,
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      "text": "做内容的人最痛苦的就是给节目上字幕",
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    {
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      "text": "这个工具能直接出SRT",
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    {
      "start": 658.706,
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      "text": "连谁说的都给你雕好了",
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      "text": "第三",
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    {
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      "text": "访谈整理",
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    {
      "start": 663.206,
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      "text": "记者",
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    {
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      "text": "研究员做智性访谈",
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    {
      "start": 665.906,
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      "text": "几十段录音要转写要编码",
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    {
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      "text": "这是真正能解放生产力的工具",
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      "text": "第四",
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    {
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      "text": "更专业的领域",
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      "text": "法庭记录",
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      "text": "医疗口述",
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      "text": "客服质检",
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      "text": "这些对准确率和说话人识别要求都很高的场景",
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      "text": "他的杀手检就是那90分钟的长上下文",
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      "text": "意味着绝大部分真实录音",
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      "text": "它能一口气吃完",
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      "text": "不用你手动切块",
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      "text": "想试的话",
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    {
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      "text": "装起来不复杂",
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      "text": "前提是Python 3.12",
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      "text": "用UV这个包管理器",
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    {
      "start": 698.346,
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      "text": "建一个虚拟环境",
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    {
      "start": 699.706,
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      "text": "然后从GitHub客龙仓库",
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    {
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      "text": "一行UVPIP Install装好依赖",
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    {
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      "text": "它会自动帮你处理PyTorch的GPU后端",
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    {
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      "text": "装完有两条路",
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    {
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      "text": "想看代码细节的",
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    {
      "start": 712.986,
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      "text": "直接用Transformers加在模型跑推里",
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      "text": "想跑成服务的",
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    {
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      "text": "用SGLang Omni或者VLLM启动一个API服务",
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    {
      "start": 723.826,
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      "text": "调用方式兼容OpenAI那套音频接口",
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      "text": "你原来用Whisper API的代码",
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    {
      "start": 730.366,
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      "text": "改个地址就能直接迁移过来",
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      "text": "模型权重从Hugging Face拉",
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    {
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      "text": "第一次跑会下载",
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    {
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      "text": "大约两个G",
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