thomasmol / whisper-diarization

⚡️ Blazing fast audio transcription with speaker diarization | Whisper Large V3 Turbo | word & sentence level timestamps | prompt

Warm

Public
1.1M runs
L40S
GitHub
Paper
License

Run with an API

Playground API Examples README Versions

Input

Video Player is loading.

Current Time 00:00:000

Duration 00:00:000

Loaded: 0%

Stream Type LIVE

Remaining Time 00:00:000

file_string

string

Shift + Return to add a new line

Either provide: Base64 encoded audio file,

file_url

string

Shift + Return to add a new line

Or provide: A direct audio file URL

file

Or an audio file

num_speakers

integer

(minimum: 1, maximum: 50)

Number of speakers, leave empty to autodetect.

translate

boolean

Translate the speech into English.

Default: false

language

string

Shift + Return to add a new line

Language of the spoken words as a language code like 'en'. Leave empty to auto detect language.

prompt

string

Shift + Return to add a new line

Vocabulary: provide names, acronyms and loanwords in a list. Use punctuation for best accuracy.

Run this model in Node.js with one line of code:

npx create-replicate --model=thomasmol/whisper-diarization

or set up a project from scratch

Install Replicate’s Node.js client library:

npm install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import and set up the client:

import Replicate from "replicate";

const replicate = new Replicate({
  auth: process.env.REPLICATE_API_TOKEN,
});

Run thomasmol/whisper-diarization using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

const output = await replicate.run(
  "thomasmol/whisper-diarization:d8bc5908738ebd84a9bb7d77d94b9c5e5a3d867886791d7171ddb60455b4c6af",
  {
    input: {
      file: "https://replicate.delivery/pbxt/JcL0ttZLlbchC0tL9ZtB20phzeXCSuMm0EJNdLYElgILoZci/AI%20should%20be%20open-sourced.mp3",
      prompt: "LLama, AI, Meta.",
      file_url: "",
      language: "en",
      translate: false,
      num_speakers: 2
    }
  }
);
console.log(output);

To learn more, take a look at the guide on getting started with Node.js.

Install Replicate’s Python client library:

pip install replicate

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Import the client:

import replicate

Run thomasmol/whisper-diarization using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

output = replicate.run(
    "thomasmol/whisper-diarization:d8bc5908738ebd84a9bb7d77d94b9c5e5a3d867886791d7171ddb60455b4c6af",
    input={
        "file": "https://replicate.delivery/pbxt/JcL0ttZLlbchC0tL9ZtB20phzeXCSuMm0EJNdLYElgILoZci/AI%20should%20be%20open-sourced.mp3",
        "prompt": "LLama, AI, Meta.",
        "file_url": "",
        "language": "en",
        "translate": False,
        "num_speakers": 2
    }
)
print(output)

To learn more, take a look at the guide on getting started with Python.

Set the REPLICATE_API_TOKEN environment variable:

export REPLICATE_API_TOKEN=<paste-your-token-here>

Find your API token in your account settings.

Run thomasmol/whisper-diarization using Replicate’s API. Check out the model's schema for an overview of inputs and outputs.

curl -s -X POST \
  -H "Authorization: Bearer $REPLICATE_API_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Prefer: wait" \
  -d $'{
    "version": "d8bc5908738ebd84a9bb7d77d94b9c5e5a3d867886791d7171ddb60455b4c6af",
    "input": {
      "file": "https://replicate.delivery/pbxt/JcL0ttZLlbchC0tL9ZtB20phzeXCSuMm0EJNdLYElgILoZci/AI%20should%20be%20open-sourced.mp3",
      "prompt": "LLama, AI, Meta.",
      "file_url": "",
      "language": "en",
      "translate": false,
      "num_speakers": 2
    }
  }' \
  https://api.replicate.com/v1/predictions

To learn more, take a look at Replicate’s HTTP API reference docs.

Output

language

segments

{ "end": 4.48, "text": "Let me ask you about AI.", "start": 2.94, "words": [ { "end": 3.12, "word": " Let", "start": 2.94, "speaker": "SPEAKER_01", "probability": 0.69384765625 }, { "end": 3.26, "word": " me", "start": 3.12, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 3.74, "word": " ask", "start": 3.26, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 3.86, "word": " you", "start": 3.74, "speaker": "SPEAKER_01", "probability": 0.99267578125 }, { "end": 4.1, "word": " about", "start": 3.86, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 4.48, "word": " AI.", "start": 4.1, "speaker": "SPEAKER_01", "probability": 0.966796875 } ], "speaker": "SPEAKER_01", "duration": 1.5400000000000005, "avg_logprob": -0.17278645634651185 }

{ "end": 11.66, "text": "It seems like this year for the entirety of the human civilization is an interesting year for the development of artificial intelligence.", "start": 4.72, "words": [ { "end": 4.74, "word": " It", "start": 4.72, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 4.94, "word": " seems", "start": 4.74, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 5.12, "word": " like", "start": 4.94, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 5.32, "word": " this", "start": 5.12, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 5.72, "word": " year", "start": 5.32, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 6.5, "word": " for", "start": 5.72, "speaker": "SPEAKER_01", "probability": 0.68603515625 }, { "end": 6.62, "word": " the", "start": 6.5, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 6.98, "word": " entirety", "start": 6.62, "speaker": "SPEAKER_01", "probability": 0.98828125 }, { "end": 7.16, "word": " of", "start": 6.98, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 7.24, "word": " the", "start": 7.16, "speaker": "SPEAKER_01", "probability": 0.98046875 }, { "end": 7.48, "word": " human", "start": 7.24, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 8.02, "word": " civilization", "start": 7.48, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 8.46, "word": " is", "start": 8.02, "speaker": "SPEAKER_01", "probability": 0.9921875 }, { "end": 8.58, "word": " an", "start": 8.46, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 8.96, "word": " interesting", "start": 8.58, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 9.36, "word": " year", "start": 8.96, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 10.08, "word": " for", "start": 9.84, "speaker": "SPEAKER_01", "probability": 0.9931640625 }, { "end": 10.18, "word": " the", "start": 10.08, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 10.6, "word": " development", "start": 10.18, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 10.8, "word": " of", "start": 10.6, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 11.14, "word": " artificial", "start": 10.8, "speaker": "SPEAKER_01", "probability": 0.9755859375 }, { "end": 11.66, "word": " intelligence.", "start": 11.14, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 6.94, "avg_logprob": -0.17278645634651185 }

{ "end": 14.24, "text": "A lot of interesting stuff is happening.", "start": 12.2, "words": [ { "end": 12.68, "word": " A", "start": 12.2, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 12.86, "word": " lot", "start": 12.68, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 13, "word": " of", "start": 12.86, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 13.48, "word": " interesting", "start": 13, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 13.74, "word": " stuff", "start": 13.48, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 13.9, "word": " is", "start": 13.74, "speaker": "SPEAKER_01", "probability": 0.99365234375 }, { "end": 14.24, "word": " happening.", "start": 13.9, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 2.040000000000001, "avg_logprob": -0.17278645634651185 }

{ "end": 17.06, "text": "So Meta is a big part of that.", "start": 15.2, "words": [ { "end": 15.68, "word": " So", "start": 15.2, "speaker": "SPEAKER_01", "probability": 0.9873046875 }, { "end": 16.08, "word": " Meta", "start": 15.68, "speaker": "SPEAKER_01", "probability": 0.681884765625 }, { "end": 16.3, "word": " is", "start": 16.08, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 16.38, "word": " a", "start": 16.3, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 16.52, "word": " big", "start": 16.38, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 16.76, "word": " part", "start": 16.52, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 16.86, "word": " of", "start": 16.76, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 17.06, "word": " that.", "start": 16.86, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 1.8599999999999994, "avg_logprob": -0.17278645634651185 }

{ "end": 21.94, "text": "Meta has developed LLAMA, which is a 65 billion parameter model.", "start": 18.3, "words": [ { "end": 18.78, "word": " Meta", "start": 18.3, "speaker": "SPEAKER_01", "probability": 0.993896484375 }, { "end": 18.86, "word": " has", "start": 18.78, "speaker": "SPEAKER_01", "probability": 0.80419921875 }, { "end": 19.28, "word": " developed", "start": 18.86, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 19.76, "word": " LLAMA,", "start": 19.28, "speaker": "SPEAKER_01", "probability": 0.7420247395833334 }, { "end": 20.1, "word": " which", "start": 19.98, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 20.24, "word": " is", "start": 20.1, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 20.36, "word": " a", "start": 20.24, "speaker": "SPEAKER_01", "probability": 0.9912109375 }, { "end": 20.8, "word": " 65", "start": 20.36, "speaker": "SPEAKER_01", "probability": 0.96728515625 }, { "end": 21.14, "word": " billion", "start": 20.8, "speaker": "SPEAKER_01", "probability": 0.927734375 }, { "end": 21.42, "word": " parameter", "start": 21.14, "speaker": "SPEAKER_01", "probability": 0.9736328125 }, { "end": 21.94, "word": " model.", "start": 21.42, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 3.6400000000000006, "avg_logprob": -0.17278645634651185 }

{ "end": 28.2, "text": "There's a lot of interesting questions they can ask here, one of which has to do with open source.", "start": 24.12, "words": [ { "end": 24.6, "word": " There's", "start": 24.12, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 24.8, "word": " a", "start": 24.6, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 25.06, "word": " lot", "start": 24.8, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 25.2, "word": " of", "start": 25.06, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 25.5, "word": " interesting", "start": 25.2, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 25.88, "word": " questions", "start": 25.5, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 26.02, "word": " they", "start": 25.88, "speaker": "SPEAKER_01", "probability": 0.453857421875 }, { "end": 26.14, "word": " can", "start": 26.02, "speaker": "SPEAKER_01", "probability": 0.99609375 }, { "end": 26.36, "word": " ask", "start": 26.14, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 26.56, "word": " here,", "start": 26.36, "speaker": "SPEAKER_01", "probability": 0.92333984375 }, { "end": 26.82, "word": " one", "start": 26.7, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 26.92, "word": " of", "start": 26.82, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 27.12, "word": " which", "start": 26.92, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 27.26, "word": " has", "start": 27.12, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 27.38, "word": " to", "start": 27.26, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 27.48, "word": " do", "start": 27.38, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 27.64, "word": " with", "start": 27.48, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 27.88, "word": " open", "start": 27.64, "speaker": "SPEAKER_01", "probability": 0.96337890625 }, { "end": 28.2, "word": " source.", "start": 27.88, "speaker": "SPEAKER_01", "probability": 0.9306640625 } ], "speaker": "SPEAKER_01", "duration": 4.079999999999998, "avg_logprob": -0.17278645634651185 }

{ "end": 38.88, "text": "But first, can you tell the story of developing of this model and making the complicated decision of how to release it?", "start": 29.04, "words": [ { "end": 29.52, "word": " But", "start": 29.04, "speaker": "SPEAKER_01", "probability": 0.99169921875 }, { "end": 30, "word": " first,", "start": 29.52, "speaker": "SPEAKER_01", "probability": 0.96875 }, { "end": 30.22, "word": " can", "start": 30.12, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 30.32, "word": " you", "start": 30.22, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 30.48, "word": " tell", "start": 30.32, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 30.64, "word": " the", "start": 30.48, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 30.94, "word": " story", "start": 30.64, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 31.24, "word": " of", "start": 30.94, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 31.92, "word": " developing", "start": 31.24, "speaker": "SPEAKER_01", "probability": 0.9873046875 }, { "end": 32.48, "word": " of", "start": 31.92, "speaker": "SPEAKER_01", "probability": 0.98974609375 }, { "end": 33, "word": " this", "start": 32.48, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 33.38, "word": " model", "start": 33, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 34.3, "word": " and", "start": 33.38, "speaker": "SPEAKER_01", "probability": 0.94384765625 }, { "end": 35.22, "word": " making", "start": 34.3, "speaker": "SPEAKER_01", "probability": 0.875 }, { "end": 35.54, "word": " the", "start": 35.22, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 36.56, "word": " complicated", "start": 35.54, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 37, "word": " decision", "start": 36.56, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 37.28, "word": " of", "start": 37, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 37.68, "word": " how", "start": 37.28, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 38.34, "word": " to", "start": 37.68, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 38.66, "word": " release", "start": 38.34, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 38.88, "word": " it?", "start": 38.66, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 9.840000000000003, "avg_logprob": -0.17278645634651185 }

{ "end": 40.16, "text": "Yeah, sure.", "start": 39.66, "words": [ { "end": 39.74, "word": " Yeah,", "start": 39.66, "speaker": "SPEAKER_00", "probability": 0.97265625 }, { "end": 40.16, "word": " sure.", "start": 39.98, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 0.5, "avg_logprob": -0.17267628765513754 }

{ "end": 49.54, "text": "I think you're right, first of all, that in the last year, there have been a bunch of advances on scaling up these large transformer models.", "start": 40.44, "words": [ { "end": 40.88, "word": " I", "start": 40.44, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 40.98, "word": " think", "start": 40.88, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 41.14, "word": " you're", "start": 40.98, "speaker": "SPEAKER_00", "probability": 0.999755859375 }, { "end": 41.36, "word": " right,", "start": 41.14, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 41.62, "word": " first", "start": 41.48, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 41.78, "word": " of", "start": 41.62, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 41.94, "word": " all,", "start": 41.78, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 42.22, "word": " that", "start": 42.04, "speaker": "SPEAKER_00", "probability": 0.99169921875 }, { "end": 42.68, "word": " in", "start": 42.22, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 42.76, "word": " the", "start": 42.68, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 43, "word": " last", "start": 42.76, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 43.2, "word": " year,", "start": 43, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 43.34, "word": " there", "start": 43.3, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 43.48, "word": " have", "start": 43.34, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 43.76, "word": " been", "start": 43.48, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 44.12, "word": " a", "start": 43.76, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 44.46, "word": " bunch", "start": 44.12, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 44.8, "word": " of", "start": 44.46, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 45.44, "word": " advances", "start": 44.8, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 46.82, "word": " on", "start": 46.24, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 47.4, "word": " scaling", "start": 46.82, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 47.72, "word": " up", "start": 47.4, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 48.16, "word": " these", "start": 47.72, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 48.6, "word": " large", "start": 48.16, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 49.16, "word": " transformer", "start": 48.6, "speaker": "SPEAKER_00", "probability": 0.99072265625 }, { "end": 49.54, "word": " models.", "start": 49.16, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 9.100000000000001, "avg_logprob": -0.17267628765513754 }

{ "end": 52.34, "text": "So there's the language equivalent of it with large language models.", "start": 49.72, "words": [ { "end": 49.78, "word": " So", "start": 49.72, "speaker": "SPEAKER_00", "probability": 0.96142578125 }, { "end": 49.96, "word": " there's", "start": 49.78, "speaker": "SPEAKER_00", "probability": 0.970458984375 }, { "end": 50.1, "word": " the", "start": 49.96, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 50.42, "word": " language", "start": 50.1, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 50.78, "word": " equivalent", "start": 50.42, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 50.98, "word": " of", "start": 50.78, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 51.08, "word": " it", "start": 50.98, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 51.24, "word": " with", "start": 51.08, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 51.48, "word": " large", "start": 51.24, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 51.82, "word": " language", "start": 51.48, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 52.34, "word": " models.", "start": 51.82, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 2.6200000000000045, "avg_logprob": -0.17267628765513754 }

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{ "end": 321.51, "text": "There's a lot of GPT-4-All, Alpaca, Colossal AI, all these kinds of models just kind of spring up like run on top of wood.", "start": 312.76, "words": [ { "end": 313.02, "word": " There's", "start": 312.76, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 313.12, "word": " a", "start": 313.02, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 313.26, "word": " lot", "start": 313.12, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 313.54, "word": " of", "start": 313.26, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 314.65, "word": " GPT", "start": 313.63, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 314.83, "word": "-4", "start": 314.65, "speaker": "SPEAKER_01", "probability": 0.819580078125 }, { "end": 315.07, "word": "-All,", "start": 314.83, "speaker": "SPEAKER_01", "probability": 0.4541015625 }, { "end": 315.71, "word": " Alpaca,", "start": 315.17, "speaker": "SPEAKER_01", "probability": 0.8556315104166666 }, { "end": 316.89, "word": " Colossal", "start": 316.21, "speaker": "SPEAKER_01", "probability": 0.95947265625 }, { "end": 317.09, "word": " AI,", "start": 316.89, "speaker": "SPEAKER_01", "probability": 0.9609375 }, { "end": 317.61, "word": " all", "start": 317.39, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 317.75, "word": " these", "start": 317.61, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 317.91, "word": " kinds", "start": 317.75, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 318.03, "word": " of", "start": 317.91, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 318.29, "word": " models", "start": 318.03, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 318.49, "word": " just", "start": 318.29, "speaker": "SPEAKER_01", "probability": 0.8076171875 }, { "end": 318.67, "word": " kind", "start": 318.49, "speaker": "SPEAKER_01", "probability": 0.986328125 }, { "end": 318.77, "word": " of", "start": 318.67, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 319.03, "word": " spring", "start": 318.77, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 319.25, "word": " up", "start": 319.03, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 319.49, "word": " like", "start": 319.25, "speaker": "SPEAKER_01", "probability": 0.46923828125 }, { "end": 320.91, "word": " run", "start": 319.49, "speaker": "SPEAKER_01", "probability": 0.916015625 }, { "end": 321.09, "word": " on", "start": 320.91, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 321.21, "word": " top", "start": 321.09, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 321.35, "word": " of", "start": 321.21, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 321.51, "word": " wood.", "start": 321.35, "speaker": "SPEAKER_01", "probability": 0.826171875 } ], "speaker": "SPEAKER_01", "duration": 8.75, "avg_logprob": -0.22616331681717922 }

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{ "end": 322.95, "text": "Like what do you think about that?", "start": 321.91, "words": [ { "end": 321.95, "word": " Like", "start": 321.91, "speaker": "SPEAKER_01", "probability": 0.277587890625 }, { "end": 322.07, "word": " what", "start": 321.95, "speaker": "SPEAKER_01", "probability": 0.7744140625 }, { "end": 322.27, "word": " do", "start": 322.07, "speaker": "SPEAKER_00", "probability": 0.9375 }, { "end": 322.35, "word": " you", "start": 322.27, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 322.51, "word": " think", "start": 322.35, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 322.69, "word": " about", "start": 322.51, "speaker": "SPEAKER_00", "probability": 0.61962890625 }, { "end": 322.95, "word": " that?", "start": 322.69, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 1.0399999999999636, "avg_logprob": -0.16539634752079724 }

{ "end": 324.87, "text": "No, I think it's been really neat to see.", "start": 323.15, "words": [ { "end": 323.27, "word": " No,", "start": 323.15, "speaker": "SPEAKER_00", "probability": 0.994140625 }, { "end": 323.37, "word": " I", "start": 323.35, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 323.45, "word": " think", "start": 323.37, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 323.59, "word": " it's", "start": 323.45, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 323.71, "word": " been", "start": 323.59, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 324.01, "word": " really", "start": 323.71, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 324.41, "word": " neat", "start": 324.01, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 324.59, "word": " to", "start": 324.41, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 324.87, "word": " see.", "start": 324.59, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 1.7200000000000273, "avg_logprob": -0.16539634752079724 }

{ "end": 329.29, "text": "I mean, there's been folks who are getting it to run on local devices, right?", "start": 325.11, "words": [ { "end": 325.13, "word": " I", "start": 325.11, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 325.21, "word": " mean,", "start": 325.13, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 325.53, "word": " there's", "start": 325.29, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 325.99, "word": " been", "start": 325.53, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 326.53, "word": " folks", "start": 325.99, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 326.69, "word": " who", "start": 326.53, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 326.79, "word": " are", "start": 326.69, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 326.95, "word": " getting", "start": 326.79, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 327.07, "word": " it", "start": 326.95, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 327.17, "word": " to", "start": 327.07, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 327.43, "word": " run", "start": 327.17, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 328.13, "word": " on", "start": 327.43, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 328.57, "word": " local", "start": 328.13, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 329.01, "word": " devices,", "start": 328.57, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 329.29, "word": " right?", "start": 329.23, "speaker": "SPEAKER_00", "probability": 0.99951171875 } ], "speaker": "SPEAKER_00", "duration": 4.180000000000007, "avg_logprob": -0.16539634752079724 }

{ "end": 339.39, "text": "So if you're an individual who just wants to experiment with this at home, you probably don't have a large budget to get access to like a large amount of cloud compute.", "start": 329.35, "words": [ { "end": 329.43, "word": " So", "start": 329.35, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 329.55, "word": " if", "start": 329.43, "speaker": "SPEAKER_00", "probability": 0.9404296875 }, { "end": 329.67, "word": " you're", "start": 329.55, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 329.77, "word": " an", "start": 329.67, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 330.15, "word": " individual", "start": 329.77, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 330.51, "word": " who", "start": 330.15, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 330.83, "word": " just", "start": 330.51, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 331.59, "word": " wants", "start": 330.83, "speaker": "SPEAKER_00", "probability": 0.278564453125 }, { "end": 331.77, "word": " to", "start": 331.59, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 332.21, "word": " experiment", "start": 331.77, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 333.63, "word": " with", "start": 332.21, "speaker": "SPEAKER_00", "probability": 0.89208984375 }, { "end": 333.85, "word": " this", "start": 333.63, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 333.99, "word": " at", "start": 333.85, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 334.31, "word": " home,", "start": 333.99, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 335.25, "word": " you", "start": 334.93, "speaker": "SPEAKER_00", "probability": 0.99755859375 }, { "end": 335.43, "word": " probably", "start": 335.25, "speaker": "SPEAKER_00", "probability": 0.99658203125 }, { "end": 335.53, "word": " don't", "start": 335.43, "speaker": "SPEAKER_00", "probability": 0.999267578125 }, { "end": 335.63, "word": " have", "start": 335.53, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 335.71, "word": " a", "start": 335.63, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 335.93, "word": " large", "start": 335.71, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 336.25, "word": " budget", "start": 335.93, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 336.59, "word": " to", "start": 336.25, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 337.15, "word": " get", "start": 336.59, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 337.49, "word": " access", "start": 337.15, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 337.83, "word": " to", "start": 337.49, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 338.29, "word": " like", "start": 337.83, "speaker": "SPEAKER_00", "probability": 0.91650390625 }, { "end": 338.37, "word": " a", "start": 338.29, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 338.57, "word": " large", "start": 338.37, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 338.71, "word": " amount", "start": 338.57, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 338.79, "word": " of", "start": 338.71, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 339.01, "word": " cloud", "start": 338.79, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 339.39, "word": " compute.", "start": 339.01, "speaker": "SPEAKER_00", "probability": 0.93408203125 } ], "speaker": "SPEAKER_00", "duration": 10.039999999999964, "avg_logprob": -0.16539634752079724 }

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{ "end": 383.37, "text": "Llama isn't quite as on the frontier as, for example, the biggest open AI models or the biggest Google models, right?", "start": 373.53, "words": [ { "end": 373.95, "word": " Llama", "start": 373.53, "speaker": "SPEAKER_00", "probability": 0.783203125 }, { "end": 374.53, "word": " isn't", "start": 373.95, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 375.27, "word": " quite", "start": 374.53, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 375.55, "word": " as", "start": 375.27, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 375.69, "word": " on", "start": 375.55, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 375.81, "word": " the", "start": 375.69, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 376.33, "word": " frontier", "start": 375.81, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 377.57, "word": " as,", "start": 376.33, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 378.41, "word": " for", "start": 377.77, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 378.73, "word": " example,", "start": 378.41, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 378.95, "word": " the", "start": 378.85, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 379.35, "word": " biggest", "start": 378.95, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 379.71, "word": " open", "start": 379.35, "speaker": "SPEAKER_00", "probability": 0.6259765625 }, { "end": 379.93, "word": " AI", "start": 379.71, "speaker": "SPEAKER_00", "probability": 0.9931640625 }, { "end": 380.43, "word": " models", "start": 379.93, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 380.75, "word": " or", "start": 380.43, "speaker": "SPEAKER_00", "probability": 0.994140625 }, { "end": 380.89, "word": " the", "start": 380.75, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 381.33, "word": " biggest", "start": 380.89, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 382.57, "word": " Google", "start": 381.33, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 383.13, "word": " models,", "start": 382.57, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 383.37, "word": " right?", "start": 383.29, "speaker": "SPEAKER_00", "probability": 0.9990234375 } ], "speaker": "SPEAKER_00", "duration": 9.840000000000032, "avg_logprob": -0.19531250132454767 }

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{ "end": 535.77, "text": "you've open sourced quite a lot.", "start": 534.37, "words": [ { "end": 534.81, "word": " you've", "start": 534.37, "speaker": "SPEAKER_01", "probability": 0.76220703125 }, { "end": 534.99, "word": " open", "start": 534.81, "speaker": "SPEAKER_01", "probability": 0.921875 }, { "end": 535.27, "word": " sourced", "start": 534.99, "speaker": "SPEAKER_01", "probability": 0.693115234375 }, { "end": 535.45, "word": " quite", "start": 535.27, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 535.55, "word": " a", "start": 535.45, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 535.77, "word": " lot.", "start": 535.55, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 1.3999999999999773, "avg_logprob": -0.21039244186046513 }

{ "end": 537.47, "text": "You've been spearheading the open source movement.", "start": 535.93, "words": [ { "end": 536.01, "word": " You've", "start": 535.93, "speaker": "SPEAKER_01", "probability": 0.997802734375 }, { "end": 536.09, "word": " been", "start": 536.01, "speaker": "SPEAKER_01", "probability": 0.99169921875 }, { "end": 536.63, "word": " spearheading", "start": 536.09, "speaker": "SPEAKER_01", "probability": 0.9959309895833334 }, { "end": 536.75, "word": " the", "start": 536.63, "speaker": "SPEAKER_01", "probability": 0.95703125 }, { "end": 536.89, "word": " open", "start": 536.75, "speaker": "SPEAKER_01", "probability": 0.9892578125 }, { "end": 537.05, "word": " source", "start": 536.89, "speaker": "SPEAKER_01", "probability": 0.92529296875 }, { "end": 537.47, "word": " movement.", "start": 537.05, "speaker": "SPEAKER_01", "probability": 0.9990234375 } ], "speaker": "SPEAKER_01", "duration": 1.5400000000000773, "avg_logprob": -0.21039244186046513 }

{ "end": 542.85, "text": "Whereas that's really positive, inspiring to see from one angle, from the research angle.", "start": 537.65, "words": [ { "end": 537.85, "word": " Whereas", "start": 537.65, "speaker": "SPEAKER_01", "probability": 0.11724853515625 }, { "end": 538.79, "word": " that's", "start": 537.85, "speaker": "SPEAKER_01", "probability": 0.93701171875 }, { "end": 539.01, "word": " really", "start": 538.79, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 540.25, "word": " positive,", "start": 539.51, "speaker": "SPEAKER_01", "probability": 0.9951171875 }, { "end": 540.73, "word": " inspiring", "start": 540.25, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 540.91, "word": " to", "start": 540.73, "speaker": "SPEAKER_01", "probability": 0.98828125 }, { "end": 541.11, "word": " see", "start": 540.91, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 541.33, "word": " from", "start": 541.11, "speaker": "SPEAKER_01", "probability": 0.994140625 }, { "end": 541.55, "word": " one", "start": 541.33, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 541.83, "word": " angle,", "start": 541.55, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 542.05, "word": " from", "start": 541.97, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 542.17, "word": " the", "start": 542.05, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 542.53, "word": " research", "start": 542.17, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 542.85, "word": " angle.", "start": 542.53, "speaker": "SPEAKER_01", "probability": 0.99560546875 } ], "speaker": "SPEAKER_01", "duration": 5.2000000000000455, "avg_logprob": -0.21039244186046513 }

{ "end": 547.91, "text": "Of course, there's folks who are really terrified about the existential threat of artificial intelligence.", "start": 542.97, "words": [ { "end": 543.13, "word": " Of", "start": 542.97, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 543.25, "word": " course,", "start": 543.13, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 543.47, "word": " there's", "start": 543.31, "speaker": "SPEAKER_01", "probability": 0.98583984375 }, { "end": 543.71, "word": " folks", "start": 543.47, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 543.85, "word": " who", "start": 543.71, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 543.97, "word": " are", "start": 543.85, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 544.27, "word": " really", "start": 543.97, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 545.11, "word": " terrified", "start": 544.27, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 545.51, "word": " about", "start": 545.11, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 545.81, "word": " the", "start": 545.51, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 546.47, "word": " existential", "start": 545.81, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 546.79, "word": " threat", "start": 546.47, "speaker": "SPEAKER_01", "probability": 0.98046875 }, { "end": 546.99, "word": " of", "start": 546.79, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 547.33, "word": " artificial", "start": 546.99, "speaker": "SPEAKER_01", "probability": 0.99560546875 }, { "end": 547.91, "word": " intelligence.", "start": 547.33, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 4.939999999999941, "avg_logprob": -0.21039244186046513 }

{ "end": 550.87, "text": "And those folks will say that, you know,", "start": 548.25, "words": [ { "end": 548.61, "word": " And", "start": 548.25, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 548.83, "word": " those", "start": 548.61, "speaker": "SPEAKER_01", "probability": 0.99072265625 }, { "end": 549.15, "word": " folks", "start": 548.83, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 549.41, "word": " will", "start": 549.15, "speaker": "SPEAKER_01", "probability": 0.98876953125 }, { "end": 549.67, "word": " say", "start": 549.41, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 550.03, "word": " that,", "start": 549.67, "speaker": "SPEAKER_01", "probability": 0.99609375 }, { "end": 550.73, "word": " you", "start": 550.17, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 550.87, "word": " know,", "start": 550.73, "speaker": "SPEAKER_01", "probability": 0.71630859375 } ], "speaker": "SPEAKER_01", "duration": 2.6200000000000045, "avg_logprob": -0.21039244186046513 }

{ "end": 555.75, "text": "you have to be careful about the open sourcing step.", "start": 552.47, "words": [ { "end": 552.91, "word": " you", "start": 552.47, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 553.05, "word": " have", "start": 552.91, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 553.15, "word": " to", "start": 553.05, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 553.25, "word": " be", "start": 553.15, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 553.57, "word": " careful", "start": 553.25, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 553.79, "word": " about", "start": 553.57, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 553.93, "word": " the", "start": 553.79, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 554.13, "word": " open", "start": 553.93, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 554.47, "word": " sourcing", "start": 554.13, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 555.75, "word": " step.", "start": 554.47, "speaker": "SPEAKER_01", "probability": 0.998046875 } ], "speaker": "SPEAKER_01", "duration": 3.2799999999999727, "avg_logprob": -0.21039244186046513 }

{ "end": 560.37, "text": "But where do you see the future of open source here as part of Meta?", "start": 555.75, "words": [ { "end": 556.57, "word": " But", "start": 555.75, "speaker": "SPEAKER_01", "probability": 0.6240234375 }, { "end": 557.11, "word": " where", "start": 556.57, "speaker": "SPEAKER_01", "probability": 0.98876953125 }, { "end": 557.21, "word": " do", "start": 557.11, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 557.29, "word": " you", "start": 557.21, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 557.41, "word": " see", "start": 557.29, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 557.55, "word": " the", "start": 557.41, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 557.81, "word": " future", "start": 557.55, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 557.97, "word": " of", "start": 557.81, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 558.19, "word": " open", "start": 557.97, "speaker": "SPEAKER_01", "probability": 0.98876953125 }, { "end": 558.41, "word": " source", "start": 558.19, "speaker": "SPEAKER_01", "probability": 0.97119140625 }, { "end": 558.73, "word": " here", "start": 558.41, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 559.69, "word": " as", "start": 558.73, "speaker": "SPEAKER_01", "probability": 0.939453125 }, { "end": 559.91, "word": " part", "start": 559.69, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 560.03, "word": " of", "start": 559.91, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 560.37, "word": " Meta?", "start": 560.03, "speaker": "SPEAKER_01", "probability": 0.61669921875 } ], "speaker": "SPEAKER_01", "duration": 4.6200000000000045, "avg_logprob": -0.20944149601966777 }

{ "end": 565.65, "text": "The tension here is, do you want to release the magic sauce?", "start": 560.99, "words": [ { "end": 561.49, "word": " The", "start": 560.99, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 561.83, "word": " tension", "start": 561.49, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 562.87, "word": " here", "start": 561.83, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 563.17, "word": " is,", "start": 562.87, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 563.97, "word": " do", "start": 563.39, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 564.07, "word": " you", "start": 563.97, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 564.19, "word": " want", "start": 564.07, "speaker": "SPEAKER_01", "probability": 0.87548828125 }, { "end": 564.29, "word": " to", "start": 564.19, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 564.67, "word": " release", "start": 564.29, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 564.87, "word": " the", "start": 564.67, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 565.19, "word": " magic", "start": 564.87, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 565.65, "word": " sauce?", "start": 565.19, "speaker": "SPEAKER_01", "probability": 0.99853515625 } ], "speaker": "SPEAKER_01", "duration": 4.659999999999968, "avg_logprob": -0.20944149601966777 }

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{ "end": 724.1, "text": "To me, that's really, really, really exciting in terms of connecting the world, breaking down barriers that language creates.", "start": 717.22, "words": [ { "end": 717.66, "word": " To", "start": 717.22, "speaker": "SPEAKER_01", "probability": 0.73828125 }, { "end": 717.84, "word": " me,", "start": 717.66, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 718.14, "word": " that's", "start": 717.96, "speaker": "SPEAKER_01", "probability": 0.999755859375 }, { "end": 718.5, "word": " really,", "start": 718.14, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 718.8, "word": " really,", "start": 718.66, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 719.06, "word": " really", "start": 718.92, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 719.56, "word": " exciting", "start": 719.06, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 719.84, "word": " in", "start": 719.56, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 720.02, "word": " terms", "start": 719.84, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 720.18, "word": " of", "start": 720.02, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 720.52, "word": " connecting", "start": 720.18, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 720.72, "word": " the", "start": 720.52, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 721.08, "word": " world,", "start": 720.72, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 722.22, "word": " breaking", "start": 721.78, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 722.5, "word": " down", "start": 722.22, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 722.98, "word": " barriers", "start": 722.5, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 723.18, "word": " that", "start": 722.98, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 723.56, "word": " language", "start": 723.18, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 724.1, "word": " creates.", "start": 723.56, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 6.8799999999999955, "avg_logprob": -0.20454545201677266 }

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{ "end": 751.72, "text": "So I think, yeah, I think that's pretty exciting.", "start": 749.92, "words": [ { "end": 749.94, "word": " So", "start": 749.92, "speaker": "SPEAKER_00", "probability": 0.8935546875 }, { "end": 750.14, "word": " I", "start": 749.94, "speaker": "SPEAKER_00", "probability": 0.450927734375 }, { "end": 750.3, "word": " think,", "start": 750.14, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 750.42, "word": " yeah,", "start": 750.38, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 750.56, "word": " I", "start": 750.54, "speaker": "SPEAKER_00", "probability": 0.998046875 }, { "end": 750.66, "word": " think", "start": 750.56, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 750.86, "word": " that's", "start": 750.66, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 751.12, "word": " pretty", "start": 750.86, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 751.72, "word": " exciting.", "start": 751.12, "speaker": "SPEAKER_00", "probability": 0.4296875 } ], "speaker": "SPEAKER_00", "duration": 1.8000000000000682, "avg_logprob": -0.24471830534683148 }

{ "end": 754.78, "text": "You mentioned the next version of Llama.", "start": 752.56, "words": [ { "end": 753.02, "word": " You", "start": 752.56, "speaker": "SPEAKER_01", "probability": 0.95849609375 }, { "end": 753.38, "word": " mentioned", "start": 753.02, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 753.62, "word": " the", "start": 753.38, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 753.92, "word": " next", "start": 753.62, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 754.28, "word": " version", "start": 753.92, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 754.48, "word": " of", "start": 754.28, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 754.78, "word": " Llama.", "start": 754.48, "speaker": "SPEAKER_01", "probability": 0.8125 } ], "speaker": "SPEAKER_01", "duration": 2.2200000000000273, "avg_logprob": -0.24471830534683148 }

{ "end": 756.98, "text": "What can you say about the next version of Llama?", "start": 754.92, "words": [ { "end": 755.02, "word": " What", "start": 754.92, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 755.18, "word": " can", "start": 755.02, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 755.3, "word": " you", "start": 755.18, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 755.5, "word": " say", "start": 755.3, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 755.76, "word": " about", "start": 755.5, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 755.9, "word": " the", "start": 755.76, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 756.12, "word": " next", "start": 755.9, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 756.44, "word": " version", "start": 756.12, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 756.62, "word": " of", "start": 756.44, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 756.98, "word": " Llama?", "start": 756.62, "speaker": "SPEAKER_01", "probability": 0.9990234375 } ], "speaker": "SPEAKER_01", "duration": 2.060000000000059, "avg_logprob": -0.24471830534683148 }

{ "end": 764.28, "text": "What can you say about, like, what were you working on in terms of release, in terms of the vision for that?", "start": 757.82, "words": [ { "end": 758.28, "word": " What", "start": 757.82, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 758.74, "word": " can", "start": 758.28, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 758.88, "word": " you", "start": 758.74, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 759.1, "word": " say", "start": 758.88, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 759.42, "word": " about,", "start": 759.1, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 759.64, "word": " like,", "start": 759.54, "speaker": "SPEAKER_01", "probability": 0.98876953125 }, { "end": 760, "word": " what", "start": 759.72, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 760.7, "word": " were", "start": 760, "speaker": "SPEAKER_01", "probability": 0.9853515625 }, { "end": 760.82, "word": " you", "start": 760.7, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 761.18, "word": " working", "start": 760.82, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 761.44, "word": " on", "start": 761.18, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 761.58, "word": " in", "start": 761.44, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 761.72, "word": " terms", "start": 761.58, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 761.88, "word": " of", "start": 761.72, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 762.26, "word": " release,", "start": 761.88, "speaker": "SPEAKER_01", "probability": 0.99560546875 }, { "end": 762.46, "word": " in", "start": 762.4, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 762.68, "word": " terms", "start": 762.46, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 762.96, "word": " of", "start": 762.68, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 763.5, "word": " the", "start": 762.96, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 763.8, "word": " vision", "start": 763.5, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 764.02, "word": " for", "start": 763.8, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 764.28, "word": " that?", "start": 764.02, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 6.459999999999923, "avg_logprob": -0.24471830534683148 }

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{ "end": 830.64, "text": "You know, I think in the future every creator will have kind of an AI agent that can kind of act on their behalf that their fans can talk to.", "start": 822.08, "words": [ { "end": 822.48, "word": " You", "start": 822.08, "speaker": "SPEAKER_00", "probability": 0.9970703125 }, { "end": 822.5, "word": " know,", "start": 822.48, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 822.62, "word": " I", "start": 822.54, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 822.78, "word": " think", "start": 822.62, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 823.7, "word": " in", "start": 822.78, "speaker": "SPEAKER_00", "probability": 0.8994140625 }, { "end": 823.8, "word": " the", "start": 823.7, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 824.06, "word": " future", "start": 823.8, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 824.42, "word": " every", "start": 824.06, "speaker": "SPEAKER_00", "probability": 0.0191192626953125 }, { "end": 824.86, "word": " creator", "start": 824.42, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 825.24, "word": " will", "start": 824.86, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 826.02, "word": " have", "start": 825.24, "speaker": "SPEAKER_00", "probability": 0.998046875 }, { "end": 826.44, "word": " kind", "start": 826.02, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 826.5, "word": " of", "start": 826.44, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 826.6, "word": " an", "start": 826.5, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 826.82, "word": " AI", "start": 826.6, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 827.24, "word": " agent", "start": 826.82, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 827.6, "word": " that", "start": 827.24, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 827.92, "word": " can", "start": 827.6, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 828.28, "word": " kind", "start": 827.92, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 828.34, "word": " of", "start": 828.28, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 828.58, "word": " act", "start": 828.34, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 828.74, "word": " on", "start": 828.58, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 828.88, "word": " their", "start": 828.74, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 829.26, "word": " behalf", "start": 828.88, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 829.5, "word": " that", "start": 829.26, "speaker": "SPEAKER_00", "probability": 0.67236328125 }, { "end": 829.64, "word": " their", "start": 829.5, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 829.94, "word": " fans", "start": 829.64, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 830.14, "word": " can", "start": 829.94, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 830.4, "word": " talk", "start": 830.14, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 830.64, "word": " to.", "start": 830.4, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 8.559999999999945, "avg_logprob": -0.23841462920351728 }

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{ "end": 890.58, "text": "Do you think the LAMA", "start": 888.98, "words": [ { "end": 889.2, "word": " Do", "start": 888.98, "speaker": "SPEAKER_00", "probability": 0.96435546875 }, { "end": 889.28, "word": " you", "start": 889.2, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 889.46, "word": " think", "start": 889.28, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 889.9, "word": " the", "start": 889.46, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 890.58, "word": " LAMA", "start": 889.9, "speaker": "SPEAKER_01", "probability": 0.619384765625 } ], "speaker": "SPEAKER_00", "duration": 1.6000000000000227, "avg_logprob": -0.2438725513570449 }

{ "end": 895.38, "text": "or the language model underlying that version two will be open sourced?", "start": 890.58, "words": [ { "end": 890.94, "word": " or", "start": 890.58, "speaker": "SPEAKER_01", "probability": 0.9833984375 }, { "end": 891.12, "word": " the", "start": 890.94, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 891.38, "word": " language", "start": 891.12, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 891.72, "word": " model", "start": 891.38, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 892.22, "word": " underlying", "start": 891.72, "speaker": "SPEAKER_01", "probability": 0.99267578125 }, { "end": 892.56, "word": " that", "start": 892.22, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 893.3, "word": " version", "start": 892.56, "speaker": "SPEAKER_01", "probability": 0.97265625 }, { "end": 893.68, "word": " two", "start": 893.3, "speaker": "SPEAKER_01", "probability": 0.326416015625 }, { "end": 894.48, "word": " will", "start": 893.68, "speaker": "SPEAKER_01", "probability": 0.99560546875 }, { "end": 894.62, "word": " be", "start": 894.48, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 894.86, "word": " open", "start": 894.62, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 895.38, "word": " sourced?", "start": 894.86, "speaker": "SPEAKER_01", "probability": 0.840087890625 } ], "speaker": "SPEAKER_01", "duration": 4.7999999999999545, "avg_logprob": -0.2438725513570449 }

{ "end": 901.04, "text": "Do you have internal debate around that, the pros and cons and so on?", "start": 896.64, "words": [ { "end": 897.04, "word": " Do", "start": 896.64, "speaker": "SPEAKER_01", "probability": 0.98486328125 }, { "end": 897.12, "word": " you", "start": 897.04, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 898.2, "word": " have", "start": 897.12, "speaker": "SPEAKER_01", "probability": 0.98876953125 }, { "end": 898.52, "word": " internal", "start": 898.2, "speaker": "SPEAKER_01", "probability": 0.98876953125 }, { "end": 898.94, "word": " debate", "start": 898.52, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 899.2, "word": " around", "start": 898.94, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 899.58, "word": " that,", "start": 899.2, "speaker": "SPEAKER_01", "probability": 0.99365234375 }, { "end": 899.98, "word": " the", "start": 899.78, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 900.22, "word": " pros", "start": 899.98, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 900.32, "word": " and", "start": 900.22, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 900.64, "word": " cons", "start": 900.32, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 900.74, "word": " and", "start": 900.64, "speaker": "SPEAKER_01", "probability": 0.9091796875 }, { "end": 900.88, "word": " so", "start": 900.74, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 901.04, "word": " on?", "start": 900.88, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 4.399999999999977, "avg_logprob": -0.2438725513570449 }

{ "end": 908.8, "text": "This is, I mean, we were talking about the debates that we have internally and I think the question is how to do it, right?", "start": 901.42, "words": [ { "end": 901.68, "word": " This", "start": 901.42, "speaker": "SPEAKER_00", "probability": 0.5830078125 }, { "end": 901.86, "word": " is,", "start": 901.68, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 902, "word": " I", "start": 901.98, "speaker": "SPEAKER_00", "probability": 0.994140625 }, { "end": 902.14, "word": " mean,", "start": 902, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 902.3, "word": " we", "start": 902.22, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 902.4, "word": " were", "start": 902.3, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 902.6, "word": " talking", "start": 902.4, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 902.76, "word": " about", "start": 902.6, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 902.86, "word": " the", "start": 902.76, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 903.16, "word": " debates", "start": 902.86, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 903.32, "word": " that", "start": 903.16, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 903.4, "word": " we", "start": 903.32, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 903.54, "word": " have", "start": 903.4, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 903.94, "word": " internally", "start": 903.54, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 904.12, "word": " and", "start": 903.94, "speaker": "SPEAKER_00", "probability": 0.56201171875 }, { "end": 904.24, "word": " I", "start": 904.12, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 904.44, "word": " think", "start": 904.24, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 907.02, "word": " the", "start": 904.44, "speaker": "SPEAKER_00", "probability": 0.67431640625 }, { "end": 907.32, "word": " question", "start": 907.02, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 907.46, "word": " is", "start": 907.32, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 907.66, "word": " how", "start": 907.46, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 907.8, "word": " to", "start": 907.66, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 907.96, "word": " do", "start": 907.8, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 908.18, "word": " it,", "start": 907.96, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 908.8, "word": " right?", "start": 908.54, "speaker": "SPEAKER_00", "probability": 0.99951171875 } ], "speaker": "SPEAKER_00", "duration": 7.3799999999999955, "avg_logprob": -0.2438725513570449 }

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{ "end": 920.7, "text": "you know, we did the research license for V1 and I think the big thing that we're thinking about is basically like what's the right way.", "start": 910.96, "words": [ { "end": 911.36, "word": " you", "start": 910.96, "speaker": "SPEAKER_00", "probability": 0.9765625 }, { "end": 911.4, "word": " know,", "start": 911.36, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 911.62, "word": " we", "start": 911.52, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 911.94, "word": " did", "start": 911.62, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 912.08, "word": " the", "start": 911.94, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 912.42, "word": " research", "start": 912.08, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 912.86, "word": " license", "start": 912.42, "speaker": "SPEAKER_00", "probability": 0.998046875 }, { "end": 913.08, "word": " for", "start": 912.86, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 913.52, "word": " V1", "start": 913.08, "speaker": "SPEAKER_00", "probability": 0.723876953125 }, { "end": 913.8, "word": " and", "start": 913.52, "speaker": "SPEAKER_00", "probability": 0.97509765625 }, { "end": 914.14, "word": " I", "start": 913.8, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 914.28, "word": " think", "start": 914.14, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 914.52, "word": " the", "start": 914.28, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 915.16, "word": " big", "start": 914.52, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 915.36, "word": " thing", "start": 915.16, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 915.5, "word": " that", "start": 915.36, "speaker": "SPEAKER_00", "probability": 0.97021484375 }, { "end": 915.76, "word": " we're", "start": 915.5, "speaker": "SPEAKER_00", "probability": 0.998779296875 }, { "end": 917.08, "word": " thinking", "start": 916.64, "speaker": "SPEAKER_00", "probability": 0.55078125 }, { "end": 917.38, "word": " about", "start": 917.08, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 917.7, "word": " is", "start": 917.38, "speaker": "SPEAKER_00", "probability": 0.99658203125 }, { "end": 918.24, "word": " basically", "start": 917.7, "speaker": "SPEAKER_00", "probability": 0.98681640625 }, { "end": 918.44, "word": " like", "start": 918.24, "speaker": "SPEAKER_00", "probability": 0.837890625 }, { "end": 918.7, "word": " what's", "start": 918.44, "speaker": "SPEAKER_00", "probability": 0.713134765625 }, { "end": 918.86, "word": " the", "start": 918.7, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 919.62, "word": " right", "start": 918.86, "speaker": "SPEAKER_00", "probability": 0.98681640625 }, { "end": 920.7, "word": " way.", "start": 919.62, "speaker": "SPEAKER_00", "probability": 0.990234375 } ], "speaker": "SPEAKER_00", "duration": 9.740000000000009, "avg_logprob": -0.2438725513570449 }

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{ "end": 1026.58, "text": "The details of the secret sauce are still being developed, I see.", "start": 1022.16, "words": [ { "end": 1022.42, "word": " The", "start": 1022.16, "speaker": "SPEAKER_01", "probability": 0.98388671875 }, { "end": 1022.98, "word": " details", "start": 1022.42, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1023.44, "word": " of", "start": 1022.98, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1023.58, "word": " the", "start": 1023.44, "speaker": "SPEAKER_01", "probability": 0.98974609375 }, { "end": 1023.9, "word": " secret", "start": 1023.58, "speaker": "SPEAKER_01", "probability": 0.9951171875 }, { "end": 1024.26, "word": " sauce", "start": 1023.9, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1024.54, "word": " are", "start": 1024.26, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1024.82, "word": " still", "start": 1024.54, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1025.28, "word": " being", "start": 1024.82, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1026.02, "word": " developed,", "start": 1025.28, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1026.34, "word": " I", "start": 1026.02, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1026.58, "word": " see.", "start": 1026.34, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 4.419999999999959, "avg_logprob": -0.22977940792984822 }

{ "end": 1034, "text": "Can you comment on what do you think of the thing that worked for GPT, which is the reinforcement learning with human feedback?", "start": 1027.12, "words": [ { "end": 1027.68, "word": " Can", "start": 1027.12, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1027.8, "word": " you", "start": 1027.68, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1028.16, "word": " comment", "start": 1027.8, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1028.54, "word": " on", "start": 1028.16, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1028.8, "word": " what", "start": 1028.54, "speaker": "SPEAKER_01", "probability": 0.70947265625 }, { "end": 1028.9, "word": " do", "start": 1028.8, "speaker": "SPEAKER_01", "probability": 0.99560546875 }, { "end": 1028.96, "word": " you", "start": 1028.9, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1029.12, "word": " think", "start": 1028.96, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1029.34, "word": " of", "start": 1029.12, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1030.32, "word": " the", "start": 1029.34, "speaker": "SPEAKER_01", "probability": 0.1610107421875 }, { "end": 1030.54, "word": " thing", "start": 1030.34, "speaker": "SPEAKER_01", "probability": 0.99169921875 }, { "end": 1030.7, "word": " that", "start": 1030.54, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1030.94, "word": " worked", "start": 1030.7, "speaker": "SPEAKER_01", "probability": 0.990234375 }, { "end": 1031.08, "word": " for", "start": 1030.94, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 1031.68, "word": " GPT,", "start": 1031.08, "speaker": "SPEAKER_01", "probability": 0.9638671875 }, { "end": 1032.06, "word": " which", "start": 1031.96, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1032.24, "word": " is", "start": 1032.06, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1032.42, "word": " the", "start": 1032.24, "speaker": "SPEAKER_01", "probability": 0.99267578125 }, { "end": 1032.84, "word": " reinforcement", "start": 1032.42, "speaker": "SPEAKER_01", "probability": 0.84814453125 }, { "end": 1033.18, "word": " learning", "start": 1032.84, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1033.36, "word": " with", "start": 1033.18, "speaker": "SPEAKER_01", "probability": 0.99169921875 }, { "end": 1033.6, "word": " human", "start": 1033.36, "speaker": "SPEAKER_01", "probability": 0.990234375 }, { "end": 1034, "word": " feedback?", "start": 1033.6, "speaker": "SPEAKER_01", "probability": 0.9990234375 } ], "speaker": "SPEAKER_01", "duration": 6.880000000000109, "avg_logprob": -0.22977940792984822 }

{ "end": 1038.02, "text": "So doing this alignment process, do you find it interesting?", "start": 1034.28, "words": [ { "end": 1034.36, "word": " So", "start": 1034.28, "speaker": "SPEAKER_01", "probability": 0.9033203125 }, { "end": 1035.44, "word": " doing", "start": 1034.36, "speaker": "SPEAKER_01", "probability": 0.7216796875 }, { "end": 1035.64, "word": " this", "start": 1035.44, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1035.96, "word": " alignment", "start": 1035.64, "speaker": "SPEAKER_01", "probability": 0.9921875 }, { "end": 1036.52, "word": " process,", "start": 1035.96, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1036.98, "word": " do", "start": 1036.72, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 1037.1, "word": " you", "start": 1036.98, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1037.4, "word": " find", "start": 1037.1, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1037.6, "word": " it", "start": 1037.4, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1038.02, "word": " interesting?", "start": 1037.6, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 3.740000000000009, "avg_logprob": -0.2107558099682941 }

{ "end": 1042.3, "text": "And as part of that, let me ask, because I talked to Jan LeCun before talking to you today.", "start": 1038.4, "words": [ { "end": 1038.86, "word": " And", "start": 1038.4, "speaker": "SPEAKER_01", "probability": 0.9921875 }, { "end": 1038.98, "word": " as", "start": 1038.86, "speaker": "SPEAKER_01", "probability": 0.994140625 }, { "end": 1039.22, "word": " part", "start": 1038.98, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1039.32, "word": " of", "start": 1039.22, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1039.5, "word": " that,", "start": 1039.32, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1039.68, "word": " let", "start": 1039.58, "speaker": "SPEAKER_01", "probability": 0.990234375 }, { "end": 1039.78, "word": " me", "start": 1039.68, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1040.04, "word": " ask,", "start": 1039.78, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1040.2, "word": " because", "start": 1040.1, "speaker": "SPEAKER_01", "probability": 0.64794921875 }, { "end": 1040.3, "word": " I", "start": 1040.2, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1040.52, "word": " talked", "start": 1040.3, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1040.66, "word": " to", "start": 1040.52, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1040.86, "word": " Jan", "start": 1040.66, "speaker": "SPEAKER_01", "probability": 0.55322265625 }, { "end": 1041.16, "word": " LeCun", "start": 1040.86, "speaker": "SPEAKER_01", "probability": 0.6307779947916666 }, { "end": 1041.44, "word": " before", "start": 1041.16, "speaker": "SPEAKER_01", "probability": 0.99609375 }, { "end": 1041.8, "word": " talking", "start": 1041.44, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1041.92, "word": " to", "start": 1041.8, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1042, "word": " you", "start": 1041.92, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1042.3, "word": " today.", "start": 1042, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 3.8999999999998636, "avg_logprob": -0.2107558099682941 }

{ "end": 1051.96, "text": "He asked me to ask, or suggested that I ask, do you think LLM fine-tuning will need to be crowdsourced Wikipedia style?", "start": 1042.82, "words": [ { "end": 1043.34, "word": " He", "start": 1042.82, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1043.82, "word": " asked", "start": 1043.34, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1043.96, "word": " me", "start": 1043.82, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1044.12, "word": " to", "start": 1043.96, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1044.5, "word": " ask,", "start": 1044.12, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1045.18, "word": " or", "start": 1044.7, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1045.62, "word": " suggested", "start": 1045.18, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1045.88, "word": " that", "start": 1045.62, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1046, "word": " I", "start": 1045.88, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1046.34, "word": " ask,", "start": 1046, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1046.64, "word": " do", "start": 1046.46, "speaker": "SPEAKER_01", "probability": 0.95263671875 }, { "end": 1046.74, "word": " you", "start": 1046.64, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1047.06, "word": " think", "start": 1046.74, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1048.46, "word": " LLM", "start": 1047.94, "speaker": "SPEAKER_01", "probability": 0.9943033854166666 }, { "end": 1048.78, "word": " fine", "start": 1048.46, "speaker": "SPEAKER_01", "probability": 0.99169921875 }, { "end": 1049.12, "word": "-tuning", "start": 1048.78, "speaker": "SPEAKER_01", "probability": 0.8158365885416666 }, { "end": 1049.58, "word": " will", "start": 1049.12, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1049.78, "word": " need", "start": 1049.58, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1049.88, "word": " to", "start": 1049.78, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1050.06, "word": " be", "start": 1049.88, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1050.86, "word": " crowdsourced", "start": 1050.06, "speaker": "SPEAKER_01", "probability": 0.9853515625 }, { "end": 1051.4, "word": " Wikipedia", "start": 1050.86, "speaker": "SPEAKER_01", "probability": 0.83837890625 }, { "end": 1051.96, "word": " style?", "start": 1051.4, "speaker": "SPEAKER_01", "probability": 0.654296875 } ], "speaker": "SPEAKER_01", "duration": 9.1400000000001, "avg_logprob": -0.2107558099682941 }

{ "end": 1054.04, "text": "So crowdsourcing.", "start": 1053, "words": [ { "end": 1053.52, "word": " So", "start": 1053, "speaker": "SPEAKER_01", "probability": 0.99560546875 }, { "end": 1054.04, "word": " crowdsourcing.", "start": 1053.52, "speaker": "SPEAKER_01", "probability": 0.996337890625 } ], "speaker": "SPEAKER_01", "duration": 1.0399999999999636, "avg_logprob": -0.2107558099682941 }

{ "end": 1062.28, "text": "So this kind of idea of how to integrate the human in the fine-tuning of these foundation models.", "start": 1054.42, "words": [ { "end": 1054.94, "word": " So", "start": 1054.42, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1055.14, "word": " this", "start": 1054.94, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1055.32, "word": " kind", "start": 1055.14, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1055.44, "word": " of", "start": 1055.32, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1055.8, "word": " idea", "start": 1055.44, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1056.02, "word": " of", "start": 1055.8, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1056.46, "word": " how", "start": 1056.02, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1057.38, "word": " to", "start": 1056.46, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1057.86, "word": " integrate", "start": 1057.38, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1058.14, "word": " the", "start": 1057.86, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1058.64, "word": " human", "start": 1058.14, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1059.32, "word": " in", "start": 1058.64, "speaker": "SPEAKER_01", "probability": 0.9736328125 }, { "end": 1059.46, "word": " the", "start": 1059.32, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1059.78, "word": " fine", "start": 1059.46, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1060.14, "word": "-tuning", "start": 1059.78, "speaker": "SPEAKER_01", "probability": 0.7958984375 }, { "end": 1060.98, "word": " of", "start": 1060.14, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1061.26, "word": " these", "start": 1060.98, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1061.76, "word": " foundation", "start": 1061.26, "speaker": "SPEAKER_01", "probability": 0.9931640625 }, { "end": 1062.28, "word": " models.", "start": 1061.76, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 7.8599999999999, "avg_logprob": -0.2107558099682941 }

{ "end": 1067.86, "text": "Yeah, I think that's a really interesting idea that I've talked to Jan about a bunch.", "start": 1062.62, "words": [ { "end": 1063.06, "word": " Yeah,", "start": 1062.62, "speaker": "SPEAKER_00", "probability": 0.9716796875 }, { "end": 1063.16, "word": " I", "start": 1063.16, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1063.3, "word": " think", "start": 1063.16, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1063.66, "word": " that's", "start": 1063.3, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1063.78, "word": " a", "start": 1063.66, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1064.12, "word": " really", "start": 1063.78, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1065.06, "word": " interesting", "start": 1064.12, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1065.38, "word": " idea", "start": 1065.06, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1065.62, "word": " that", "start": 1065.38, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1065.76, "word": " I've", "start": 1065.62, "speaker": "SPEAKER_00", "probability": 0.999755859375 }, { "end": 1065.96, "word": " talked", "start": 1065.76, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1066.24, "word": " to", "start": 1065.96, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1066.62, "word": " Jan", "start": 1066.24, "speaker": "SPEAKER_00", "probability": 0.90478515625 }, { "end": 1066.96, "word": " about", "start": 1066.62, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1067.48, "word": " a", "start": 1066.96, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1067.86, "word": " bunch.", "start": 1067.48, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 5.240000000000009, "avg_logprob": -0.22504194630872484 }

{ "end": 1080.04, "text": "And we were talking about how do you basically train these models to be as safe and aligned and responsible as possible.", "start": 1070.28, "words": [ { "end": 1070.94, "word": " And", "start": 1070.28, "speaker": "SPEAKER_00", "probability": 0.91357421875 }, { "end": 1071.6, "word": " we", "start": 1070.94, "speaker": "SPEAKER_00", "probability": 0.86865234375 }, { "end": 1071.72, "word": " were", "start": 1071.6, "speaker": "SPEAKER_00", "probability": 0.953125 }, { "end": 1071.96, "word": " talking", "start": 1071.72, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1072.28, "word": " about", "start": 1071.96, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1073.22, "word": " how", "start": 1072.28, "speaker": "SPEAKER_00", "probability": 0.9765625 }, { "end": 1073.34, "word": " do", "start": 1073.22, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1073.44, "word": " you", "start": 1073.34, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1073.78, "word": " basically", "start": 1073.44, "speaker": "SPEAKER_00", "probability": 0.99755859375 }, { "end": 1074.32, "word": " train", "start": 1073.78, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1075.06, "word": " these", "start": 1074.32, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1075.46, "word": " models", "start": 1075.06, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1075.72, "word": " to", "start": 1075.46, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1076.02, "word": " be", "start": 1075.72, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1077.06, "word": " as", "start": 1076.02, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1077.8, "word": " safe", "start": 1077.06, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1078.08, "word": " and", "start": 1077.8, "speaker": "SPEAKER_00", "probability": 0.99658203125 }, { "end": 1078.66, "word": " aligned", "start": 1078.08, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1078.9, "word": " and", "start": 1078.66, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1079.4, "word": " responsible", "start": 1078.9, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1079.64, "word": " as", "start": 1079.4, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1080.04, "word": " possible.", "start": 1079.64, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 9.759999999999991, "avg_logprob": -0.22504194630872484 }

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{ "end": 1212.77, "text": "But yes, I mean, the balance is, I mean, it's amazing what they've been able to achieve, but it's also not perfect.", "start": 1206.19, "words": [ { "end": 1206.45, "word": " But", "start": 1206.19, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1206.69, "word": " yes,", "start": 1206.45, "speaker": "SPEAKER_00", "probability": 0.98681640625 }, { "end": 1206.91, "word": " I", "start": 1206.87, "speaker": "SPEAKER_00", "probability": 0.99658203125 }, { "end": 1207.01, "word": " mean,", "start": 1206.91, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1207.15, "word": " the", "start": 1207.09, "speaker": "SPEAKER_00", "probability": 0.99365234375 }, { "end": 1207.53, "word": " balance", "start": 1207.15, "speaker": "SPEAKER_00", "probability": 0.96142578125 }, { "end": 1207.85, "word": " is,", "start": 1207.53, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1208.77, "word": " I", "start": 1208.29, "speaker": "SPEAKER_00", "probability": 0.99560546875 }, { "end": 1208.87, "word": " mean,", "start": 1208.77, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1209.09, "word": " it's", "start": 1208.91, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1210.31, "word": " amazing", "start": 1209.97, "speaker": "SPEAKER_00", "probability": 0.99169921875 }, { "end": 1210.53, "word": " what", "start": 1210.31, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1210.71, "word": " they've", "start": 1210.53, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1210.79, "word": " been", "start": 1210.71, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1210.93, "word": " able", "start": 1210.79, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1211.05, "word": " to", "start": 1210.93, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1211.35, "word": " achieve,", "start": 1211.05, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1211.55, "word": " but", "start": 1211.39, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1211.87, "word": " it's", "start": 1211.55, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1211.99, "word": " also", "start": 1211.87, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1212.19, "word": " not", "start": 1211.99, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1212.77, "word": " perfect.", "start": 1212.19, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 6.579999999999927, "avg_logprob": -0.2328125045945247 }

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{ "end": 1229.55, "text": "journey towards quote unquote truth or knowledge or wisdom that Wikipedia tries to capture.", "start": 1223.97, "words": [ { "end": 1224.53, "word": " journey", "start": 1223.97, "speaker": "SPEAKER_01", "probability": 0.96240234375 }, { "end": 1224.99, "word": " towards", "start": 1224.53, "speaker": "SPEAKER_01", "probability": 0.98779296875 }, { "end": 1225.61, "word": " quote", "start": 1224.99, "speaker": "SPEAKER_01", "probability": 0.53271484375 }, { "end": 1225.91, "word": " unquote", "start": 1225.61, "speaker": "SPEAKER_01", "probability": 0.51123046875 }, { "end": 1226.33, "word": " truth", "start": 1225.91, "speaker": "SPEAKER_01", "probability": 0.75 }, { "end": 1226.83, "word": " or", "start": 1226.33, "speaker": "SPEAKER_01", "probability": 0.85400390625 }, { "end": 1227.33, "word": " knowledge", "start": 1226.83, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 1227.53, "word": " or", "start": 1227.33, "speaker": "SPEAKER_01", "probability": 0.9892578125 }, { "end": 1227.87, "word": " wisdom", "start": 1227.53, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1228.21, "word": " that", "start": 1227.87, "speaker": "SPEAKER_01", "probability": 0.990234375 }, { "end": 1228.71, "word": " Wikipedia", "start": 1228.21, "speaker": "SPEAKER_01", "probability": 0.91357421875 }, { "end": 1229.05, "word": " tries", "start": 1228.71, "speaker": "SPEAKER_01", "probability": 0.9892578125 }, { "end": 1229.19, "word": " to", "start": 1229.05, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1229.55, "word": " capture.", "start": 1229.19, "speaker": "SPEAKER_01", "probability": 0.99951171875 } ], "speaker": "SPEAKER_01", "duration": 5.579999999999927, "avg_logprob": -0.3009868384453288 }

{ "end": 1236.27, "text": "In the same way, AI models will need to be able to generate those same things, truth, knowledge, and wisdom.", "start": 1229.81, "words": [ { "end": 1230.09, "word": " In", "start": 1229.81, "speaker": "SPEAKER_01", "probability": 0.8681640625 }, { "end": 1230.17, "word": " the", "start": 1230.09, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1230.33, "word": " same", "start": 1230.17, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1230.53, "word": " way,", "start": 1230.33, "speaker": "SPEAKER_01", "probability": 0.994140625 }, { "end": 1230.79, "word": " AI", "start": 1230.53, "speaker": "SPEAKER_01", "probability": 0.9599609375 }, { "end": 1231.21, "word": " models", "start": 1230.79, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 1231.37, "word": " will", "start": 1231.21, "speaker": "SPEAKER_01", "probability": 0.720703125 }, { "end": 1231.51, "word": " need", "start": 1231.37, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1231.73, "word": " to", "start": 1231.51, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1232.87, "word": " be", "start": 1231.85, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1233.01, "word": " able", "start": 1232.87, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1233.13, "word": " to", "start": 1233.01, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1233.59, "word": " generate", "start": 1233.13, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1234.33, "word": " those", "start": 1233.59, "speaker": "SPEAKER_01", "probability": 0.99560546875 }, { "end": 1234.55, "word": " same", "start": 1234.33, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 1234.87, "word": " things,", "start": 1234.55, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1235.27, "word": " truth,", "start": 1235.09, "speaker": "SPEAKER_01", "probability": 0.99609375 }, { "end": 1235.75, "word": " knowledge,", "start": 1235.45, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1235.93, "word": " and", "start": 1235.77, "speaker": "SPEAKER_01", "probability": 0.99609375 }, { "end": 1236.27, "word": " wisdom.", "start": 1235.93, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 6.460000000000036, "avg_logprob": -0.3009868384453288 }

{ "end": 1240.63, "text": "And how do you align those models that they generate", "start": 1236.55, "words": [ { "end": 1236.93, "word": " And", "start": 1236.55, "speaker": "SPEAKER_01", "probability": 0.96484375 }, { "end": 1237.17, "word": " how", "start": 1236.93, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1237.37, "word": " do", "start": 1237.17, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 1237.45, "word": " you", "start": 1237.37, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1237.79, "word": " align", "start": 1237.45, "speaker": "SPEAKER_01", "probability": 0.9892578125 }, { "end": 1238.01, "word": " those", "start": 1237.79, "speaker": "SPEAKER_01", "probability": 0.99755859375 }, { "end": 1238.37, "word": " models", "start": 1238.01, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1238.55, "word": " that", "start": 1238.37, "speaker": "SPEAKER_01", "probability": 0.83642578125 }, { "end": 1238.77, "word": " they", "start": 1238.55, "speaker": "SPEAKER_01", "probability": 0.9951171875 }, { "end": 1240.63, "word": " generate", "start": 1238.77, "speaker": "SPEAKER_01", "probability": 0.99853515625 } ], "speaker": "SPEAKER_01", "duration": 4.080000000000155, "avg_logprob": -0.3009868384453288 }

{ "end": 1245.37, "text": "something that is closest to truth?", "start": 1242.11, "words": [ { "end": 1242.71, "word": " something", "start": 1242.11, "speaker": "SPEAKER_01", "probability": 0.9658203125 }, { "end": 1243.11, "word": " that", "start": 1242.71, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1244.39, "word": " is", "start": 1243.79, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 1244.79, "word": " closest", "start": 1244.39, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1245.05, "word": " to", "start": 1244.79, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1245.37, "word": " truth?", "start": 1245.05, "speaker": "SPEAKER_01", "probability": 0.9990234375 } ], "speaker": "SPEAKER_01", "duration": 3.259999999999991, "avg_logprob": -0.1734264226669961 }

{ "end": 1251.15, "text": "There's these concerns about misinformation, all this kind of stuff that nobody can define.", "start": 1245.59, "words": [ { "end": 1246.11, "word": " There's", "start": 1245.59, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1246.31, "word": " these", "start": 1246.11, "speaker": "SPEAKER_01", "probability": 0.99462890625 }, { "end": 1246.89, "word": " concerns", "start": 1246.31, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1247.19, "word": " about", "start": 1246.89, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1247.77, "word": " misinformation,", "start": 1247.19, "speaker": "SPEAKER_01", "probability": 0.99853515625 }, { "end": 1248.13, "word": " all", "start": 1247.77, "speaker": "SPEAKER_01", "probability": 0.98974609375 }, { "end": 1248.29, "word": " this", "start": 1248.13, "speaker": "SPEAKER_01", "probability": 0.9970703125 }, { "end": 1248.45, "word": " kind", "start": 1248.29, "speaker": "SPEAKER_01", "probability": 0.9736328125 }, { "end": 1248.51, "word": " of", "start": 1248.45, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1248.77, "word": " stuff", "start": 1248.51, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1249.05, "word": " that", "start": 1248.77, "speaker": "SPEAKER_01", "probability": 0.974609375 }, { "end": 1250.05, "word": " nobody", "start": 1249.05, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1250.27, "word": " can", "start": 1250.05, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1251.15, "word": " define.", "start": 1250.27, "speaker": "SPEAKER_01", "probability": 0.99853515625 } ], "speaker": "SPEAKER_01", "duration": 5.560000000000173, "avg_logprob": -0.1734264226669961 }

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{ "end": 1280.4, "text": "And part of that is the training and part of that is the alignment and however you do the alignment stage.", "start": 1275.24, "words": [ { "end": 1275.72, "word": " And", "start": 1275.24, "speaker": "SPEAKER_01", "probability": 0.9326171875 }, { "end": 1275.94, "word": " part", "start": 1275.72, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1276.02, "word": " of", "start": 1275.94, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1276.12, "word": " that", "start": 1276.02, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1276.24, "word": " is", "start": 1276.12, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1276.34, "word": " the", "start": 1276.24, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1276.66, "word": " training", "start": 1276.34, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1276.84, "word": " and", "start": 1276.66, "speaker": "SPEAKER_01", "probability": 0.72216796875 }, { "end": 1277.06, "word": " part", "start": 1276.84, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1277.12, "word": " of", "start": 1277.06, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1277.26, "word": " that", "start": 1277.12, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1277.46, "word": " is", "start": 1277.26, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1277.58, "word": " the", "start": 1277.46, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1278, "word": " alignment", "start": 1277.58, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1278.82, "word": " and", "start": 1278, "speaker": "SPEAKER_01", "probability": 0.7216796875 }, { "end": 1279.16, "word": " however", "start": 1278.82, "speaker": "SPEAKER_01", "probability": 0.998046875 }, { "end": 1279.38, "word": " you", "start": 1279.16, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1279.52, "word": " do", "start": 1279.38, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1279.66, "word": " the", "start": 1279.52, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1279.96, "word": " alignment", "start": 1279.66, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1280.4, "word": " stage.", "start": 1279.96, "speaker": "SPEAKER_01", "probability": 0.9990234375 } ], "speaker": "SPEAKER_01", "duration": 5.160000000000082, "avg_logprob": -0.22847682533674682 }

{ "end": 1285.64, "text": "And just like you said, it's a very new and a very open research problem.", "start": 1280.56, "words": [ { "end": 1280.8, "word": " And", "start": 1280.56, "speaker": "SPEAKER_01", "probability": 0.99267578125 }, { "end": 1280.92, "word": " just", "start": 1280.8, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1281.08, "word": " like", "start": 1280.92, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1281.18, "word": " you", "start": 1281.08, "speaker": "SPEAKER_01", "probability": 0.99658203125 }, { "end": 1281.38, "word": " said,", "start": 1281.18, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1281.92, "word": " it's", "start": 1281.6, "speaker": "SPEAKER_01", "probability": 0.999755859375 }, { "end": 1282.62, "word": " a", "start": 1281.92, "speaker": "SPEAKER_01", "probability": 0.9990234375 }, { "end": 1282.94, "word": " very", "start": 1282.62, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1283.32, "word": " new", "start": 1282.94, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1284.08, "word": " and", "start": 1283.32, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1284.2, "word": " a", "start": 1284.08, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1284.44, "word": " very", "start": 1284.2, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1284.84, "word": " open", "start": 1284.44, "speaker": "SPEAKER_01", "probability": 1 }, { "end": 1285.2, "word": " research", "start": 1284.84, "speaker": "SPEAKER_01", "probability": 0.99951171875 }, { "end": 1285.64, "word": " problem.", "start": 1285.2, "speaker": "SPEAKER_01", "probability": 1 } ], "speaker": "SPEAKER_01", "duration": 5.080000000000155, "avg_logprob": -0.22847682533674682 }

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{ "end": 1293.6, "text": "And I think that there's also a lot of questions about whether the current architecture for LLMs,", "start": 1287.02, "words": [ { "end": 1287.26, "word": " And", "start": 1287.02, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1287.36, "word": " I", "start": 1287.26, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1287.44, "word": " think", "start": 1287.36, "speaker": "SPEAKER_00", "probability": 0.9970703125 }, { "end": 1287.54, "word": " that", "start": 1287.44, "speaker": "SPEAKER_00", "probability": 0.9921875 }, { "end": 1287.74, "word": " there's", "start": 1287.54, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1288.1, "word": " also", "start": 1287.74, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1289.32, "word": " a", "start": 1288.1, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1289.48, "word": " lot", "start": 1289.32, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1289.6, "word": " of", "start": 1289.48, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1290.02, "word": " questions", "start": 1289.6, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1290.32, "word": " about", "start": 1290.02, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1290.66, "word": " whether", "start": 1290.32, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1291.6, "word": " the", "start": 1290.66, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1291.9, "word": " current", "start": 1291.6, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1292.52, "word": " architecture", "start": 1291.9, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1292.9, "word": " for", "start": 1292.52, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1293.6, "word": " LLMs,", "start": 1292.9, "speaker": "SPEAKER_00", "probability": 0.99365234375 } ], "speaker": "SPEAKER_00", "duration": 6.579999999999927, "avg_logprob": -0.22847682533674682 }

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{ "end": 1319.25, "text": "I mean, a lot of the, a lot of what's been exciting in the last year is that there's clearly a qualitative breakthrough where you know, with some of the GPT models that OpenAI put out and that others have been able to do as well, I think it reached a kind of level of quality where people are like, wow, this feels different and", "start": 1299.16, "words": [ { "end": 1299.64, "word": " I", "start": 1299.16, "speaker": "SPEAKER_00", "probability": 0.98828125 }, { "end": 1299.72, "word": " mean,", "start": 1299.64, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1299.84, "word": " a", "start": 1299.74, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1299.98, "word": " lot", "start": 1299.84, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1300.1, "word": " of", "start": 1299.98, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1300.38, "word": " the,", "start": 1300.1, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 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{ "end": 1330.51, "text": "But I think the other realization that people have is, wow, we just made a breakthrough.", "start": 1326.69, "words": [ { "end": 1327.09, "word": " But", "start": 1326.69, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1327.15, "word": " I", "start": 1327.09, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1327.23, "word": " think", "start": 1327.15, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1327.41, "word": " the", "start": 1327.23, "speaker": "SPEAKER_00", "probability": 0.5615234375 }, { "end": 1327.65, "word": " other", "start": 1327.41, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1328.17, "word": " realization", "start": 1327.65, "speaker": "SPEAKER_00", "probability": 0.99755859375 }, { "end": 1328.41, "word": " that", "start": 1328.17, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1328.59, "word": " people", "start": 1328.41, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1328.87, "word": " have", "start": 1328.59, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1329.01, "word": " is,", "start": 1328.87, "speaker": "SPEAKER_00", "probability": 0.78173828125 }, { "end": 1329.23, "word": " wow,", "start": 1329.13, "speaker": "SPEAKER_00", "probability": 0.99560546875 }, { "end": 1329.81, "word": " we", "start": 1329.49, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1329.95, "word": " just", "start": 1329.81, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1330.07, "word": " made", "start": 1329.95, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1330.15, "word": " a", "start": 1330.07, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1330.51, "word": " breakthrough.", "start": 1330.15, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 3.8199999999999363, "avg_logprob": -0.15092527483428655 }

{ "end": 1340.92, "text": "If there are other breakthroughs quickly, then I think that there's the sense that maybe we're closer to general intelligence.", "start": 1333.33, "words": [ { "end": 1333.73, "word": " If", "start": 1333.33, "speaker": "SPEAKER_00", "probability": 0.8349609375 }, { "end": 1333.93, "word": " there", "start": 1333.73, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1334.09, "word": " are", "start": 1333.93, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1334.31, "word": " other", "start": 1334.09, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1334.85, "word": " breakthroughs", "start": 1334.31, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1335.21, "word": " quickly,", "start": 1334.85, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1335.99, "word": " then", "start": 1335.79, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1336.05, "word": " I", "start": 1335.99, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1336.13, "word": " think", "start": 1336.05, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1336.23, "word": " that", "start": 1336.13, "speaker": "SPEAKER_00", "probability": 0.98193359375 }, { "end": 1336.41, "word": " there's", "start": 1336.23, "speaker": "SPEAKER_00", "probability": 0.998779296875 }, { "end": 1336.53, "word": " the", "start": 1336.41, "speaker": "SPEAKER_00", "probability": 0.97265625 }, { "end": 1336.79, "word": " sense", "start": 1336.53, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1336.97, "word": " that", "start": 1336.79, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1337.29, "word": " maybe", "start": 1336.97, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 1337.73, "word": " we're", "start": 1337.29, "speaker": "SPEAKER_00", "probability": 0.99072265625 }, { "end": 1338.81, "word": " closer", "start": 1337.73, "speaker": "SPEAKER_00", "probability": 0.9384765625 }, { "end": 1339.33, "word": " to", "start": 1338.81, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1340.19, "word": " general", "start": 1339.33, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1340.92, "word": " intelligence.", "start": 1340.4, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 7.5900000000001455, "avg_logprob": -0.16366186575629774 }

{ "end": 1352.9, "text": "But I think that that idea is predicated on the idea that I think people believe that there's still generally a bunch of additional breakthroughs to make and that it's, we just don't know how long it's going to take to get there.", "start": 1341.16, "words": [ { "end": 1341.2, "word": " But", "start": 1341.16, "speaker": "SPEAKER_00", "probability": 0.98291015625 }, { "end": 1341.28, "word": " I", "start": 1341.2, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1341.4, "word": " think", "start": 1341.28, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1341.54, "word": " that", "start": 1341.4, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1341.84, "word": " that", "start": 1341.54, "speaker": "SPEAKER_00", "probability": 0.81103515625 }, { "end": 1342.1, "word": " idea", "start": 1341.84, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1342.24, "word": " is", "start": 1342.1, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1342.72, "word": " predicated", "start": 1342.24, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1342.86, "word": " on", "start": 1342.72, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1342.96, "word": " the", "start": 1342.86, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1343.24, "word": " idea", "start": 1342.96, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1343.56, "word": " that", "start": 1343.24, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1344.92, "word": " I", "start": 1343.56, "speaker": "SPEAKER_00", "probability": 0.8271484375 }, { "end": 1345.04, "word": " think", "start": 1344.92, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1345.24, "word": " people", "start": 1345.04, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1345.5, "word": " believe", "start": 1345.24, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1345.64, "word": " that", "start": 1345.5, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 1345.84, "word": " there's", "start": 1345.64, "speaker": "SPEAKER_00", "probability": 0.990966796875 }, { "end": 1345.98, "word": " still", "start": 1345.84, "speaker": "SPEAKER_00", "probability": 0.99853515625 }, { "end": 1346.34, "word": " generally", "start": 1345.98, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1346.5, "word": " a", "start": 1346.34, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1346.66, "word": " bunch", "start": 1346.5, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1346.84, "word": " of", "start": 1346.66, "speaker": "SPEAKER_00", "probability": 0.998046875 }, { "end": 1347.24, "word": " additional", "start": 1346.84, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1347.8, "word": " breakthroughs", "start": 1347.24, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1347.92, "word": " to", "start": 1347.8, "speaker": "SPEAKER_00", "probability": 0.998046875 }, { "end": 1348.2, "word": " make", "start": 1347.92, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1348.4, "word": " and", "start": 1348.2, "speaker": "SPEAKER_00", "probability": 0.85009765625 }, { "end": 1349.02, "word": " that", "start": 1348.4, "speaker": "SPEAKER_00", "probability": 0.9677734375 }, { "end": 1349.24, "word": " it's,", "start": 1349.02, "speaker": "SPEAKER_00", "probability": 0.5947265625 }, { "end": 1349.88, "word": " we", "start": 1349.32, "speaker": "SPEAKER_00", "probability": 0.966796875 }, { "end": 1350.04, "word": " just", "start": 1349.88, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1350.22, "word": " don't", "start": 1350.04, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1350.52, "word": " know", "start": 1350.22, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1351.62, "word": " how", "start": 1350.52, "speaker": "SPEAKER_00", "probability": 0.9990234375 }, { "end": 1351.84, "word": " long", "start": 1351.62, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1352.06, "word": " it's", "start": 1351.84, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1352.14, "word": " going", "start": 1352.06, "speaker": "SPEAKER_00", "probability": 0.83935546875 }, { "end": 1352.22, "word": " to", "start": 1352.14, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1352.38, "word": " take", "start": 1352.22, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1352.5, "word": " to", "start": 1352.38, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1352.64, "word": " get", "start": 1352.5, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1352.9, "word": " there.", "start": 1352.64, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 11.740000000000009, "avg_logprob": -0.16366186575629774 }

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{ "end": 1417.52, "text": "I mean, I think that there are going to be a lot of amazing products and value that can be created with the current level of technology.", "start": 1410.82, "words": [ { "end": 1410.86, "word": " I", "start": 1410.82, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1410.94, "word": " mean,", "start": 1410.86, "speaker": "SPEAKER_00", "probability": 0.97900390625 }, { "end": 1411.04, "word": " I", "start": 1411.02, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1411.16, "word": " think", "start": 1411.04, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1411.32, "word": " that", "start": 1411.16, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1412.16, "word": " there", "start": 1411.76, "speaker": "SPEAKER_00", "probability": 0.8720703125 }, { "end": 1412.24, "word": " are", "start": 1412.16, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1412.3, "word": " going", "start": 1412.24, "speaker": "SPEAKER_00", "probability": 0.9833984375 }, { "end": 1412.34, "word": " to", "start": 1412.3, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1412.42, "word": " be", "start": 1412.34, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1412.56, "word": " a", "start": 1412.42, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1412.72, "word": " lot", "start": 1412.56, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1412.86, "word": " of", "start": 1412.72, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1413.4, "word": " amazing", "start": 1412.86, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1414.4, "word": " products", "start": 1414, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1414.8, "word": " and", "start": 1414.4, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1415.18, "word": " value", "start": 1414.8, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1415.36, "word": " that", "start": 1415.18, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1415.5, "word": " can", "start": 1415.36, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1415.62, "word": " be", "start": 1415.5, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1415.92, "word": " created", "start": 1415.62, "speaker": "SPEAKER_00", "probability": 0.99951171875 }, { "end": 1416.1, "word": " with", "start": 1415.92, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1416.22, "word": " the", "start": 1416.1, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1416.46, "word": " current", "start": 1416.22, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1416.74, "word": " level", "start": 1416.46, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1416.92, "word": " of", "start": 1416.74, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1417.52, "word": " technology.", "start": 1416.92, "speaker": "SPEAKER_00", "probability": 1 } ], "speaker": "SPEAKER_00", "duration": 6.7000000000000455, "avg_logprob": -0.19281572418421813 }

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{ "end": 1443.32, "text": "I'm excited to work on a lot of those products over the next few years, and I think it would just create a tremendous amount of whiplash if the number of breakthroughs keeps, like if there keep on being stacked breakthroughs, because I think to some degree, industry and the world need some time to kind of build these breakthroughs into the products and experiences that we all use so that we can actually benefit from them.", "start": 1421.44, "words": [ { "end": 1421.84, "word": " I'm", "start": 1421.44, "speaker": "SPEAKER_00", "probability": 0.833984375 }, { "end": 1422.16, "word": " excited", "start": 1421.84, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1422.48, "word": " to", "start": 1422.16, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1423.58, "word": " work", "start": 1422.48, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1423.72, "word": " on", "start": 1423.58, "speaker": "SPEAKER_00", "probability": 1 }, { "end": 1423.82, 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Generated in

54.8 seconds

Tweak it Share Report

ffmpeg version 4.4.2-0ubuntu0.22.04.1 Copyright (c) 2000-2021 the FFmpeg developers
built with gcc 11 (Ubuntu 11.2.0-19ubuntu1)
configuration: --prefix=/usr --extra-version=0ubuntu0.22.04.1 --toolchain=hardened --libdir=/usr/lib/x86_64-linux-gnu --incdir=/usr/include/x86_64-linux-gnu --arch=amd64 --enable-gpl --disable-stripping --enable-gnutls --enable-ladspa --enable-libaom --enable-libass --enable-libbluray --enable-libbs2b --enable-libcaca --enable-libcdio --enable-libcodec2 --enable-libdav1d --enable-libflite --enable-libfontconfig --enable-libfreetype --enable-libfribidi --enable-libgme --enable-libgsm --enable-libjack --enable-libmp3lame --enable-libmysofa --enable-libopenjpeg --enable-libopenmpt --enable-libopus --enable-libpulse --enable-librabbitmq --enable-librubberband --enable-libshine --enable-libsnappy --enable-libsoxr --enable-libspeex --enable-libsrt --enable-libssh --enable-libtheora --enable-libtwolame --enable-libvidstab --enable-libvorbis --enable-libvpx --enable-libwebp --enable-libx265 --enable-libxml2 --enable-libxvid --enable-libzimg --enable-libzmq --enable-libzvbi --enable-lv2 --enable-omx --enable-openal --enable-opencl --enable-opengl --enable-sdl2 --enable-pocketsphinx --enable-librsvg --enable-libmfx --enable-libdc1394 --enable-libdrm --enable-libiec61883 --enable-chromaprint --enable-frei0r --enable-libx264 --enable-shared
libavutil      56. 70.100 / 56. 70.100
libavcodec     58.134.100 / 58.134.100
libavformat    58. 76.100 / 58. 76.100
libavdevice    58. 13.100 / 58. 13.100
libavfilter     7.110.100 /  7.110.100
libswscale      5.  9.100 /  5.  9.100
libswresample   3.  9.100 /  3.  9.100
libpostproc    55.  9.100 / 55.  9.100
Input #0, mp3, from '/tmp/tmpo0jjsj8pAI should be open-sourced.mp3':
Metadata:
major_brand     : mp42
minor_version   : 0
compatible_brands: isommp42
encoder         : Lavf58.29.100
Duration: 00:25:07.40, start: 0.025057, bitrate: 192 kb/s
Stream #0:0: Audio: mp3, 44100 Hz, stereo, fltp, 192 kb/s
Metadata:
encoder         : Lavc58.54
Stream mapping:
Stream #0:0 -> #0:0 (mp3 (mp3float) -> pcm_s16le (native))
Press [q] to stop, [?] for help
Output #0, wav, to 'temp-1739953448366605077.wav':
Metadata:
major_brand     : mp42
minor_version   : 0
compatible_brands: isommp42
ISFT            : Lavf58.76.100
Stream #0:0: Audio: pcm_s16le ([1][0][0][0] / 0x0001), 16000 Hz, mono, s16, 256 kb/s
Metadata:
encoder         : Lavc58.134.100 pcm_s16le
size=       0kB time=00:00:00.00 bitrate=N/A speed=N/A
size=   14592kB time=00:07:50.46 bitrate= 254.1kbits/s speed= 941x
size=   29440kB time=00:15:45.92 bitrate= 255.0kbits/s speed= 946x
size=   44288kB time=00:23:38.55 bitrate= 255.8kbits/s speed= 946x
size=   47105kB time=00:25:07.34 bitrate= 256.0kbits/s speed= 948x
video:0kB audio:47105kB subtitle:0kB other streams:0kB global headers:0kB muxing overhead: 0.000162%
Starting transcribing
INFO:faster_whisper:Processing audio with duration 25:07.347
INFO:faster_whisper:VAD filter removed 00:39.595 of audio
Finished with transcribing, took 33.077 seconds, 1319 segments
Starting diarization
/root/.pyenv/versions/3.10.15/lib/python3.10/site-packages/pyannote/audio/utils/reproducibility.py:74: ReproducibilityWarning: TensorFloat-32 (TF32) has been disabled as it might lead to reproducibility issues and lower accuracy.
It can be re-enabled by calling
>>> import torch
>>> torch.backends.cuda.matmul.allow_tf32 = True
>>> torch.backends.cudnn.allow_tf32 = True
See https://github.com/pyannote/pyannote-audio/issues/1370 for more details.
warnings.warn(
/root/.pyenv/versions/3.10.15/lib/python3.10/site-packages/pyannote/audio/models/blocks/pooling.py:104: UserWarning: std(): degrees of freedom is <= 0. Correction should be strictly less than the reduction factor (input numel divided by output numel). (Triggered internally at ../aten/src/ATen/native/ReduceOps.cpp:1807.)
std = sequences.std(dim=-1, correction=1)
Finished with diarization, took 15.504 seconds
Starting merging
Finished with merging, took 3.8632 seconds
done with inference

Run time and cost

This model costs approximately $0.087 to run on Replicate, or 11 runs per $1, but this varies depending on your inputs. It is also open source and you can run it on your own computer with Docker.

This model runs on Nvidia L40S GPU hardware. Predictions typically complete within 90 seconds. The predict time for this model varies significantly based on the inputs.

Readme

Transcribe any audio file with speaker diarization

Uses Whisper Large V3 Turbo + Pyannote.audio 3.3

Create transcripts with speaker labels and timestamps (diarization) easily with this model. Uses faster-whisper 1.1.1 and pyannote 3.3.1 under the hood.

Last update: 19 February 2025 Now uses the Turbo V3 model and improved diarization and transcript merging. Also segments are now shorter in length.

Usage

Input

file_string: str: Either provide a Base64 encoded audio file.
file_url: str: Or provide a direct audio file URL.
file: Path: Or provide an audio file.
num_speakers: int: Number of speakers. Leave empty to autodetect. Must be between 1 and 50.
language: str: Language of the spoken words as a language code like ‘en’. Leave empty to auto detect language.
prompt: str: Vocabulary: provide names, acronyms, and foreign words in a list. Use punctuation for best accuracy.

Output

segments: List[Dict]: List of segments with speaker, start and end time.
Includes avg_logprob for each segment and probability for each word level segment.
num_speakers: int: Number of speakers (detected, unless specified in input).
language: str: Language of the spoken words as a language code like ‘en’ (detected, unless specified in input).

Made possible by

Speed

With A40 gpu takes about 2 minutes to transcribe + diarize a 25 minute mp3 of 2 people talking English.

About

I am a maker, building 🎙️ Audiogest, a web app that uses this model. Contact me if you’d like a demo or want to know more: thomas@audiogest.app or X/Twitter: x.com/thomas_mol