Multi-Faceted Interactivity Alignment in Full-Duplex Speech Models
Paper • 2606.11167 • Published • 6
category string | start float64 | end float64 | user_channel int64 | agent_channel int64 | details unknown | quality_status string | event_id string | transcript list | dialogue_id string | label string | clip_id string | audio string | clip_event_start float64 | clip_event_end float64 | context_seconds float64 | post_event_seconds float64 | source_start float64 | source_end float64 | audio_vad_check unknown | qa_rejection_reasons list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
background_waiting | 17.49 | 28.686 | 1 | 0 | {
"insertion_window": [
20.31,
22.826
]
} | audio_screened_candidate | V00_S0053_I00000371_background_waiting_004 | [
"Okay, that's a good answer.",
"to go. Would you like to have the ability to teleport or to time travel?"
] | V00_S0053_I00000371 | naturalistic | V00_S0053_I00000371_00 | audio/V00_S0053_I00000371_00.flac | 17.49 | 28.686 | 17.49 | 5 | 17.49 | 28.686 | {
"user_speech_seconds": 4.448,
"agent_speech_seconds": 2.336,
"insertion_speech_seconds": [
0,
0
]
} | [] |
backchannel | 19.586 | 41.63 | 1 | 0 | {
"backchannels": [
{
"start": 37.25,
"end": 37.726,
"speaker": 0,
"pauses": []
}
],
"backchannel_transcripts": [
"yeah."
]
} | audio_screened_candidate | V00_S0137_I00000538_backchannel_001 | [
"Yeah.",
"and it was a challenge for a number of reasons. It was a culmination of grief from losing my grandparents and ending a bad relationship. that had been going on and on or excuse me going on on and off for so many years and it was finally on its way out the door forever"
] | V00_S0137_I00000538 | improvised | V00_S0137_I00000538_00 | audio/V00_S0137_I00000538_00.flac | 19.586 | 41.63 | 19.586 | 47.528 | 19.586 | 41.63 | {
"user_speech_seconds": 17.82,
"agent_speech_seconds": 0.352
} | [] |
backchannel | 42.658 | 84.158 | 1 | 0 | {
"backchannels": [
{
"start": 52.258,
"end": 52.606,
"speaker": 0,
"pauses": []
},
{
"start": 61.602,
"end": 62.238,
"speaker": 0,
"pauses": []
}
],
"backchannel_transcripts": [
"yeah.",
"right, right."
]
} | audio_screened_candidate | V00_S0137_I00000538_backchannel_002 | [
"Yeah. Yeah. Right, right. Oh,",
"thankfully and uh so there was great relief to that and um going across country grief sucks obviously but everything working toward the next step was good, but still stressful. There's just so much. You don't really realize how much something is when you have your back against th... | V00_S0137_I00000538 | improvised | V00_S0137_I00000538_00 | audio/V00_S0137_I00000538_00.flac | 42.658 | 84.158 | 42.658 | 5 | 42.658 | 84.158 | {
"user_speech_seconds": 32.574,
"agent_speech_seconds": 1.6
} | [] |
background_waiting | 14.882 | 28.766 | 0 | 1 | {
"insertion_window": [
18.182,
20.314
]
} | audio_screened_candidate | V00_S0214_I00000130_background_waiting_006 | [
"I had a ex-girlfriend in college, in undergrad. I told you about her. And",
"Can you tell me a story of something you did that you now regret? Yeah."
] | V00_S0214_I00000130 | naturalistic | V00_S0214_I00000130_00 | audio/V00_S0214_I00000130_00.flac | 14.882 | 28.766 | 14.882 | 5 | 14.882 | 28.766 | {
"user_speech_seconds": 6.432,
"agent_speech_seconds": 3.198,
"insertion_speech_seconds": [
0,
0
]
} | [] |
background_waiting | 163.49 | 212.478 | 0 | 1 | {
"insertion_window": [
175.046,
178.234
]
} | audio_screened_candidate | V00_S0214_I00000130_background_waiting_007 | [
"going with the flow. I think it was one of the catalysts for me. But I also really think that solitude would have done that anyway, right? Because the biggest catalyst, I realized this yesterday, was the fact that I had a medical emergency before, right? That kind of forced me to question all this stuff, right? An... | V00_S0214_I00000130 | naturalistic | V00_S0214_I00000130_01 | audio/V00_S0214_I00000130_01.flac | 20 | 68.988 | 20 | 27.752 | 163.49 | 212.478 | {
"user_speech_seconds": 26.848,
"agent_speech_seconds": 8.864,
"insertion_speech_seconds": [
0,
0
]
} | [] |
backchannel | 178.434 | 212.478 | 0 | 1 | {
"backchannels": [
{
"start": 202.85,
"end": 203.23,
"speaker": 1,
"pauses": []
}
],
"backchannel_transcripts": [
"right."
]
} | audio_screened_candidate | V00_S0214_I00000130_backchannel_001 | [
"I think it was one of the catalysts for me. But I also really think that solitude would have done that anyway, right? Because the biggest catalyst, I realized this yesterday, was the fact that I had a medical emergency before, right? That kind of forced me to question all this stuff, right? And the... fact that I ... | V00_S0214_I00000130 | naturalistic | V00_S0214_I00000130_01 | audio/V00_S0214_I00000130_01.flac | 34.944 | 68.988 | 34.944 | 27.752 | 178.434 | 212.478 | {
"user_speech_seconds": 26.176,
"agent_speech_seconds": 0.16
} | [] |
background_agent_speaking | 225.154 | 235.23 | 0 | 1 | {
"insertion_window": [
227.154,
231.154
]
} | audio_screened_candidate | V00_S0214_I00000130_background_agent_speaking_003 | [
"",
"senior year, no student was present. I don't think I saw any student present. And if they were present, they were in their own clubs, activities that they were doing and"
] | V00_S0214_I00000130 | naturalistic | V00_S0214_I00000130_01 | audio/V00_S0214_I00000130_01.flac | 81.664 | 91.74 | 81.664 | 5 | 225.154 | 235.23 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 8.412,
"insertion_speech_seconds": [
0,
2.976
]
} | [] |
background_agent_speaking | 45.666 | 61.598 | 0 | 1 | {
"insertion_window": [
47.666,
51.666
]
} | audio_screened_candidate | V00_S0345_I00000135_background_agent_speaking_003 | [
"",
"The parents suddenly, you know, they were trying to protect the kids. The kids were frightened. Then they had to, like, they dropped, everyone dropped to the floor."
] | V00_S0345_I00000135 | naturalistic | V00_S0345_I00000135_00 | audio/V00_S0345_I00000135_00.flac | 20 | 35.932 | 20 | 47.304 | 45.666 | 61.598 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 11.232,
"insertion_speech_seconds": [
0,
3.024
]
} | [] |
turn_taking | 82.946 | 103.902 | 1 | 0 | {
"gap": 0.068
} | audio_screened_candidate | V00_S0345_I00000135_turn_taking_021 | [
"Everyone was scared except for one guy. He got out of the tent and he went to follow the bear.",
"They couldn't believe that they saw a big, big bear. Kids thought that only in the stories, but never realized that it was something that they could see with their own eyes."
] | V00_S0345_I00000135 | naturalistic | V00_S0345_I00000135_00 | audio/V00_S0345_I00000135_00.flac | 57.28 | 78.236 | 57.28 | 5 | 82.946 | 103.902 | {
"user_speech_seconds": 10.592,
"agent_speech_seconds": 5.76
} | [] |
background_agent_speaking | 82.946 | 96.734 | 0 | 1 | {
"insertion_window": [
84.946,
88.946
]
} | audio_screened_candidate | V00_S0345_I00000135_background_agent_speaking_005 | [
"",
"They couldn't believe that they saw a big, big bear. Kids thought that only in the stories, but never realized that it was something that they could see with their own eyes."
] | V00_S0345_I00000135 | naturalistic | V00_S0345_I00000135_00 | audio/V00_S0345_I00000135_00.flac | 57.28 | 71.068 | 57.28 | 12.168 | 82.946 | 96.734 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 10.592,
"insertion_speech_seconds": [
0,
2.624
]
} | [] |
background_agent_speaking | 163.714 | 172.734 | 1 | 0 | {
"insertion_window": [
165.714,
169.714
]
} | audio_screened_candidate | V00_S0345_I00000135_background_agent_speaking_012 | [
"They went to go look for other people to help them because more than an hour had passed. They ended up calling the police.",
""
] | V00_S0345_I00000135 | naturalistic | V00_S0345_I00000135_01 | audio/V00_S0345_I00000135_01.flac | 20 | 29.02 | 20 | 38.696 | 163.714 | 172.734 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 6.72,
"insertion_speech_seconds": [
2.992,
0
]
} | [] |
background_agent_speaking | 179.17 | 190.75 | 0 | 1 | {
"insertion_window": [
181.17,
185.17
]
} | audio_screened_candidate | V00_S0345_I00000135_background_agent_speaking_014 | [
"",
"He was okay, but it was the kind of person that liked the adventure and he was happy. Only the family was, you know, so afraid that something bad could happen."
] | V00_S0345_I00000135 | naturalistic | V00_S0345_I00000135_01 | audio/V00_S0345_I00000135_01.flac | 35.456 | 47.036 | 35.456 | 20.68 | 179.17 | 190.75 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 9.376,
"insertion_speech_seconds": [
0,
3.808
]
} | [] |
background_agent_speaking | 195.202 | 206.43 | 0 | 1 | {
"insertion_window": [
197.202,
201.202
]
} | audio_screened_candidate | V00_S0345_I00000135_background_agent_speaking_016 | [
"",
"okay. And then they had dinner. They put a fire and started eating and they had a blast talking about what happened."
] | V00_S0345_I00000135 | naturalistic | V00_S0345_I00000135_01 | audio/V00_S0345_I00000135_01.flac | 51.488 | 62.716 | 51.488 | 5 | 195.202 | 206.43 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 8.7,
"insertion_speech_seconds": [
0,
3.584
]
} | [] |
backchannel | 28.562 | 44.686 | 0 | 1 | {
"backchannels": [
{
"start": 36.338,
"end": 36.782,
"speaker": 1,
"pauses": []
}
],
"backchannel_transcripts": [
"yeah."
]
} | audio_screened_candidate | V00_S0370_I00000579_backchannel_000 | [
"Because I also feel like too, I've checked a bunch of cool stuff off the list, but it's like what, it's like the allowing of having, you know? And like what is the, what feels like am I deserving of it? Slash making enough space to have. I don't",
"Yeah. For"
] | V00_S0370_I00000579 | improvised | V00_S0370_I00000579_00 | audio/V00_S0370_I00000579_00.flac | 23.84 | 39.964 | 23.84 | 99.112 | 28.562 | 44.686 | {
"user_speech_seconds": 13.824,
"agent_speech_seconds": 0.448
} | [] |
backchannel | 86.066 | 99.31 | 0 | 1 | {
"backchannels": [
{
"start": 94.578,
"end": 95.086,
"speaker": 1,
"pauses": []
}
],
"backchannel_transcripts": [
"for sure."
]
} | audio_screened_candidate | V00_S0370_I00000579_backchannel_001 | [
"I love to make people feel good. I love to make people be distracted from their life. You know, it's like whenever, if I ever get to be on stage, I want to help heal, right? A collective, right? So like, I think I would",
"For sure."
] | V00_S0370_I00000579 | improvised | V00_S0370_I00000579_00 | audio/V00_S0370_I00000579_00.flac | 81.344 | 94.588 | 81.344 | 44.488 | 86.066 | 99.31 | {
"user_speech_seconds": 11.424,
"agent_speech_seconds": 0.41600000000000004
} | [] |
turn_taking | 54.194 | 69.518 | 0 | 1 | {
"gap": 0.1
} | audio_screened_candidate | V00_S0374_I00000135_turn_taking_012 | [
"went bankrupt because he bought so many video games at the video game store that he, when it came time for a new PlayStation, he couldn't afford one. Yeah.",
"And guess what? He would ruin his equipment because he would take it in the water."
] | V00_S0374_I00000135 | improvised | V00_S0374_I00000135_00 | audio/V00_S0374_I00000135_00.flac | 20 | 35.324 | 20 | 66.6 | 54.194 | 69.518 | {
"user_speech_seconds": 9.564,
"agent_speech_seconds": 4.64
} | [] |
turn_taking | 64.306 | 78.286 | 1 | 0 | {
"gap": 0.164
} | audio_screened_candidate | V00_S0374_I00000135_turn_taking_013 | [
"Yeah. Oh, he's like, you guys, get a load of this. I can play this game in the water. But next thing you know, the video game machine blew up.",
"And guess what? He would ruin his equipment because he would take it in the water."
] | V00_S0374_I00000135 | improvised | V00_S0374_I00000135_00 | audio/V00_S0374_I00000135_00.flac | 30.112 | 44.092 | 30.112 | 57.832 | 64.306 | 78.286 | {
"user_speech_seconds": 4.608,
"agent_speech_seconds": 8.508
} | [] |
pause | 69.682 | 78.286 | 0 | 1 | {
"pauses": [
[
72.558,
72.786
],
[
75.758,
76.114
]
]
} | audio_screened_candidate | V00_S0374_I00000135_pause_003 | [
"he's like, you guys, get a load of this. I can play this game in the water. But next thing you know, the video game machine blew up.",
""
] | V00_S0374_I00000135 | improvised | V00_S0374_I00000135_00 | audio/V00_S0374_I00000135_00.flac | 35.488 | 44.092 | 35.488 | 57.832 | 69.682 | 78.286 | {
"user_speech_seconds": 7.868,
"agent_speech_seconds": 0
} | [] |
backchannel | 88.05 | 98.062 | 0 | 1 | {
"backchannels": [
{
"start": 91.442,
"end": 92.11,
"speaker": 1,
"pauses": []
}
],
"backchannel_transcripts": [
"mm-hmm."
]
} | audio_screened_candidate | V00_S0374_I00000135_backchannel_007 | [
"so he got, he had a friend who was a duck named Jolene and she would waddle by and swim by and be like, Kevin, still on the video games?",
"Mm-hmm."
] | V00_S0374_I00000135 | improvised | V00_S0374_I00000135_00 | audio/V00_S0374_I00000135_00.flac | 53.856 | 63.868 | 53.856 | 38.056 | 88.05 | 98.062 | {
"user_speech_seconds": 9.248,
"agent_speech_seconds": 0.64
} | [] |
interruption | 111.058 | 131.118 | 0 | 1 | {
"utterances": [
{
"start": 111.058,
"end": 119.598,
"speaker": 0,
"pauses": [
[
114.766,
115.09
]
]
},
{
"start": 120.402,
"end": 123.47,
"speaker": 1,
"pauses": [
[
121.774,
122.578
... | audio_screened_candidate | V00_S0374_I00000135_interruption_014 | [
"oh, and this is a little secret that no one knows about. Rutabaga, if you eat rutabaga, you totally forget that you like video games. Yeah, so Kevin was like, I don't need video games. I need to eat my vegetables.",
"Of course, she knew that. She knew that. And he started saving money because he wasn't going to ... | V00_S0374_I00000135 | improvised | V00_S0374_I00000135_00 | audio/V00_S0374_I00000135_00.flac | 76.864 | 96.924 | 76.864 | 5 | 111.058 | 131.118 | {
"user_speech_seconds": 12.604,
"agent_speech_seconds": 5.408
} | [] |
pause | 111.058 | 119.598 | 0 | 1 | {
"pauses": [
[
114.766,
115.09
]
]
} | audio_screened_candidate | V00_S0374_I00000135_pause_009 | [
"oh, and this is a little secret that no one knows about. Rutabaga, if you eat rutabaga, you totally forget that you like video games.",
""
] | V00_S0374_I00000135 | improvised | V00_S0374_I00000135_00 | audio/V00_S0374_I00000135_00.flac | 76.864 | 85.404 | 76.864 | 16.52 | 111.058 | 119.598 | {
"user_speech_seconds": 8.064,
"agent_speech_seconds": 0
} | [] |
background_waiting | 173.314 | 179.614 | 0 | 1 | {
"insertion_window": [
173.894,
175.738
]
} | audio_screened_candidate | V00_S0499_I00000503_background_waiting_009 | [
"Okay, the alleyway is narrow and dark.",
""
] | V00_S0499_I00000503 | naturalistic | V00_S0499_I00000503_00 | audio/V00_S0499_I00000503_00.flac | 20 | 26.3 | 20 | 5 | 173.314 | 179.614 | {
"user_speech_seconds": 3.26,
"agent_speech_seconds": 0.384,
"insertion_speech_seconds": [
0,
0
]
} | [] |
background_waiting | 239.65 | 250.046 | 1 | 0 | {
"insertion_window": [
244.358,
246.618
]
} | audio_screened_candidate | V00_S0499_I00000503_background_waiting_010 | [
"Triangle, straight line, and a square.",
"It's a problem. It's a problem. No."
] | V00_S0499_I00000503 | naturalistic | V00_S0499_I00000503_01 | audio/V00_S0499_I00000503_01.flac | 20 | 30.396 | 20 | 5 | 239.65 | 250.046 | {
"user_speech_seconds": 2.94,
"agent_speech_seconds": 3.228,
"insertion_speech_seconds": [
0.06,
0
]
} | [] |
background_waiting | 285.634 | 305.918 | 0 | 1 | {
"insertion_window": [
287.878,
291.066
]
} | audio_screened_candidate | V00_S0499_I00000503_background_waiting_011 | [
"Question, I'm sorry. So that's just what I'm saying? Okay, okay, okay, okay. I'm interested in learning more about the topic.",
"to figure out that stupid algebra one."
] | V00_S0499_I00000503 | naturalistic | V00_S0499_I00000503_02 | audio/V00_S0499_I00000503_02.flac | 20 | 40.284 | 20 | 5 | 285.634 | 305.918 | {
"user_speech_seconds": 8.416,
"agent_speech_seconds": 1.952,
"insertion_speech_seconds": [
0,
0
]
} | [] |
backchannel | 137.89 | 144.958 | 1 | 0 | {
"backchannels": [
{
"start": 141.218,
"end": 141.662,
"speaker": 0,
"pauses": []
}
],
"backchannel_transcripts": [
"yeah."
]
} | audio_screened_candidate | V00_S0551_I00000480_backchannel_000 | [
"Yeah.",
"You're from New York. Ah, okay. Close, kind of, by plane. Yeah,"
] | V00_S0551_I00000480 | improvised | V00_S0551_I00000480_00 | audio/V00_S0551_I00000480_00.flac | 20 | 27.068 | 20 | 5 | 137.89 | 144.958 | {
"user_speech_seconds": 4.032,
"agent_speech_seconds": 0.32
} | [] |
background_agent_speaking | 19.074 | 28.062 | 0 | 1 | {
"insertion_window": [
21.074,
25.074
]
} | audio_screened_candidate | V00_S0555_I00000128_background_agent_speaking_002 | [
"",
"older, closer to middle age, I want money. I want to either find a job that pays really well or to win the lottery or something like that because I"
] | V00_S0555_I00000128 | naturalistic | V00_S0555_I00000128_00 | audio/V00_S0555_I00000128_00.flac | 19.074 | 28.062 | 19.074 | 64.456 | 19.074 | 28.062 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 7.486,
"insertion_speech_seconds": [
0,
3.68
]
} | [] |
background_agent_speaking | 29.25 | 40.414 | 0 | 1 | {
"insertion_window": [
31.25,
35.25
]
} | audio_screened_candidate | V00_S0555_I00000128_background_agent_speaking_004 | [
"",
"think at this point I want to experience life more. I want to travel more. I want to see more of the world. I want to see different cultures."
] | V00_S0555_I00000128 | naturalistic | V00_S0555_I00000128_00 | audio/V00_S0555_I00000128_00.flac | 29.25 | 40.414 | 29.25 | 52.104 | 29.25 | 40.414 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 8.508,
"insertion_speech_seconds": [
0,
3.04
]
} | [] |
turn_taking | 49.858 | 70.814 | 1 | 0 | {
"gap": 0.356
} | audio_screened_candidate | V00_S0555_I00000128_turn_taking_016 | [
"What would a dream job be if you could change jobs and you could pick? What would it be?",
"better than what I currently have, even though I really love my current job. I love interacting with people. I love being in retail. But I would love to find something more stable, more to so the hours I work and could ge... | V00_S0555_I00000128 | naturalistic | V00_S0555_I00000128_00 | audio/V00_S0555_I00000128_00.flac | 49.858 | 70.814 | 49.858 | 21.704 | 49.858 | 70.814 | {
"user_speech_seconds": 12.798,
"agent_speech_seconds": 5.312
} | [] |
background_agent_speaking | 49.858 | 64.926 | 0 | 1 | {
"insertion_window": [
51.858,
55.858
]
} | audio_screened_candidate | V00_S0555_I00000128_background_agent_speaking_007 | [
"",
"better than what I currently have, even though I really love my current job. I love interacting with people. I love being in retail. But I would love to find something more stable, more to so the hours I work and could get me more money to take"
] | V00_S0555_I00000128 | naturalistic | V00_S0555_I00000128_00 | audio/V00_S0555_I00000128_00.flac | 49.858 | 64.926 | 49.858 | 27.592 | 49.858 | 64.926 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 12.158,
"insertion_speech_seconds": [
0,
3.488
]
} | [] |
background_agent_speaking | 71.874 | 87.518 | 0 | 1 | {
"insertion_window": [
73.874,
77.874
]
} | audio_screened_candidate | V00_S0555_I00000128_background_agent_speaking_010 | [
"Mm hmm.",
"I would like something that's more stationary, so I'm not running around all day on my feet, but still interacting with people, whether that's in human resources and interacting with employees, whether that's in"
] | V00_S0555_I00000128 | naturalistic | V00_S0555_I00000128_00 | audio/V00_S0555_I00000128_00.flac | 71.874 | 87.518 | 71.874 | 5 | 71.874 | 87.518 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 12.864,
"insertion_speech_seconds": [
0,
2.688
]
} | [] |
background_agent_speaking | 190.37 | 199.998 | 0 | 1 | {
"insertion_window": [
192.37,
196.37
]
} | audio_screened_candidate | V00_S0555_I00000128_background_agent_speaking_012 | [
"",
"Well, even having a job where I got to work from home and then could travel, you know what I mean? I could be working in New York one day and then move to"
] | V00_S0555_I00000128 | naturalistic | V00_S0555_I00000128_01 | audio/V00_S0555_I00000128_01.flac | 20 | 29.628 | 20 | 5 | 190.37 | 199.998 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 8.48,
"insertion_speech_seconds": [
0,
3.488
]
} | [] |
background_waiting | 32.274 | 40.974 | 0 | 1 | {
"insertion_window": [
34.774,
37.034
]
} | audio_screened_candidate | V00_S0573_I00000135_background_waiting_008 | [
"They had a game that they were preparing for.",
"And they all were on the basketball team."
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background_waiting | 127.73 | 141.71 | 0 | 1 | {
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} | audio_screened_candidate | V00_S0573_I00000135_background_waiting_012 | [
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background_waiting | 148.05 | 159.95 | 1 | 0 | {
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} | audio_screened_candidate | V00_S0573_I00000135_background_waiting_013 | [
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background_waiting | 154.482 | 165.614 | 0 | 1 | {
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pause | 140.914 | 176.462 | 1 | 0 | {
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turn_taking | 60.498 | 112.526 | 0 | 1 | {
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} | audio_screened_candidate | V00_S0687_I00000382_backchannel_001 | [
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interruption | 134.53 | 170.686 | 0 | 1 | {
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... | audio_screened_candidate | V00_S0687_I00000382_interruption_002 | [
"It's worse in Orange County for some reason. Drivers are terrible in Orange County. Oh, my God. Yeah. Yeah, I just don't think they're paying attention. They're just not even thinking about it, and they're just turning, and I'm just like, oh, Lord. It's like, everybody watch out. I'm making a turn. Yeah.",
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interruption | 139.138 | 174.718 | 1 | 0 | {
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... | audio_screened_candidate | V00_S0688_I00000580_interruption_002 | [
"that's pretty wild. I don't know why. It just seems like. How old were you when you moved away from them? Yeah, wow. That must have been intense for them, was it, when you made a decision? No? You never talked about it. So you felt the distance. Yeah, yeah, yeah. So it wouldn't have",
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pause | 34.162 | 61.006 | 0 | 1 | {
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backchannel | 106.674 | 124.174 | 1 | 0 | {
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"Yeah. Okay.",
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pause | 197.554 | 218.83 | 0 | 1 | {
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"But, okay, that's true, that's true. So here's the thing, though. Are you worried about the butterfly effect? Are you familiar with the butterfly effect?",
""
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"Yeah, yeah. I mean, it could happen. That's the concept of the butterfly effect. There's also, are you familiar with, I forgot what it's called, but it's the multiverse, like the multiverse theory, where like this is the universe, and then you do, so, you know, someone makes a different decision, it opens up like ... | V00_S0817_I00000371 | naturalistic | V00_S0817_I00000371_00 | audio/V00_S0817_I00000371_00.flac | 47.954 | 81.39 | 47.954 | 29.768 | 47.954 | 81.39 | {
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pause | 47.954 | 53.326 | 1 | 0 | {
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"",
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turn_taking | 90.354 | 106.158 | 0 | 1 | {
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"You think it's just one, or do you think... Let me ask this, how do you explain deja vu? That's why I really think that the multiverse theory is kind of... You know what I mean? Right, right.",
"That's pretty bizarre you got me there. Because I can't explain it. I don't have an answer for that one. And I wonder ... | V00_S0817_I00000371 | naturalistic | V00_S0817_I00000371_00 | audio/V00_S0817_I00000371_00.flac | 90.354 | 106.158 | 90.354 | 5 | 90.354 | 106.158 | {
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"You think it's just one, or do you think... Let me ask this, how do you explain deja vu? That's why I really think that the multiverse theory is kind of... You",
""
] | V00_S0817_I00000371 | naturalistic | V00_S0817_I00000371_00 | audio/V00_S0817_I00000371_00.flac | 90.354 | 97.838 | 90.354 | 13.32 | 90.354 | 97.838 | {
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... | audio_screened_candidate | V00_S0823_I00000135_interruption_003 | [
"puppies? Right, there was that really big trampoline and they would be jumping, jumping. Yeah, and even the dog wanted to get on. He was like, I wanna play too. And then the neighbors could see them, because the trampoline was so big, they could see them and they were like, they would come over to the fence and th... | V00_S0823_I00000135 | improvised | V00_S0823_I00000135_00 | audio/V00_S0823_I00000135_00.flac | 20 | 44.316 | 20 | 5 | 113.026 | 137.342 | {
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interruption | 76.386 | 99.678 | 0 | 1 | {
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"just bought this yesterday and the person who checked me out said I could bring it back if I had any problems. Her name was Donna. It's right there. It's on the receipt. It's on the back of the receipt.",
"changed. Okay. Could you find this policy for me and read it back to me just to be sure that we're both loo... | V00_S0987_I00001192 | improvised | V00_S0987_I00001192_00 | audio/V00_S0987_I00001192_00.flac | 20 | 43.292 | 20 | 5 | 76.386 | 99.678 | {
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turn_taking | 76.386 | 89.694 | 0 | 1 | {
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"just bought this yesterday and the person who checked me out said I could bring it back if I had any problems. Her name was Donna. It's right there.",
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pause | 149.282 | 154.974 | 1 | 0 | {
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"That is",
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] | V00_S0987_I00001192 | improvised | V00_S0987_I00001192_01 | audio/V00_S0987_I00001192_01.flac | 20 | 25.692 | 20 | 5 | 149.282 | 154.974 | {
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backchannel | 222.754 | 230.366 | 1 | 0 | {
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"again? oh"
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} | audio_screened_candidate | V00_S0987_I00001192_backchannel_001 | [
"Again? Oh",
"This signature does not match your credit card. I'm sorry you're gonna need to read We're gonna need to resign Yep, you're gonna have to do it better How"
] | V00_S0987_I00001192 | improvised | V00_S0987_I00001192_02 | audio/V00_S0987_I00001192_02.flac | 20 | 27.612 | 20 | 51.272 | 222.754 | 230.366 | {
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] | V00_S0987_I00001192 | improvised | V00_S0987_I00001192_02 | audio/V00_S0987_I00001192_02.flac | 31.008 | 40.028 | 31.008 | 38.856 | 233.762 | 242.782 | {
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pause | 22.418 | 29.486 | 0 | 1 | {
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} | audio_screened_candidate | V00_S1028_I00001052_pause_000 | [
"And, um, I would-I would like to graduate as-as early as possible. Um, I know I should be there for,",
""
] | V00_S1028_I00001052 | improvised | V00_S1028_I00001052_00 | audio/V00_S1028_I00001052_00.flac | 20 | 27.068 | 20 | 94.568 | 22.418 | 29.486 | {
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backchannel | 52.818 | 65.454 | 1 | 0 | {
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} | audio_screened_candidate | V00_S1028_I00001052_backchannel_003 | [
"Yes.",
"you really reached, like, sky's the limit here. Harvard? That's a prestigious college. I think, like, maybe of people apply and make it."
] | V00_S1028_I00001052 | improvised | V00_S1028_I00001052_00 | audio/V00_S1028_I00001052_00.flac | 50.4 | 63.036 | 50.4 | 58.6 | 52.818 | 65.454 | {
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pause | 65.874 | 72.27 | 0 | 1 | {
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} | audio_screened_candidate | V00_S1028_I00001052_pause_004 | [
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""
] | V00_S1028_I00001052 | improvised | V00_S1028_I00001052_00 | audio/V00_S1028_I00001052_00.flac | 63.456 | 69.852 | 63.456 | 51.784 | 65.874 | 72.27 | {
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pause | 76.626 | 80.814 | 1 | 0 | {
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} | audio_screened_candidate | V00_S1028_I00001052_pause_005 | [
"",
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] | V00_S1028_I00001052 | improvised | V00_S1028_I00001052_00 | audio/V00_S1028_I00001052_00.flac | 74.208 | 78.396 | 74.208 | 43.24 | 76.626 | 80.814 | {
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interruption | 83.89 | 106.446 | 1 | 0 | {
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... | audio_screened_candidate | V00_S1028_I00001052_interruption_009 | [
"Yes, so I just want to make sure that... I think it's important that I choose a good essay topic, you know, and that's sort of what I wanted to get advice on because... I mean, I don't really come from adversity, you know, and... All",
"Oh, okay, you're a hard set on getting into Harvard. I mean, really is the l... | V00_S1028_I00001052 | improvised | V00_S1028_I00001052_00 | audio/V00_S1028_I00001052_00.flac | 81.472 | 104.028 | 81.472 | 17.608 | 83.89 | 106.446 | {
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backchannel | 111.122 | 119.054 | 0 | 1 | {
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"yeah."
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} | audio_screened_candidate | V00_S1028_I00001052_backchannel_006 | [
"my grades and my dedication and how hard I'll work. So I think it'd be important to express,",
"Yeah."
] | V00_S1028_I00001052 | improvised | V00_S1028_I00001052_00 | audio/V00_S1028_I00001052_00.flac | 108.704 | 116.636 | 108.704 | 5 | 111.122 | 119.054 | {
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interruption | 87.89 | 109.806 | 1 | 0 | {
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"don't know the name of that one, but it's right next to Red Rooster. So we can get drinks after. Yeah. Just look up Red Roos... | V00_S1067_I00000696 | improvised | V00_S1067_I00000696_00 | audio/V00_S1067_I00000696_00.flac | 20 | 41.916 | 20 | 12.584 | 87.89 | 109.806 | {
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interruption | 97.938 | 117.39 | 1 | 0 | {
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"reviews. OK. Is this one saying udon noodles, which isn't really? Is it that? Yeah? That's the one. Is it? I mean, I'm not really feeling... I mean, I really want Night Market, though. I think it's so good.",
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"how's it going? oh.",
"yeah."
]
} | audio_screened_candidate | V00_S1076_I00001041_backchannel_000 | [
"it should be interesting. I'm not sure how much I like the class. It's a little different than what I was expecting, but, you know, like, Frankenstein for science is kind of odd, but... Yeah.",
"How's it going? Oh. Yeah. Yeah, but, like,"
] | V00_S1076_I00001041 | improvised | V00_S1076_I00001041_00 | audio/V00_S1076_I00001041_00.flac | 20 | 31.836 | 20 | 5 | 48.466 | 60.302 | {
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backchannel | 99.442 | 118.894 | 1 | 0 | {
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"okay."
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} | audio_screened_candidate | V00_S1076_I00001041_backchannel_001 | [
"Oh. Okay.",
"and then History with Macklemore. Yeah. Yeah, no, it's been really great. Like, I guess we don't have any of the same teachers, but, like, honestly, you should really look into Macmillan. Like, he's really made biology, like, really good for me, which I can't even do, like, science usually. So, like... | V00_S1076_I00001041 | improvised | V00_S1076_I00001041_01 | audio/V00_S1076_I00001041_01.flac | 20 | 39.452 | 20 | 5 | 99.442 | 118.894 | {
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interruption | 216.37 | 237.07 | 1 | 0 | {
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"They do go, they are here. Yeah. Yeah. Yeah, you're right, you're right. It's just, I don't know if I feel comfortable saying it.",
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] | V00_S1076_I00001041 | improvised | V00_S1076_I00001041_02 | audio/V00_S1076_I00001041_02.flac | 20 | 40.7 | 20 | 5 | 216.37 | 237.07 | {
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turn_taking | 224.754 | 237.07 | 1 | 0 | {
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"Yeah. Yeah, you're right, you're right. It's just, I don't know if I feel comfortable saying it.",
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] | V00_S1076_I00001041 | improvised | V00_S1076_I00001041_02 | audio/V00_S1076_I00001041_02.flac | 28.384 | 40.7 | 28.384 | 5 | 224.754 | 237.07 | {
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backchannel | 41.394 | 52.686 | 0 | 1 | {
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} | audio_screened_candidate | V00_S1094_I00000215_backchannel_000 | [
"And I really needed to pee, and I had nowhere to pee. And there was no, it was in a community neighborhood, and I was like, if I leave, I got to drive like X amount of miles, maybe they might just let me use the porta potty.",
"Okay."
] | V00_S1094_I00000215 | naturalistic | V00_S1094_I00000215_00 | audio/V00_S1094_I00000215_00.flac | 20 | 31.292 | 20 | 5 | 41.394 | 52.686 | {
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pause | 93.394 | 99.918 | 0 | 1 | {
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""
] | V00_S1094_I00000215 | naturalistic | V00_S1094_I00000215_01 | audio/V00_S1094_I00000215_01.flac | 20 | 26.524 | 20 | 75.4 | 93.394 | 99.918 | {
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117.778
... | audio_screened_candidate | V00_S1094_I00000215_interruption_004 | [
"But I really had to pee and, you know, I felt, it felt funny going to the back of the house and, you know, even going to the back of someone's house just to ask if I can use their worker's porta potty. Let alone, they're not even a house that I need to knock on for my job. It wasn't even on the list. I'd just seen... | V00_S1094_I00000215 | naturalistic | V00_S1094_I00000215_01 | audio/V00_S1094_I00000215_01.flac | 36.704 | 68.156 | 36.704 | 33.768 | 110.098 | 141.55 | {
"user_speech_seconds": 11.744,
"agent_speech_seconds": 18.976
} | [] |
turn_taking | 110.098 | 127.502 | 1 | 0 | {
"gap": 0.324
} | audio_screened_candidate | V00_S1094_I00000215_turn_taking_003 | [
"But I really had to pee and, you know, I felt, it felt funny going to the back of the house and, you know, even going to the back of someone's house just to ask if I can use their worker's porta potty.",
"You didn't use the porta, I would've used the porta potty, Nick. I would've peed on the wall, I would've pee... | V00_S1094_I00000215 | naturalistic | V00_S1094_I00000215_01 | audio/V00_S1094_I00000215_01.flac | 36.704 | 54.108 | 36.704 | 47.816 | 110.098 | 127.502 | {
"user_speech_seconds": 6.588,
"agent_speech_seconds": 10.144
} | [] |
pause | 110.098 | 115.118 | 1 | 0 | {
"pauses": [
[
112.174,
112.274
]
]
} | audio_screened_candidate | V00_S1094_I00000215_pause_002 | [
"",
"You didn't use the porta, I would've used the porta potty, Nick. I would've peed on the wall, I would've peed on the ground, I would've peed somewhere."
] | V00_S1094_I00000215 | naturalistic | V00_S1094_I00000215_01 | audio/V00_S1094_I00000215_01.flac | 36.704 | 41.724 | 36.704 | 60.2 | 110.098 | 115.118 | {
"user_speech_seconds": 4.8,
"agent_speech_seconds": 0.28800000000000003
} | [] |
interruption | 132.53 | 170.318 | 0 | 1 | {
"utterances": [
{
"start": 132.53,
"end": 141.55,
"speaker": 0,
"pauses": []
},
{
"start": 140.242,
"end": 144.334,
"speaker": 1,
"pauses": [
[
141.23,
141.842
]
]
},
{
"start": 143.858,
"end": ... | audio_screened_candidate | V00_S1094_I00000215_interruption_005 | [
"Let alone, they're not even a house that I need to knock on for my job. It wasn't even on the list. I'd just seen the porta potty, so I was like, please, I hope they let me use the restroom. No, they understood. I was like, hey, I'm canvassing. This is what I do for my work today as a side gig. And I just pan out ... | V00_S1094_I00000215 | naturalistic | V00_S1094_I00000215_01 | audio/V00_S1094_I00000215_01.flac | 59.136 | 96.924 | 59.136 | 5 | 132.53 | 170.318 | {
"user_speech_seconds": 28.924,
"agent_speech_seconds": 7.04
} | [] |
interruption | 129.714 | 166.414 | 0 | 1 | {
"utterances": [
{
"start": 129.714,
"end": 136.206,
"speaker": 0,
"pauses": [
[
131.822,
132.082
],
[
133.262,
133.65
]
]
},
{
"start": 136.978,
"end": 145.294,
"speaker": 1,
"pa... | audio_screened_candidate | V00_S1116_I00001235_interruption_003 | [
"Well, I'm also the only one who does any cooking, unfortunately. No one's kind of, but we keep, everyone's called maintenance, but. Okay, is there anything, now that I'm telling you now, because they haven't taken care of it. I wish it were a me problem. I keep trying to troubleshoot. I wish that were the problem.... | V00_S1116_I00001235 | improvised | V00_S1116_I00001235_00 | audio/V00_S1116_I00001235_00.flac | 20 | 56.7 | 20 | 54.312 | 129.714 | 166.414 | {
"user_speech_seconds": 14.332,
"agent_speech_seconds": 22.08
} | [] |
interruption | 189.01 | 215.726 | 1 | 0 | {
"utterances": [
{
"start": 189.01,
"end": 196.526,
"speaker": 1,
"pauses": [
[
192.014,
192.306
],
[
194.734,
195.41
]
]
},
{
"start": 195.09,
"end": 202.126,
"speaker": 0,
"paus... | audio_screened_candidate | V00_S1116_I00001235_interruption_004 | [
"We've kind of been doing that, but then we don't want to accidentally blow a breaker and cause more problems for you, so I thought I would just come to you. I appreciate the problem solving. I just think you are the landlord. And so it'd be great if you could kind of",
"mean, what I would do is get a power strip... | V00_S1116_I00001235 | improvised | V00_S1116_I00001235_00 | audio/V00_S1116_I00001235_00.flac | 79.296 | 106.012 | 79.296 | 5 | 189.01 | 215.726 | {
"user_speech_seconds": 15.744,
"agent_speech_seconds": 10.24
} | [] |
background_agent_speaking | 257.01 | 265.23 | 1 | 0 | {
"insertion_window": [
259.01,
263.01
]
} | audio_screened_candidate | V00_S1116_I00001235_background_agent_speaking_002 | [
"I would be, I just didn't assume I'd have to re-buy the fridge. I thought that was more of it's with the unit and maintenance would be able to kind of fix it. And",
""
] | V00_S1116_I00001235 | improvised | V00_S1116_I00001235_01 | audio/V00_S1116_I00001235_01.flac | 20 | 28.22 | 20 | 5 | 257.01 | 265.23 | {
"user_speech_seconds": 0,
"agent_speech_seconds": 6.976,
"insertion_speech_seconds": [
4,
0
]
} | [] |
turn_taking | 124.93 | 139.71 | 0 | 1 | {
"gap": 0.004
} | audio_screened_candidate | V00_S1118_I00000265_turn_taking_011 | [
"I get it, but I'm saying, were the jokes just not funny? Were they corny? What was it giving? Was it just like, crickets, crickets, crickets? Oh, there were people there in real",
"the beats. Not necessarily creative crickets, because, like, when you shot a special, like, people were laughing. So, like, there wa... | V00_S1118_I00000265 | naturalistic | V00_S1118_I00000265_00 | audio/V00_S1118_I00000265_00.flac | 20 | 34.78 | 20 | 5 | 124.93 | 139.71 | {
"user_speech_seconds": 9.34,
"agent_speech_seconds": 6.172
} | [] |
turn_taking | 185.698 | 198.27 | 0 | 1 | {
"gap": 0.26
} | audio_screened_candidate | V00_S1118_I00000265_turn_taking_012 | [
"But do you think he has a career in comedy? Or is he just trash and he's your friend and you won't tell him?",
"No, I think he has a career. And honestly, it's not up to me to tell him if he has a career or not. It's the people who are booking him."
] | V00_S1118_I00000265 | naturalistic | V00_S1118_I00000265_01 | audio/V00_S1118_I00000265_01.flac | 20 | 32.572 | 20 | 66.728 | 185.698 | 198.27 | {
"user_speech_seconds": 4.928,
"agent_speech_seconds": 7.196
} | [] |
pause | 185.698 | 190.75 | 0 | 1 | {
"pauses": [
[
188.35,
188.546
]
]
} | audio_screened_candidate | V00_S1118_I00000265_pause_000 | [
"But do you think he has a career in comedy? Or is he just trash and he's your friend and you won't tell him?",
""
] | V00_S1118_I00000265 | naturalistic | V00_S1118_I00000265_01 | audio/V00_S1118_I00000265_01.flac | 20 | 25.052 | 20 | 74.248 | 185.698 | 190.75 | {
"user_speech_seconds": 4.828,
"agent_speech_seconds": 0
} | [] |
backchannel | 217.122 | 231.262 | 0 | 1 | {
"backchannels": [
{
"start": 226.338,
"end": 226.718,
"speaker": 1,
"pauses": []
}
],
"backchannel_transcripts": [
"huh?"
]
} | audio_screened_candidate | V00_S1118_I00000265_backchannel_002 | [
"Brutally honest? Am I not always brutally honest? I pretty much walk day to day. I see birds, I'm like, fly better. You know, I'm just, ants, I'm like, get stronger. Babies, be cuter. I'm brutally honest to everybody",
"Huh?"
] | V00_S1118_I00000265 | naturalistic | V00_S1118_I00000265_01 | audio/V00_S1118_I00000265_01.flac | 51.424 | 65.564 | 51.424 | 33.736 | 217.122 | 231.262 | {
"user_speech_seconds": 12.796,
"agent_speech_seconds": 0.32
} | [] |
pause | 245.89 | 259.998 | 0 | 1 | {
"pauses": [
[
246.91,
247.33
],
[
248.382,
248.674
],
[
251.23,
251.33
],
[
251.902,
252.29
],
[
255.71,
255.938
],
[
256.798,
257.25
]
]
} | audio_screened_candidate | V00_S1118_I00000265_pause_003 | [
"think some people do. I don't think all people. But I do think that for the most, the of the world that I am brutally honest to, they take it. Okay, so I did have a situation where I was brutally honest yesterday.",
"Uh-huh."
] | V00_S1118_I00000265 | naturalistic | V00_S1118_I00000265_01 | audio/V00_S1118_I00000265_01.flac | 80.192 | 94.3 | 80.192 | 5 | 245.89 | 259.998 | {
"user_speech_seconds": 11.996,
"agent_speech_seconds": 0.352
} | [] |
End of preview. Expand in Data Studio
Seamless Background Robustness Pilot
V3 expansion available: v3/README.md documents the expanded 1,985-event pool. Use v3/events_all.jsonl and v3/clips_all.jsonl for combined manifests. The original pilot statistics and files below remain unchanged.
A compact, paired-audio candidate pool for incremental full-duplex interaction alignment and later background-speech augmentation. Derived from Meta's Seamless Interaction, by selecting events from the original train split only. This is an independently prepared research subset, not an official Meta or Kyutai release.
This release contains clean source conversations and proposed insertion windows. It does not yet contain synthesized background speech or addressee annotations. Event labels remain audio_screened_candidate, not human-verified or LLM-verified ground truth. Re-run or manually audit event identification before reward training, especially interruptions and pause semantics.
Contents
156 source conversations; 297 unique stereo clips; 505 retained event candidates; 5.060 hours of unique stereo timeline; 536.0 MB compressed audio. Overlapping context windows are merged to avoid storing identical audio repeatedly. Counts may differ from requested quotas because independent audio checks reject imperfect source-VAD candidates.
| Event category | Retained candidates |
|---|---|
| background_waiting | 32 |
| backchannel | 96 |
| background_agent_speaking | 94 |
| turn_taking | 100 |
| pause | 91 |
| interruption | 92 |
events.jsonl: retained event records, withaudio,clip_id, source and clip-relative event boundaries, channel roles, original transcript snippets, heuristic evidence, and audio QA.clips.jsonl: physical audio manifest, source URLs/IDs, original offsets, format, lengths, channel mapping and SHA-256 checksums.sources.jsonl: original index records, including label/split/batch/archive fields.audio/*.flac: aligned stereo, 24 kHz, PCM16. Channel 0/1 followschannel_file_idsinclips.jsonl; user/agent assignment varies per event and is explicitly given byuser_channel/agent_channel.metadata/vadandmetadata/transcript: unmodified original JSONL annotations for each selected source side. Their timestamps refer to the original recording, not the clip.qa/*.json: fresh Silero VAD intervals, in clip-relative seconds.rejected_events.jsonl,events_all_screened.jsonl: rejected and complete screened candidates for audit; rejected examples are not in the retained training manifest.summary.json,selection_config.json,scripts: statistics, provenance and preparation code.
start, end, source_start, source_end and timestamps nested in details in event records use original recording seconds. clip_event_start and clip_event_end use clip seconds. In a clip record, source_start is the crop offset. Subtract that offset from details.insertion_window or other original timestamps before modifying the clip. The 20-second preceding context and 5-second following buffer are storage context; a trainer must mask loss and evaluate the event at its explicit boundaries, not apply a pause/background reward across the entire clip.
Download and use
Download the compact repository on the training server:
from huggingface_hub import snapshot_download
path = snapshot_download("zihan-audio/seamless-bg", repo_type="dataset")
Read events.jsonl as the authoritative retained-event index. scripts/load_event.py provides iter_events(path) and load_event(path, event) using NumPy/SoundFile, reorders the two source channels to user/agent, and returns event offsets and the context loss-mask boundary. Audio paths are relative to the downloaded repository. The default Hub tabular config loads metadata rows only; download the repository to access local audio files.
Selection and checks
Seed 20260908. A 600-pair metadata-only scan was stratified across naturalistic/improvised and acquisition prefixes, with up to three conversations per session. Full source IDs are paired before selection. The heuristics follow the event definitions in Multi-Faceted Interactivity Alignment in Full-Duplex Speech Models: join same-speaker IPUs across gaps <=1 second; minimum utterance duration 4 seconds for pauses, 5 seconds for turns/backchannels, 3 seconds for each of four alternating interruption utterances. Turn candidates here additionally require a nonnegative transition gap <=0.4 seconds. Backchannels are <=1 second and pass a conservative acknowledgement-word filter. Interruption candidates require X-Y-X-Y and overlapping middle utterances, but this timing pattern alone does not establish an intentional interruption.
Original transcript metadata filters missing or grossly repetitive speech; it is not a batch LLM semantic check. A few transcript examples were inspected during preparation, not every event. Public WAV byte ranges were downloaded, aligned by common source time, resampled with polyphase filtering and converted from source floating-point audio to PCM16 FLAC. Exact byte-range response lengths, source mono channels, paired duration agreement, finite samples, non-silent channels and output checksums were verified. No loudness normalization, source separation, time stretching, mixing or background synthesis was applied.
A separate Silero ONNX pass screens audible violations of proposed events: unexpected agent speech during pauses, non-silent waiting windows, mismatched speakers in background insertion windows, absent/long backchannels, and insufficient speech on either side for turn/interruption candidates. This is automatic VAD QA, not listening-based semantic annotation. The ONNX hash is recorded for reproducibility. Raw event candidates rejected by this pass remain auditable separately.
Limitations and intended use
This pilot is for preparing and auditing training data, not a held-out benchmark. It is a biased event-enriched sample, and interruption candidates are mostly improvised. Multiple events can share one dialogue or clip; split downstream data by dialogue/session (and ideally participant) to prevent leakage. We did not establish disjointness from Kyutai's original training selection. No official dev/test examples were used. English was the intended language but language identification was not independently run. Source ASR and VAD contain errors; speech from the other channel may occasionally appear in transcript snippets, laughter and feedback may be mislabeled, and time windows can be ambiguous.
Background windows identify potential timing slots only. They do not establish whether a future inserted utterance addresses an agent. Same-user asides and legitimate topic changes require separate semantic/addressee design and validation. Do not treat this dataset as a completed background-speech robustness training set.
Attribution and license
Source data: Seamless Interaction, Meta / Facebook Research and the original dataset authors; project repository, dataset, dataset documentation. The original data and this derivative subset are provided under Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0). The full upstream license is included as LICENSE. Preserve attribution and license notices when redistributing; commercial use is not granted by this license. Modifications in this release are event selection, temporal cropping, resampling, PCM16 conversion, stereo pairing, and additional candidate/QA metadata. No endorsement by the source authors is implied.
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