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conversation_id
int64
speaker0_audio
audio
speaker1_audio
audio
mixed_audio
audio
labels_speaker0
list
labels_speaker1
list
n_frames
int64
frame_hz
int32
label_counts
string
turns_meta
string
n_turns
int32
n_backchannels
int32
1,382
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3,781
100
{"Silence": 3781, "Initial": 150, "Speech": 2873, "Interim": 458, "Final": 300, "Backchannel": 0}
[{"speaker": 0, "text": "Hello, Janet.", "is_bc": false, "dur_ms": 2133.5}, {"speaker": 1, "text": "Good morning, Pete.", "is_bc": false, "dur_ms": 2209.6875}, {"speaker": 0, "text": "And what is this?", "is_bc": false, "dur_ms": 2844.6875}, {"speaker": 1, "text": "Ah, this is my daughter's birthday present. Her birthd...
10
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3,186
100
{"Silence": 3186, "Initial": 105, "Speech": 2479, "Interim": 392, "Final": 210, "Backchannel": 0}
[{"speaker": 0, "text": "To which gate do I need to go to catch connection flight LI zero-one to Madrid?", "is_bc": false, "dur_ms": 5774.6875}, {"speaker": 1, "text": "Go to gate eighteen. The plane is boarding now. You should hurry up.", "is_bc": false, "dur_ms": 4257.25}, {"speaker": 0, "text": "Umm show me the fast...
7
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2,926
100
{"Silence": 2926, "Initial": 150, "Speech": 2217, "Interim": 259, "Final": 300, "Backchannel": 0}
[{"speaker": 1, "text": "Hey, Tom, I want to learn how to play golf.", "is_bc": false, "dur_ms": 3915.625}, {"speaker": 0, "text": "You're really sporty!", "is_bc": false, "dur_ms": 2293.0}, {"speaker": 1, "text": "I want to do everything I can.", "is_bc": false, "dur_ms": 2539.875}, {"speaker": 0, "text": "Do you have...
10
0
2,342
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2,523
100
{"Silence": 4189, "Initial": 60, "Speech": 632, "Interim": 45, "Final": 120, "Backchannel": 0}
[{"speaker": 0, "text": "Where do you want to go this weekend?", "is_bc": false, "dur_ms": 2755.125}, {"speaker": 1, "text": "Let's go to the lake and camp on the south side.", "is_bc": false, "dur_ms": 3539.4375}, {"speaker": 0, "text": "Do you want to take the jet ski?", "is_bc": false, "dur_ms": 2032.1250000000002},...
8
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200
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1,746
100
{"Silence": 1746, "Initial": 90, "Speech": 1334, "Interim": 142, "Final": 180, "Backchannel": 0}
[{"speaker": 0, "text": "Hi, Lucy. What are you going to do this weekend?", "is_bc": false, "dur_ms": 3321.625}, {"speaker": 1, "text": "I have no idea yet. Do you have any suggestions?", "is_bc": false, "dur_ms": 3920.9375}, {"speaker": 0, "text": "Would you like to play tennis with me?", "is_bc": false, "dur_ms": 172...
6
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3,659
100
{"Silence": 3659, "Initial": 180, "Speech": 2737, "Interim": 281, "Final": 360, "Backchannel": 101}
[{"speaker": 1, "text": "Excuse me.", "is_bc": false, "dur_ms": 1053.125}, {"speaker": 0, "text": "Yes?", "is_bc": true, "dur_ms": 1008.375}, {"speaker": 1, "text": "Can you tell me the way to the Peak Tram, please?", "is_bc": false, "dur_ms": 2890.5625}, {"speaker": 0, "text": "Certainly. Go along Queen's Road...", "i...
13
1
2,228
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1,563
100
{"Silence": 1563, "Initial": 75, "Speech": 1161, "Interim": 177, "Final": 150, "Backchannel": 0}
[{"speaker": 0, "text": "Do you have the same in different sizes? The trousers are too long for me.", "is_bc": false, "dur_ms": 5263.375}, {"speaker": 1, "text": "Let me see. Yes, here you are.", "is_bc": false, "dur_ms": 2598.0625}, {"speaker": 0, "text": "Will the trousers shrink when washed?", "is_bc": false, "dur_m...
5
0
2,431
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1,398
100
{"Silence": 1398, "Initial": 75, "Speech": 973, "Interim": 200, "Final": 150, "Backchannel": 0}
[{"speaker": 0, "text": "Is there anything I can do for you?", "is_bc": false, "dur_ms": 1642.25}, {"speaker": 1, "text": "I'm running out of gas.", "is_bc": false, "dur_ms": 2056.5}, {"speaker": 0, "text": "Uh, what kind of oil do you want?", "is_bc": false, "dur_ms": 3362.25}, {"speaker": 1, "text": "Premium, please....
5
0
2,163
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2,605
100
{"Silence": 2605, "Initial": 120, "Speech": 1955, "Interim": 290, "Final": 240, "Backchannel": 0}
[{"speaker": 1, "text": "Hey, Steven. What are you going to do this Saturday?", "is_bc": false, "dur_ms": 3323.3125}, {"speaker": 0, "text": "If the weather is good, I'll go to climb mountains.", "is_bc": false, "dur_ms": 4042.0625}, {"speaker": 1, "text": "Are you going with your friends?", "is_bc": false, "dur_ms": 1...
8
0
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4,324
100
{"Silence": 6191, "Initial": 60, "Speech": 2121, "Interim": 156, "Final": 120, "Backchannel": 0}
[{"speaker": 0, "text": "What a beautiful view.", "is_bc": false, "dur_ms": 3048.625}, {"speaker": 1, "text": "It sure is. The Grand Canyon is truly a masterpiece. No man could ever make anything like this.", "is_bc": false, "dur_ms": 7857.25}, {"speaker": 0, "text": "What is that below?", "is_bc": false, "dur_ms": 190...
9
0
2,453
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2,448
100
{"Silence": 2448, "Initial": 135, "Speech": 1852, "Interim": 191, "Final": 270, "Backchannel": 0}
[{"speaker": 1, "text": "How much is this shirt?", "is_bc": false, "dur_ms": 1851.0625}, {"speaker": 0, "text": "Eighty yuan.", "is_bc": false, "dur_ms": 1596.5625}, {"speaker": 1, "text": "It's rather expensive, isn't it?", "is_bc": false, "dur_ms": 2267.625}, {"speaker": 0, "text": "It's a bit. But I can give you a d...
9
0
387
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1,711
100
{"Silence": 1711, "Initial": 75, "Speech": 1229, "Interim": 257, "Final": 150, "Backchannel": 0}
[{"speaker": 0, "text": "May I have my bill, please?", "is_bc": false, "dur_ms": 1740.1875}, {"speaker": 1, "text": "Umm, that's twenty dollars in all.", "is_bc": false, "dur_ms": 3450.375}, {"speaker": 0, "text": "Well, I am afraid you have made a mistake. Would you check it again, please?", "is_bc": false, "dur_ms": ...
5
0
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2,468
100
{"Silence": 2468, "Initial": 105, "Speech": 1961, "Interim": 89, "Final": 210, "Backchannel": 103}
[{"speaker": 1, "text": "Excuse me. I've been waiting for my main dish for quite a time.", "is_bc": false, "dur_ms": 3979.6875}, {"speaker": 0, "text": "Yes, sir. Just a minute, please, umm I'll check with the kitchen.", "is_bc": false, "dur_ms": 4229.5625}, {"speaker": 1, "text": "Thank you for waiting. It takes anoth...
8
1
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2,051
100
{"Silence": 2051, "Initial": 105, "Speech": 1543, "Interim": 193, "Final": 210, "Backchannel": 0}
[{"speaker": 1, "text": "Sir, would you like some dessert now?", "is_bc": false, "dur_ms": 2663.5625}, {"speaker": 0, "text": "Umm please show me the menu again.", "is_bc": false, "dur_ms": 2645.8125}, {"speaker": 1, "text": "Here you are. sir, the chocolate cake is very delicious.", "is_bc": false, "dur_ms": 3700.25},...
7
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3,427
100
{"Silence": 4878, "Initial": 75, "Speech": 1463, "Interim": 288, "Final": 150, "Backchannel": 0}
[{"speaker": 1, "text": "Take care, Peter. Don't run so fast. Are you tired?", "is_bc": false, "dur_ms": 4482.375}, {"speaker": 0, "text": "Oh, yes. May I sit on the grass?", "is_bc": false, "dur_ms": 4278.625}, {"speaker": 1, "text": "No, you mustn't sit on the grass. Don't you see the notes?", "is_bc": false, "dur_ms...
9
0
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hamsaai/eot-dataset-sample

Frame-level End-of-Turn (EOT) dataset for training real-time conversational AI.
Built from DailyTalk.

Reference paper:

A Hierarchical End-of-Turn Model with Primary Speaker Segmentation for Real-Time Conversational AI
Helwani et al., Meta — IEEE CAI 2026


What is this?

Each row is a 2-speaker conversation split into two separate audio channels (one per speaker), with frame-level labels at 100Hz (every 10ms) telling the model what conversational state the speaker is in at each moment.

This is the data format the EOT model reads to learn when a user stops speaking.


Dataset Columns

Column Type Description
speaker0_audio Audio (16kHz) Speaker 0 track — zeros during speaker 1 turns
speaker1_audio Audio (16kHz) Speaker 1 track — zeros during speaker 0 turns
labels_speaker0 List[int] Frame labels at 100Hz for speaker 0
labels_speaker1 List[int] Frame labels at 100Hz for speaker 1
n_frames int Total frame count
frame_hz int 100 (= 10ms per frame)
n_turns int Number of turns in conversation
n_backchannels int Number of backchannel turns detected
label_counts JSON str Per-label frame counts
turns_meta JSON str Per-turn metadata

Label IDs

ID Name Description
0 Silence No speech on this channel
1 Initial First 150ms of a turn starting
2 Speech Mid-turn, active speaking
3 Interim Silence INSIDE a turn (hesitation) — NOT an EOT
4 Final Last 300ms of a completed turn — the EOT signal
5 Backchannel Short filler while the other speaker continues

How Labels Are Generated

Labels come directly from audio_cut_idxs (exact sample-level turn boundaries):

  • Final = last 300ms before the exact turn end sample
  • Initial = first 150ms from the exact turn start sample
  • Interim = intra-turn silence detected by Silero VAD
  • Backchannel = text is a filler word AND next turn is long by other speaker
  • Speech = everything else

No manual annotation. No approximation. Deterministic from dataset metadata.

Anti-shortcut augmentations (from the paper):

  • Label time-shift jitter ±3 frames
  • Random channel dropout (p=0.15)
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