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id
string
original_label
string
gemini_label
string
gemini_valid
bool
audio_mp3
unknown
000_00000300_ec058_1610_s15_b0001
Wistful Sigh
Low Mumble
true
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000_00000301_ec058_1614_s0_b0000
Lip Smack
Soft Whistle
true
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000_00000301_ec058_1614_s0_b0002
Nervous Gulp
Soft Hum
true
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000_00000301_ec058_1614_s0_b0003
Affirmative Grunt
Sharp Inhale
true
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000_00000301_ec058_1614_s4_b0003
Wistful Sigh
Surprised Gasp
true
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000_00000301_ec058_1614_s4_b0004
Affirmative Grunt
Exhausted Groan
true
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000_00000301_ec058_1614_s5_b0000
Wistful Sigh
Contented Sigh
true
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000_00000301_ec058_1614_s5_b0001
Sharp Inhale
Contented Sigh
true
[ 73, 68, 51, 4, 0, 0, 0, 0, 0, 34, 84, 83, 83, 69, 0, 0, 0, 14, 0, 0, 3, 76, 97, 118, 102, 54, 49, 46, 49, 46, 49, 48, 48, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 255, 251, 164, 196, 0, 3, 152, 81, 32, 232, 13, 60,...
000_00000302_ec058_1618_s0_b0000
Displeased Grunt
Exasperated Sigh
true
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000_00000302_ec058_1618_s13_b0000
Relief Sigh
Childlike Giggle
true
[ 73, 68, 51, 4, 0, 0, 0, 0, 0, 34, 84, 83, 83, 69, 0, 0, 0, 14, 0, 0, 3, 76, 97, 118, 102, 54, 49, 46, 49, 46, 49, 48, 48, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 255, 251, 164, 196, 0, 0, 151, 245, 142, 246, 44, 1...
000_00000302_ec058_1618_s13_b0003
Affirmative Grunt
Surprised Gasp
true
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000_00000302_ec058_1618_s13_b0009
Surprised Gasp
Wistful Sigh
true
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000_00000302_ec058_1618_s13_b0011
Relief Sigh
Contented Sigh
true
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000_00000302_ec058_1618_s4_b0001
Wistful Sigh
Yawn
true
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000_00000302_ec058_1618_s4_b0002
Sharp Inhale
Contented Sigh
true
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000_00000302_ec058_1618_s4_b0004
Swallows
Low Mumble
true
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Check out the documentation for more information.

vocal-bursts-clean — blind Gemini re-annotation subset

A re-annotated subset of laion/vocal-bursts-clean. Up to 500 samples per original class (68 classes) were re-labelled blind by Gemini 2.5 Flash Lite (non-thinking): the model received only the audio plus the full 82-class VocalBurst taxonomy and chose one category — it was never shown the original label.

  • Samples: 18348 · Original classes: 68 · Taxonomy: 82 classes (LAION VocalBurst)

  • Agreement with original label: 1067/18348 (5.8%). The original clean-set labels are noisy; this gives an independent second opinion for classifier training / label auditing.

Columns

id, original_label, gemini_label, gemini_valid (in taxonomy), audio_mp3 (bytes).

Method

Streamed the webdataset tars, collected up to 500 mp3s per original label, sent each mp3 to gemini-2.5-flash-lite with thinking_budget=0, temperature 0, prompt = the 82-class taxonomy (names + descriptions) and 'respond with only the category name'. Predictions snapped to the nearest valid class.

Most common label shifts (original → Gemini)

  • Relief Sigh → Contented Sigh (255)
  • Exasperated Sigh → Contented Sigh (238)
  • Fearful Gasp → Surprised Gasp (194)
  • Contented Sigh → Wistful Sigh (155)
  • Exhausted Groan → Resonant Hum (149)
  • Chuckle → Breathy Giggle (147)
  • Gulps → Low Mumble (141)
  • Shriek → Scream (131)
  • Ahem → Low Mumble (125)
  • Snorting Giggle → Breathy Giggle (119)
  • Breathy Giggle → Chuckle (115)
  • Clears Throat → Low Mumble (113)
  • Sharp Inhale → Contented Sigh (108)
  • Purr → Low Mumble (106)
  • Soft Whistle → Low Mumble (106)
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