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 | [
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,
216,
149,
118,
218,
44,
1... |
000_00000301_ec058_1614_s0_b0000 | Lip Smack | Soft Whistle | true | [
73,
68,
51,
4,
0,
0,
0,
0,
0,
34,
84,
83,
83,
69,
0,
0,
0,
14,
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3,
76,
97,
118,
102,
54,
49,
46,
49,
46,
49,
48,
48,
0,
0,
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0,
0,
0,
0,
0,
0,
0,
0,
255,
251,
164,
196,
0,
3,
149,
97,
71,
40,
76,
164,... |
000_00000301_ec058_1614_s0_b0002 | Nervous Gulp | Soft Hum | 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,
1,
151,
173,
128,
232,
236,
... |
000_00000301_ec058_1614_s0_b0003 | Affirmative Grunt | Sharp Inhale | 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,
25,
1,
83,
22,
213,
167,
... |
000_00000301_ec058_1614_s4_b0003 | Wistful Sigh | Surprised Gasp | 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,
17,
205,
71,
42,
76,
60,
... |
000_00000301_ec058_1614_s4_b0004 | Affirmative Grunt | Exhausted Groan | 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,
215,
97,
128,
246,
44,
36... |
000_00000301_ec058_1614_s5_b0000 | Wistful Sigh | 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,
2,
150,
213,
72,
242,
204,
6... |
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 | [
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,
2,
21,
117,
122,
234,
76,
48... |
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 | [
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,
215,
149,
32,
246,
12,
17... |
000_00000302_ec058_1618_s13_b0009 | Surprised Gasp | Wistful 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,
20,
93,
131,
10,
71,
164,... |
000_00000302_ec058_1618_s13_b0011 | Relief Sigh | 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,
149,
161,
126,
236,
76,
1... |
000_00000302_ec058_1618_s4_b0001 | Wistful Sigh | Yawn | 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,
1,
151,
185,
124,
254,
12,
3... |
000_00000302_ec058_1618_s4_b0002 | 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,
1,
148,
189,
95,
32,
71,
176... |
000_00000302_ec058_1618_s4_b0004 | Swallows | Low Mumble | 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,
20,
105,
113,
63,
52,
150... |
YAML Metadata Warning:empty or missing yaml metadata in repo card
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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