tiny-hinglish-turn-detector / reports /partial_tinytcn_silence_sensitivity.json
suvradeepp's picture
Publish Tiny Hinglish Turn Detector development preview
35d483e verified
Raw
History Blame Contribute Delete
11.9 kB
{
"analysis": "trailing_silence_sensitivity",
"checkpoint": "artifacts/partial-shard-warmstart-lr3e4-5ep/best.pt",
"checkpoint_sha256": "e919cdbdc89046bd82fccf52a460406643e917b06d42a966d0e0104b2974f6c1",
"conditions": [
{
"classification_metrics": {
"accuracy": 0.5306748466257669,
"average_precision": 0.6880689959324726,
"balanced_accuracy": 0.5222138554216867,
"brier_score": 0.2133037066638398,
"count": 326,
"expected_calibration_error": 0.1055241439925747,
"f1": 0.11560693641618497,
"false_negative_rate": 0.9375,
"false_positive_rate": 0.018072289156626505,
"fn": 150,
"fp": 3,
"log_loss": 0.6135001064370812,
"macro_f1": 0.39809574378220525,
"negative_count": 166,
"positive_count": 160,
"precision": 0.7692307692307693,
"recall": 0.0625,
"roc_auc": 0.7389683734939759,
"specificity": 0.9819277108433735,
"threshold": 0.741000771522522,
"tn": 163,
"tp": 10
},
"probability_summary": {
"count": 326,
"maximum": 0.7886796593666077,
"mean": 0.4128557691133461,
"minimum": 0.0803893655538559,
"p05": 0.11172053776681423,
"p50": 0.4176659733057022,
"p95": 0.7287024110555649,
"standard_deviation": 0.2055378774150228
},
"relative_to_0ms": null,
"trailing_silence_ms": 0
},
{
"classification_metrics": {
"accuracy": 0.5276073619631901,
"average_precision": 0.6840183571897368,
"balanced_accuracy": 0.5193147590361445,
"brier_score": 0.2100618660450317,
"count": 326,
"expected_calibration_error": 0.10356104012830125,
"f1": 0.125,
"false_negative_rate": 0.93125,
"false_positive_rate": 0.030120481927710843,
"fn": 149,
"fp": 5,
"log_loss": 0.605744453547225,
"macro_f1": 0.4007352941176471,
"negative_count": 166,
"positive_count": 160,
"precision": 0.6875,
"recall": 0.06875,
"roc_auc": 0.7403237951807229,
"specificity": 0.9698795180722891,
"threshold": 0.741000771522522,
"tn": 161,
"tp": 11
},
"probability_summary": {
"count": 326,
"maximum": 0.7887353301048279,
"mean": 0.4271308436898366,
"minimum": 0.07923124730587006,
"p05": 0.10842713713645935,
"p50": 0.44254499673843384,
"p95": 0.7391214519739151,
"standard_deviation": 0.21076642495080192
},
"relative_to_0ms": {
"probability_shift": {
"by_label": {
"END": {
"count": 160,
"maximum": 0.4578339457511902,
"mean": 0.01773580485023558,
"minimum": -0.07176662981510162,
"p05": -0.02797318696975708,
"p50": 0.00010977685451507568,
"p95": 0.10832937657833029,
"standard_deviation": 0.06593732941800336
},
"HOLD": {
"count": 166,
"maximum": 0.310523584485054,
"mean": 0.010939430939145836,
"minimum": -0.08172200620174408,
"p05": -0.030832231044769287,
"p50": -0.002315342426300049,
"p95": 0.1006043553352356,
"standard_deviation": 0.05458234250596568
}
},
"count": 326,
"decreased_count": 181,
"definition": "p_end(condition) - p_end(0ms) on the same examples",
"increased_count": 145,
"maximum": 0.4578339457511902,
"mean": 0.014275074576490496,
"mean_absolute": 0.02900380597798371,
"minimum": -0.08172200620174408,
"p05": -0.029261156916618347,
"p50": -0.001150473952293396,
"p95": 0.10375719517469406,
"root_mean_square": 0.062178852734470415,
"standard_deviation": 0.06051803014978754,
"unchanged_count": 0
},
"threshold_decision_flips": {
"END_to_HOLD": 1,
"HOLD_to_END": 4,
"count": 5,
"false_interruptions_introduced": 2,
"false_interruptions_resolved": 0,
"missed_ends_introduced": 1,
"missed_ends_resolved": 2,
"rate": 0.015337423312883436,
"unchanged_count": 321
}
},
"trailing_silence_ms": 200
},
{
"classification_metrics": {
"accuracy": 0.5337423312883436,
"average_precision": 0.6979212626611389,
"balanced_accuracy": 0.5255647590361445,
"brier_score": 0.2072492112934809,
"count": 326,
"expected_calibration_error": 0.06585103341955346,
"f1": 0.14606741573033707,
"false_negative_rate": 0.91875,
"false_positive_rate": 0.030120481927710843,
"fn": 147,
"fp": 5,
"log_loss": 0.598821131080406,
"macro_f1": 0.41269615512255253,
"negative_count": 166,
"positive_count": 160,
"precision": 0.7222222222222222,
"recall": 0.08125,
"roc_auc": 0.7427710843373494,
"specificity": 0.9698795180722891,
"threshold": 0.741000771522522,
"tn": 161,
"tp": 13
},
"probability_summary": {
"count": 326,
"maximum": 0.7873576879501343,
"mean": 0.4418996488846884,
"minimum": 0.07847821712493896,
"p05": 0.10653392039239407,
"p50": 0.4775547683238983,
"p95": 0.7417303323745728,
"standard_deviation": 0.2172591006725531
},
"relative_to_0ms": {
"probability_shift": {
"by_label": {
"END": {
"count": 160,
"maximum": 0.5757421255111694,
"mean": 0.03650752436369657,
"minimum": -0.26492756605148315,
"p05": -0.06253614425659179,
"p50": 0.0008754730224609375,
"p95": 0.27894054204225516,
"standard_deviation": 0.11404161626592267
},
"HOLD": {
"count": 166,
"maximum": 0.5056779384613037,
"mean": 0.021850005465458674,
"minimum": -0.15796267986297607,
"p05": -0.06120702624320984,
"p50": -0.004482690244913101,
"p95": 0.1999836601316929,
"standard_deviation": 0.09575172708096644
}
},
"count": 326,
"decreased_count": 181,
"definition": "p_end(condition) - p_end(0ms) on the same examples",
"increased_count": 145,
"maximum": 0.5757421255111694,
"mean": 0.029043879771342308,
"mean_absolute": 0.05793183815716966,
"minimum": -0.26492756605148315,
"p05": -0.06249040365219116,
"p50": -0.002118140459060669,
"p95": 0.2521081864833832,
"root_mean_square": 0.10931088923065266,
"standard_deviation": 0.10538179896084442,
"unchanged_count": 0
},
"threshold_decision_flips": {
"END_to_HOLD": 4,
"HOLD_to_END": 9,
"count": 13,
"false_interruptions_introduced": 3,
"false_interruptions_resolved": 1,
"missed_ends_introduced": 3,
"missed_ends_resolved": 6,
"rate": 0.03987730061349693,
"unchanged_count": 313
}
},
"trailing_silence_ms": 400
},
{
"classification_metrics": {
"accuracy": 0.5613496932515337,
"average_precision": 0.7463143655056782,
"balanced_accuracy": 0.5538027108433735,
"brier_score": 0.19892348061598683,
"count": 326,
"expected_calibration_error": 0.07515490173927845,
"f1": 0.24338624338624337,
"false_negative_rate": 0.85625,
"false_positive_rate": 0.03614457831325301,
"fn": 137,
"fp": 6,
"log_loss": 0.5786536033097901,
"macro_f1": 0.46726547590478473,
"negative_count": 166,
"positive_count": 160,
"precision": 0.7931034482758621,
"recall": 0.14375,
"roc_auc": 0.7672063253012048,
"specificity": 0.963855421686747,
"threshold": 0.741000771522522,
"tn": 160,
"tp": 23
},
"probability_summary": {
"count": 326,
"maximum": 0.8118427395820618,
"mean": 0.46326974340560245,
"minimum": 0.07712869346141815,
"p05": 0.09877880848944187,
"p50": 0.5251197218894958,
"p95": 0.7567593455314636,
"standard_deviation": 0.2247464959572825
},
"relative_to_0ms": {
"probability_shift": {
"by_label": {
"END": {
"count": 160,
"maximum": 0.643292024731636,
"mean": 0.06806713282130658,
"minimum": -0.28288304805755615,
"p05": -0.1087776966392994,
"p50": 0.006056338548660278,
"p95": 0.4468590237200257,
"standard_deviation": 0.1681885565157826
},
"HOLD": {
"count": 166,
"maximum": 0.5687761902809143,
"mean": 0.03339888173413564,
"minimum": -0.2930072098970413,
"p05": -0.12552335858345032,
"p50": -0.015010792762041092,
"p95": 0.3289465010166168,
"standard_deviation": 0.14780063874515106
}
},
"count": 326,
"decreased_count": 178,
"definition": "p_end(condition) - p_end(0ms) on the same examples",
"increased_count": 148,
"maximum": 0.643292024731636,
"mean": 0.05041397429225635,
"mean_absolute": 0.10576534182107522,
"minimum": -0.2930072098970413,
"p05": -0.12200940027832985,
"p50": -0.0059654973447322845,
"p95": 0.42330726981163025,
"root_mean_square": 0.16687978628652683,
"standard_deviation": 0.15908266488557635,
"unchanged_count": 0
},
"threshold_decision_flips": {
"END_to_HOLD": 5,
"HOLD_to_END": 21,
"count": 26,
"false_interruptions_introduced": 4,
"false_interruptions_resolved": 1,
"missed_ends_introduced": 4,
"missed_ends_resolved": 17,
"rate": 0.07975460122699386,
"unchanged_count": 300
}
},
"trailing_silence_ms": 800
}
],
"data_revision": "e564e2ac567f774d1880aa1db6ce97afb8c519b7",
"data_scope": "preview-only: 3265 rows from train-00010-of-00083; official test remains sealed",
"example_count": 326,
"model_parameter_count": 151812,
"model_window_seconds": 4.0,
"negative_count": 166,
"perturbation": {
"conditions_ms": [
0,
200,
400,
800
],
"policy": "Decode/resample the original suffix once, append valid zero-valued samples, then suffix-crop to the checkpoint window before the canonical frontend.",
"sample_value": 0.0
},
"positive_count": 160,
"privacy": {
"aggregate_only": true,
"contains_audio_or_transcripts": false,
"contains_per_example_rows": false,
"contains_raw_identifiers": false,
"note": "The report contains aggregate paired statistics and file-level SHA-256 provenance only."
},
"sample_rate": 16000,
"schema_version": 1,
"selection": {
"max_examples": null,
"num_workers": 0,
"policy": "manifest-order prefix after split filtering",
"shuffle": false
},
"source_manifest": "data/processed/partial-iid-splits.jsonl",
"source_manifest_sha256": "cae0765d18467186c0e890c35fd94c0fcc70ae3483b5a1ce31814dd8ffa37b50",
"split": "validation",
"threshold": 0.741000771522522,
"training_status": "preview-only"
}