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winter haven we are trying to take the advance here papa on a three way final for runway five we are shooting the rnav gps for runway five approach winter haven we will be a touch and go
<|0.00|>winter haven we are trying to take the advance here papa on a three way final for runway five we are shooting<|3.64|><|3.64|>the rnav gps for runway five approach winter haven we will be a touch and go<|7.08|>
00:00:01.440
00:00:08.790
7.35
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test1.mp3
winter haven traffic four four five uniform sierra is a mile north of the airport on a midfield crosswind to get to a left downwind for runway two nine we are looking for the guy on five
<|0.00|>winter haven traffic four four five uniform sierra is a mile<|3.50|><|3.50|>north of the airport on a midfield crosswind to get to a left downwind<|7.68|><|7.68|>for runway two nine we are looking for the guy on five<|10.88|>
winter haven we are trying to take the advance here papa on a three way final for runway five we are shooting the rnav gps for runway five approach winter haven we will be a touch and go
00:00:10.990
00:00:22.450
11.46
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test1.mp3
are just shooting a practice approach and we will be a touch and go alpha five
<|0.00|>are just shooting a practice approach and we will be a touch and go alpha<|3.62|><|3.62|>five
winter haven traffic four four five uniform sierra is a mile north of the airport on a midfield crosswind to get to a left downwind for runway two nine we are looking for the guy on five
00:00:23.810
00:00:27.940
4.13
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test1.mp3
five uniform sierra we are looking we are just on top of the airport right now
<|0.00|>five uniform sierra we are looking we are just on top of the airport right now<|3.30|>
are just shooting a practice approach and we will be a touch and go alpha five
00:00:29.450
00:00:33.000
3.55
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test1.mp3
yeah I think I got you in sight you on the downwind now for two nine
<|0.00|>yeah I think I got you in sight you on the downwind now for two nine<|3.28|>
five uniform sierra we are looking we are just on top of the airport right now
00:00:36.010
00:00:39.520
3.51
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test1.mp3
getting ready to turn right now
<|0.00|>getting ready to turn right now<|1.44|>
yeah I think I got you in sight you on the downwind now for two nine
00:00:40.880
00:00:42.880
2
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test1.mp3
alright we are yeah we are on a two mile two mile final for five eight five sierra papa
<|0.00|>alright we are yeah we are on a two mile two mile<|3.54|><|3.54|>final for five eight five sierra papa<|5.30|>
getting ready to turn right now
00:00:44.450
00:00:50.100
5.65
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test1.mp3
traffic cherokee eight five sierra papa on a short final for runway five we will be a touch and go winter haven
<|0.00|>traffic cherokee eight five sierra papa on a short final for runway five<|3.88|><|3.88|>we will be a touch and go winter haven<|5.94|>
alright we are yeah we are on a two mile two mile final for five eight five sierra papa
00:00:58.160
00:01:04.240
6.08
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test1.mp3
yeah I see that Im just about to go missed so I am going missed
<|0.00|>yeah I see that Im just about to go missed so I am going missed<|3.50|>
traffic cherokee eight five sierra papa on a short final for runway five we will be a touch and go winter haven
00:01:06.900
00:01:11.070
4.17
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test1.mp3
winter haven traffic winter haven traffic cherokee eight five sierra papa going missed
<|0.00|>winter haven traffic winter haven traffic cherokee eight five sierra papa going missed<|3.14|>
yeah I see that Im just about to go missed so I am going missed
00:01:15.160
00:01:18.500
3.34
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test1.mp3
yep especially for this one too
<|0.00|>yep especially for this one too<|1.60|>
winter haven traffic winter haven traffic cherokee eight five sierra papa going missed
00:01:23.450
00:01:25.420
1.97
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test1.mp3
yes I see him yeah I saw him on the downwind what’s your position right now
<|0.00|>yes I see him yeah I saw him on the downwind what’s your position right<|3.66|><|3.66|>now
yep especially for this one too
00:01:28.580
00:01:32.640
4.06
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test1.mp3
oh okay alright
<|0.00|>oh okay alright<|1.10|>
yes I see him yeah I saw him on the downwind what’s your position right now
00:01:35.720
00:01:37.000
1.28
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test1.mp3
oh nice
<|0.00|>oh nice
oh okay alright
00:01:38.960
00:01:39.570
0.61
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test1.mp3
how about you just shut the fuck up if you are in a pick up truck and ain’t worried about flying an airplane then dickhead
<|0.00|>how about you just shut the fuck up if you are in a pick up truck and ain’t worried about<|3.52|><|3.52|>flying an airplane then dickhead<|5.16|>
oh nice
00:01:40.710
00:01:46.340
5.63
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test1.mp3
kick rocks man
<|0.00|>kick rocks man<|0.90|>
how about you just shut the fuck up if you are in a pick up truck and ain’t worried about flying an airplane then dickhead
00:01:47.620
00:01:48.780
1.16
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test1.mp3
how can you be so grumpy on such a nice day I don’t get it you
<|0.00|>how can you be so grumpy on such a nice day I don’t get it you<|2.18|>
kick rocks man
00:01:50.410
00:01:52.780
2.37
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test1.mp3
honestly don’t need to fly an airplane if you have an attitude like that
<|0.00|>honestly don’t need to fly an airplane if you have an attitude like that<|2.52|>
how can you be so grumpy on such a nice day I don’t get it you
00:01:55.480
00:01:58.300
2.82
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test1.mp3
winter haven traffic cherokee eight five sierra papa departing the pattern to the north winter
<|0.00|>winter haven traffic cherokee eight five sierra papa departing the pattern to the north winter<|3.72|>
honestly don’t need to fly an airplane if you have an attitude like that
00:02:02.060
00:02:06.220
4.16
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test1.mp3
phoenix approach good evening american fourteen seventy nine with you
<|0.00|>phoenix approach good evening american fourteen seventy nine with you<|2.34|>
00:00:01.550
00:00:04.230
2.68
[{'word': 'phoenix', 'start': 0.08999999999999986, 'end': 0.27}, {'word': 'approach', 'start': 0.31000000000000005, 'end': 0.53}, {'word': 'good', 'start': 0.6300000000000001, 'end': 0.7099999999999997}, {'word': 'evening', 'start': 0.7899999999999998, 'end': 0.97}, {'word': 'american', 'start': 1.01, 'end': 1.1900000000000002}, {'word': 'fourteen', 'start': 1.3499999999999999, 'end': 1.6500000000000001}, {'word': 'seventy', 'start': 1.7299999999999998, 'end': 1.95}, {'word': 'nine', 'start': 2.0300000000000002, 'end': 2.13}, {'word': 'with', 'start': 2.17, 'end': 2.2699999999999996}, {'word': 'you', 'start': 2.3099999999999996, 'end': 2.3499999999999996}]
test2.mp3
two five left
<|0.00|>two five left
phoenix approach good evening american fourteen seventy nine with you
00:00:08.330
00:00:08.870
0.54
[{'word': 'two', 'start': 0.009999999999999787, 'end': 0.05000000000000071}, {'word': 'five', 'start': 0.13000000000000078, 'end': 0.2699999999999996}, {'word': 'left', 'start': 0.3100000000000005, 'end': 0.39000000000000057}]
test2.mp3
american fourteen seventy nine two six available tonight if you would like
<|0.00|>american fourteen seventy nine two six available tonight if you would like<|2.52|>
two five left
00:00:13.040
00:00:15.860
2.82
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test2.mp3
we will take two six
<|0.00|>we will take two six<|0.76|>
american fourteen seventy nine two six available tonight if you would like
00:00:16.740
00:00:17.900
1.16
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test2.mp3
fourteen seventy nine verify that’s you
<|0.00|>fourteen seventy nine verify that’s you<|1.60|>
we will take two six
00:00:18.180
00:00:20.150
1.97
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test2.mp3
that is american fourteen seventy nine sorry we will take two six
<|0.00|>that is american fourteen seventy nine sorry we will take two six<|2.98|>
fourteen seventy nine verify that’s you
00:00:21.680
00:00:25.020
3.34
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test2.mp3
fourteen seventy nine expect two six fly present heading maintain five thousand
<|0.00|>fourteen seventy nine expect two six fly present heading maintain five thousand<|3.66|>
that is american fourteen seventy nine sorry we will take two six
00:00:25.980
00:00:29.850
3.87
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test2.mp3
present heading five thousand expect two six
<|0.00|>present heading five thousand expect two six<|1.70|>
fourteen seventy nine expect two six fly present heading maintain five thousand
00:00:30.730
00:00:32.920
2.19
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test2.mp3
american fourteen seventy nine I think you failed the callsign again fly present heading maintain five thousand
<|0.00|>american fourteen seventy nine I think you failed the callsign again fly present heading maintain<|3.76|><|3.76|>five thousand<|4.58|>
present heading five thousand expect two six
00:00:33.680
00:00:38.520
4.84
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test2.mp3
alright American fourteen seventy nine present heading five thousand we will expect two six
<|0.00|>alright American fourteen seventy nine present heading five thousand we will expect two<|3.50|><|3.50|>six
american fourteen seventy nine I think you failed the callsign again fly present heading maintain five thousand
00:00:40.030
00:00:44.130
4.1
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test2.mp3
thank you
<|0.00|>thank you
alright American fourteen seventy nine present heading five thousand we will expect two six
00:00:44.450
00:00:45.080
0.63
[{'word': 'thank', 'start': 0, 'end': 0.0899999999999963}, {'word': 'you', 'start': 0.1699999999999946, 'end': 0.28999999999999915}]
test2.mp3
alright in sight American fourteen seventy nine
<|0.00|>alright in sight American fourteen seventy nine<|2.00|>
thank you
00:00:55.270
00:00:57.580
2.31
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test2.mp3
american fourteen seventy nine turn left heading two niner zero intercept the two six localizer maintain four thousand
<|0.00|>american fourteen seventy nine turn left heading two niner<|3.72|><|3.72|>zero intercept the two six localizer maintain four thousand<|7.20|>
alright in sight American fourteen seventy nine
00:01:00.620
00:01:08.060
7.44
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test2.mp3
two ninety on the heading maintain four thousand intercept two six localizer american one four seven nine
<|0.00|>two ninety on the heading maintain four thousand intercept two six localizer american<|3.62|><|3.62|>one four seven nine<|5.36|>
american fourteen seventy nine turn left heading two niner zero intercept the two six localizer maintain four thousand
00:01:09.360
00:01:15.060
5.7
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test2.mp3
american fourteen seventy nine cleared visual approach runway two six
<|0.00|>american fourteen seventy nine cleared visual approach runway two six<|2.82|>
two ninety on the heading maintain four thousand intercept two six localizer american one four seven nine
00:01:15.530
00:01:18.760
3.23
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test2.mp3
cleared for the visual approach American one four seven nine american fourteen seventy nine cleared visual approach runway two six
<|0.00|>cleared for the visual approach American one four seven nine american<|3.50|><|3.50|>fourteen seventy nine cleared visual approach runway two six<|7.08|>
american fourteen seventy nine cleared visual approach runway two six
00:01:19.580
00:01:27.230
7.65
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test2.mp3
we got a communication problem are you hearing this radio clear cause Im saying what I need to say but something is not happening
<|0.00|>we got a communication problem are you hearing this radio clear cause<|3.70|><|3.70|>Im saying what I need to say but something is not happening<|7.10|>
cleared for the visual approach American one four seven nine american fourteen seventy nine cleared visual approach runway two six
00:01:29.110
00:01:36.660
7.55
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test2.mp3
american fourteen seventy nine you said cleared the approach I need the runway assignment which is runway two six not two five left or two five right you are cleared visual approach two six and you are not reading it back correctly
<|0.00|>american fourteen seventy nine you said cleared the approach I need the runway assignment which<|3.50|><|3.50|>is runway two six not two five left or two five right you are cleared visual<|7.00|><|7.00|>approach two six and you are not reading it back correctly<|10.10|>
we got a communication problem are you hearing this radio clear cause Im saying what I need to say but something is not happening
00:01:37.000
00:01:47.390
10.39
[{'word': 'american', 'start': 0.01999999999999602, 'end': 0.23999999999999488}, {'word': 'fourteen', 'start': 0.29999999999999716, 'end': 0.5400000000000063}, {'word': 'seventy', 'start': 0.6200000000000045, 'end': 0.7800000000000011}, {'word': 'nine', 'start': 0.8199999999999932, 'end': 0.9000000000000057}, {'word': 'you', 'start': 0.980000000000004, 'end': 1.019999999999996}, {'word': 'said', 'start': 1.1200000000000045, 'end': 1.2199999999999989}, {'word': 'cleared', 'start': 1.3400000000000034, 'end': 1.5799999999999983}, {'word': 'the', 'start': 1.7000000000000028, 'end': 1.7399999999999949}, {'word': 'approach', 'start': 1.8599999999999994, 'end': 2.200000000000003}, {'word': 'I', 'start': 2.3400000000000034, 'end': 2.3400000000000034}, {'word': 'need', 'start': 2.4399999999999977, 'end': 2.5400000000000063}, {'word': 'the', 'start': 2.6200000000000045, 'end': 2.6599999999999966}, {'word': 'runway', 'start': 2.719999999999999, 'end': 2.9399999999999977}, {'word': 'assignment', 'start': 3.019999999999996, 'end': 3.3599999999999994}, {'word': 'which', 'start': 3.4200000000000017, 'end': 3.5}, {'word': 'is', 'start': 3.5799999999999983, 'end': 3.6200000000000045}, {'word': 'runway', 'start': 3.700000000000003, 'end': 3.9200000000000017}, {'word': 'two', 'start': 4.040000000000006, 'end': 4.180000000000007}, {'word': 'six', 'start': 4.319999999999993, 'end': 4.5}, {'word': 'not', 'start': 5.019999999999996, 'end': 5.140000000000001}, {'word': 'two', 'start': 5.219999999999999, 'end': 5.299999999999997}, {'word': 'five', 'start': 5.420000000000002, 'end': 5.560000000000002}, {'word': 'left', 'start': 5.640000000000001, 'end': 5.739999999999995}, {'word': 'or', 'start': 5.840000000000003, 'end': 5.859999999999999}, {'word': 'two', 'start': 5.920000000000002, 'end': 5.980000000000004}, {'word': 'five', 'start': 6.099999999999994, 'end': 6.239999999999995}, {'word': 'right', 'start': 6.340000000000003, 'end': 6.439999999999998}, {'word': 'you', 'start': 6.480000000000004, 'end': 6.519999999999996}, {'word': 'are', 'start': 6.560000000000002, 'end': 6.599999999999994}, {'word': 'cleared', 'start': 6.640000000000001, 'end': 6.780000000000001}, {'word': 'visual', 'start': 6.840000000000003, 'end': 7.0}, {'word': 'approach', 'start': 7.040000000000006, 'end': 7.239999999999995}, {'word': 'two', 'start': 7.640000000000001, 'end': 7.780000000000001}, {'word': 'six', 'start': 7.939999999999998, 'end': 8.14}, {'word': 'and', 'start': 8.819999999999993, 'end': 8.86}, {'word': 'you', 'start': 8.920000000000002, 'end': 8.980000000000004}, {'word': 'are', 'start': 9.019999999999996, 'end': 9.060000000000002}, {'word': 'not', 'start': 9.14, 'end': 9.219999999999999}, {'word': 'reading', 'start': 9.319999999999993, 'end': 9.480000000000004}, {'word': 'it', 'start': 9.519999999999996, 'end': 9.540000000000006}, {'word': 'back', 'start': 9.64, 'end': 9.760000000000005}, {'word': 'correctly', 'start': 9.799999999999997, 'end': 10.099999999999994}]
test2.mp3
cleared for the visual approach to runway two six american fourteen seventy nine
<|0.00|>cleared for the visual approach to runway two six<|3.76|><|3.76|>american fourteen seventy nine<|6.10|>
american fourteen seventy nine you said cleared the approach I need the runway assignment which is runway two six not two five left or two five right you are cleared visual approach two six and you are not reading it back correctly
00:01:48.170
00:01:54.490
6.32
[{'word': 'cleared', 'start': 0.3299999999999983, 'end': 0.5499999999999972}, {'word': 'for', 'start': 0.6099999999999994, 'end': 0.6899999999999977}, {'word': 'the', 'start': 0.8299999999999983, 'end': 0.9099999999999966}, {'word': 'visual', 'start': 1.3299999999999983, 'end': 1.5100000000000051}, {'word': 'approach', 'start': 1.5900000000000034, 'end': 2.030000000000001}, {'word': 'to', 'start': 2.6899999999999977, 'end': 2.789999999999992}, {'word': 'runway', 'start': 2.9299999999999926, 'end': 3.1499999999999915}, {'word': 'two', 'start': 3.3299999999999983, 'end': 3.4099999999999966}, {'word': 'six', 'start': 3.6099999999999994, 'end': 3.769999999999996}, {'word': 'american', 'start': 4.230000000000004, 'end': 4.6499999999999915}, {'word': 'fourteen', 'start': 4.950000000000003, 'end': 5.329999999999998}, {'word': 'seventy', 'start': 5.510000000000005, 'end': 5.810000000000002}, {'word': 'nine', 'start': 5.909999999999997, 'end': 6.090000000000003}]
test2.mp3
fourteen seventy nine do you need a phone number you can call in and we can talk about the tape but you misread the last three transmissions without a callsign and without a runway assignment
<|0.00|>fourteen seventy nine do you need a phone number you can call in and we can talk about the tape<|3.60|><|3.60|>but you misread the last three transmissions without a callsign and without<|7.36|><|7.36|>a runway assignment<|8.14|>
cleared for the visual approach to runway two six american fourteen seventy nine
00:01:55.120
00:02:03.570
8.45
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test2.mp3
fourteen seventy nine you need a phone number
<|0.00|>fourteen seventy nine you need a phone number<|1.56|>
fourteen seventy nine do you need a phone number you can call in and we can talk about the tape but you misread the last three transmissions without a callsign and without a runway assignment
00:02:05.650
00:02:07.490
1.84
[{'word': 'fourteen', 'start': 0.1699999999999875, 'end': 0.46999999999999886}, {'word': 'seventy', 'start': 0.5699999999999932, 'end': 0.75}, {'word': 'nine', 'start': 0.8499999999999943, 'end': 0.9499999999999886}, {'word': 'you', 'start': 1.009999999999991, 'end': 1.0699999999999932}, {'word': 'need', 'start': 1.1099999999999994, 'end': 1.1899999999999977}, {'word': 'a', 'start': 1.2299999999999898, 'end': 1.2299999999999898}, {'word': 'phone', 'start': 1.269999999999996, 'end': 1.3699999999999903}, {'word': 'number', 'start': 1.4099999999999966, 'end': 1.5699999999999932}]
test2.mp3
I am not gonna waste my time
<|0.00|>I am not gonna waste my time<|1.16|>
fourteen seventy nine you need a phone number
00:02:08.400
00:02:09.850
1.45
[{'word': 'I', 'start': 0.23999999999998067, 'end': 0.23999999999998067}, {'word': 'am', 'start': 0.28000000000000114, 'end': 0.29999999999998295}, {'word': 'not', 'start': 0.3400000000000034, 'end': 0.4000000000000057}, {'word': 'gonna', 'start': 0.47999999999998977, 'end': 0.5999999999999943}, {'word': 'waste', 'start': 0.6399999999999864, 'end': 0.7800000000000011}, {'word': 'my', 'start': 0.8199999999999932, 'end': 0.8799999999999955}, {'word': 'time', 'start': 0.960000000000008, 'end': 1.1599999999999966}]
test2.mp3
american fourteen seventy nine contact tower one one eight point seven
<|0.00|>american fourteen seventy nine contact tower one one eight point seven<|2.58|>
I am not gonna waste my time
00:02:10.400
00:02:13.380
2.98
[{'word': 'american', 'start': 0, 'end': 0.13999999999998636}, {'word': 'fourteen', 'start': 0.23999999999998067, 'end': 0.5199999999999818}, {'word': 'seventy', 'start': 0.6399999999999864, 'end': 0.8599999999999852}, {'word': 'nine', 'start': 0.9399999999999977, 'end': 1.0600000000000023}, {'word': 'contact', 'start': 1.1200000000000045, 'end': 1.3400000000000034}, {'word': 'tower', 'start': 1.3799999999999955, 'end': 1.6200000000000045}, {'word': 'one', 'start': 1.7800000000000011, 'end': 1.8199999999999932}, {'word': 'one', 'start': 1.8599999999999852, 'end': 1.9000000000000057}, {'word': 'eight', 'start': 1.9399999999999977, 'end': 2.019999999999982}, {'word': 'point', 'start': 2.0600000000000023, 'end': 2.1999999999999886}, {'word': 'seven', 'start': 2.319999999999993, 'end': 2.579999999999984}]
test2.mp3

pilotgpt-test-v2

Speech dataset prepared with Trelis Studio.

Statistics

Metric Value
Source files 2
Validation samples 42
Total duration 4.6 minutes

Columns

Column Type Description
audio Audio Audio segment (16kHz) - speech only, silence stripped via VAD
text string Plain transcription (no timestamps) - backwards compatible
text_ts string Transcription WITH Whisper timestamp tokens (e.g., `<
start_time string Segment start in original audio (HH:MM:SS.mmm)
end_time string Segment end in original audio (HH:MM:SS.mmm)
speech_duration float Duration of speech in segment (excluding silence)
word_timestamps list Word-level timestamps (relative to speech-only audio)
source_file string Original audio filename

VAD Processing

Audio segments are processed with Silero VAD to match faster-whisper inference:

  • Silence is stripped from audio (only speech regions remain)
  • Timestamps are relative to the concatenated speech audio
  • This ensures training data matches inference behavior

Training Usage

For Whisper timestamp training, use the two-bucket approach:

  • Bucket A (50%): Use text - plain transcription without timestamps
  • Bucket B (50%): Use text_ts - transcription with Whisper timestamp tokens

Usage

from datasets import load_dataset

dataset = load_dataset("Trelis/pilotgpt-test-v2")

Prepared with Trelis Studio

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