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The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'model'}) and 4 missing columns ({'earnings22', 'Average', 'model_id', 'tedlium'}).

This happened while the csv dataset builder was generating data using

hf://datasets/Steveeeeeeen/leaderboard_longform/28_aug_2025.csv (at revision 2346d0a1d4da85d91eacf8c627ffb57357703a40)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1831, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              model: string
              RTFx: double
              earnings21: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 600
              to
              {'model_id': Value('string'), 'Average': Value('float64'), 'RTFx': Value('float64'), 'earnings21': Value('float64'), 'earnings22': Value('float64'), 'tedlium': Value('float64')}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1456, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1833, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'model'}) and 4 missing columns ({'earnings22', 'Average', 'model_id', 'tedlium'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/Steveeeeeeen/leaderboard_longform/28_aug_2025.csv (at revision 2346d0a1d4da85d91eacf8c627ffb57357703a40)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

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model_id
string
Average
float64
RTFx
float64
earnings21
float64
earnings22
float64
tedlium
float64
distil/whisper-distil-medium.en
18.96
125.91
19.48
24.82
12.58
nvidia/stt_en_fastconformer_transducer_large
16.286667
810.63
18.15
25.3
5.41
nvidia/stt_en_fastconformer_ctc_large
15.523333
5,531.13
17.02
24.29
5.26
nvidia/stt_en_conformer_transducer_large
15.396667
173.29
17.26
23.69
5.24
nvidia/stt_en_conformer_ctc_small
15.283333
4,905.03
16.44
23.15
6.26
distil/whisper-distil-large-v2
14.686667
89.73
14.97
19.24
9.85
nvidia/stt_en_conformer_transducer_small
13.743333
528.38
15.05
20.72
5.46
nvidia/stt_en_conformer_ctc_large
11.1
248.4
12.11
17.51
3.68
nvidia/parakeet-rnnt-1.1b
10.743333
638.7
12.61
15.22
4.4
nvidia/parakeet-rnnt-0.6b
10.226667
810.63
11.13
14.14
5.41
nvidia/parakeet-tdt-1.1b
10.186667
893.5
11.57
14.98
4.01
distil/whisper-distil-large-v3
9.84
153.26
10.58
14.98
3.96
nvidia/parakeet-ctc-0.6b
9.773333
4,383.61
10.79
14.97
3.56
distil/whisper-distil-large-v3.5
9.71
155.77
10.6
14.03
4.5
openai/whisper-large
9.453333
67.75
10.66
14.11
3.59
openai/whisper-large-v2
9.446667
64.51
10.9
14.24
3.2
nvidia/parakeet-ctc-1.1b
9.276667
2,793.75
10.14
14.46
3.23
nvidia/parakeet-tdt-0.6b-v2
9.023333
955.87
10.75
13.25
3.07
revai/machine
8.756667
null
7.63
15.72
2.92
openai/whisper-large-v3-turbo
8.723333
148.26
9.84
13.1
3.23
openai/whisper-large-v3
8.673333
68.56
9.71
13.16
3.15
revai/fusion
8.516667
null
7.56
15.47
2.52
assembly/best
8.2
null
9.4
11.82
3.38
speechmatics/enhanced
6.97
null
7.9
10.75
2.26
kyutai/stt-2.6b-en
6.645
52.56
10.36
null
2.93
elevenlabs/scribe_v1
5.896667
null
6.35
9.03
2.31
null
null
111.59
19.48
null
null
null
null
79.2
14.97
null
null
null
null
155.77
10.6
null
null
null
null
153.26
10.58
null
null
null
null
58.43
10.9
null
null
null
null
61.78
9.71
null
null
null
null
61.29
10.66
null
null
null
null
52.56
10.36
null
null
null
null
null
7.9
null
null
null
null
null
9.4
null
null
null
null
null
6.35
null
null
null
null
null
7.63
null
null
null
null
null
7.56
null
null
distil/whisper-distil-medium.en
18.96
125.91
19.48
24.82
12.58
distil/whisper-distil-large-v2
14.686667
89.73
14.97
19.24
9.85
distil/whisper-distil-large-v3.5
9.71
155.77
10.6
14.03
4.5
distil/whisper-distil-large-v3
9.84
153.26
10.58
14.98
3.96
openai/whisper-large-v2
9.446667
64.51
10.9
14.24
3.2
openai/whisper-large-v3
8.673333
68.56
9.71
13.16
3.15
openai/whisper-large
9.453333
67.75
10.66
14.11
3.59
openai/whisper-large-v3-turbo
8.723333
148.26
9.84
13.1
3.23
kyutai/stt-2.6b-en
6.645
52.56
10.36
null
2.93
speechmatics/enhanced
6.97
null
7.9
10.75
2.26
assembly/best
8.2
null
9.4
11.82
3.38
elevenlabs/scribe_v1
4.33
null
6.35
9.03
2.31
revai/machine
5.275
null
7.63
15.72
2.92
revai/fusion
5.04
null
7.56
15.47
2.52

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