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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 21 new columns ({'arm_a_math', 'arm_a_step', 'generalist_creative_writing', 'generalist_code', 'generalist_general', 'delta_overall_al', 'arm_a_code', 'training_samples', 'delta_math', 'delta_code', 'arm_a_creative_writing', 'delta_factual_qa', 'arm_a_overall_al', 'generalist_math', 'delta_general', 'generalist_step', 'arm_a_factual_qa', 'arm_a_general', 'delta_creative_writing', 'generalist_factual_qa', 'generalist_overall_al'}) and 8 missing columns ({'step', 'overall_al', 'code', 'math', 'creative_writing', 'point', 'factual_qa', 'general'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ryan-0608/MoS-DFlash-Evidence/releases/b5-qwen3-4b-fixed-budget/matched_volume_trajectory.csv (at revision ba0faed2e8ed587a5053d27fd47c4be308d6e137), ['hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/figures/data/qwen3-4b/v1/q3_4b_armA_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/figures/data/qwen3-4b/v1/q3_4b_armB_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/figures/data/qwen3-4b/v1/q3_4b_gen_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/releases/b5-qwen3-4b-fixed-budget/matched_volume_trajectory.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/releases/b5-qwen3-4b-fixed-budget/plot_armA_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/releases/b5-qwen3-4b-fixed-budget/plot_gen_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_creative_writing/al_curve.csv', 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'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg0_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg1_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg2_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg3_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAg3_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAm0_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAm1_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAm2_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAm3_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/scnAm_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd3_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd4_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd5_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd5pk_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd5pk_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd5pk_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd5pk_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd6_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sd7_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg3_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg4_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg5_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg6_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg7_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr2be0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr2be1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr2be2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr3e0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr3e1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr3e2_code/al_curve.csv']
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 "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
training_samples: int64
generalist_step: int64
arm_a_step: int64
generalist_overall_al: double
arm_a_overall_al: double
delta_overall_al: double
generalist_code: double
arm_a_code: double
delta_code: double
generalist_math: double
arm_a_math: double
delta_math: double
generalist_factual_qa: double
arm_a_factual_qa: double
delta_factual_qa: double
generalist_creative_writing: double
arm_a_creative_writing: double
delta_creative_writing: double
generalist_general: double
arm_a_general: double
delta_general: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3051
to
{'point': Value('string'), 'step': Value('int64'), 'overall_al': Value('float64'), 'code': Value('float64'), 'math': Value('float64'), 'factual_qa': Value('float64'), 'creative_writing': Value('float64'), 'general': 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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
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 21 new columns ({'arm_a_math', 'arm_a_step', 'generalist_creative_writing', 'generalist_code', 'generalist_general', 'delta_overall_al', 'arm_a_code', 'training_samples', 'delta_math', 'delta_code', 'arm_a_creative_writing', 'delta_factual_qa', 'arm_a_overall_al', 'generalist_math', 'delta_general', 'generalist_step', 'arm_a_factual_qa', 'arm_a_general', 'delta_creative_writing', 'generalist_factual_qa', 'generalist_overall_al'}) and 8 missing columns ({'step', 'overall_al', 'code', 'math', 'creative_writing', 'point', 'factual_qa', 'general'}).
This happened while the csv dataset builder was generating data using
hf://datasets/ryan-0608/MoS-DFlash-Evidence/releases/b5-qwen3-4b-fixed-budget/matched_volume_trajectory.csv (at revision ba0faed2e8ed587a5053d27fd47c4be308d6e137), ['hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/figures/data/qwen3-4b/v1/q3_4b_armA_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/figures/data/qwen3-4b/v1/q3_4b_armB_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/figures/data/qwen3-4b/v1/q3_4b_gen_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/releases/b5-qwen3-4b-fixed-budget/matched_volume_trajectory.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/releases/b5-qwen3-4b-fixed-budget/plot_armA_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/releases/b5-qwen3-4b-fixed-budget/plot_gen_traj.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a2_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a3_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a4_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a5_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a5_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/a5_factual_qa/al_curve.csv', 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'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg3_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg4_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg5_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg6_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sg7_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_creative_writing/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_factual_qa/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_general/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/sgpk_math/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr2be0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr2be1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr2be2_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr3e0_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr3e1_code/al_curve.csv', 'hf://datasets/ryan-0608/MoS-DFlash-Evidence@ba0faed2e8ed587a5053d27fd47c4be308d6e137/results/historical-al-curves/v1/wr3e2_code/al_curve.csv']
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)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
point string | step int64 | overall_al float64 | code float64 | math float64 | factual_qa float64 | creative_writing float64 | general float64 |
|---|---|---|---|---|---|---|---|
step_10000 | 10,000 | 3.1315 | 3.1009 | 4.4019 | 2.6961 | 2.6091 | 2.8495 |
step_12500 | 12,500 | 3.1969 | 3.1276 | 4.5913 | 2.7403 | 2.6474 | 2.8777 |
step_15000 | 15,000 | 3.2012 | 3.1329 | 4.5902 | 2.7227 | 2.6764 | 2.884 |
step_17500 | 17,500 | 3.2312 | 3.1796 | 4.5761 | 2.7718 | 2.6783 | 2.9503 |
step_20000 | 20,000 | 3.2405 | 3.1978 | 4.6114 | 2.7855 | 2.6783 | 2.9295 |
step_22500 | 22,500 | 3.2702 | 3.2066 | 4.6825 | 2.7797 | 2.721 | 2.961 |
step_2500 | 2,500 | 2.9335 | 2.8528 | 4.1414 | 2.5529 | 2.3996 | 2.7209 |
step_25000 | 25,000 | 3.2897 | 3.2198 | 4.766 | 2.8254 | 2.6797 | 2.9575 |
step_27500 | 27,500 | 3.295 | 3.2186 | 4.7407 | 2.7984 | 2.7394 | 2.9779 |
step_30000 | 30,000 | 3.3085 | 3.2391 | 4.7723 | 2.8213 | 2.7316 | 2.9781 |
step_32500 | 32,500 | 3.3256 | 3.2592 | 4.8172 | 2.8294 | 2.7085 | 3.0135 |
step_35000 | 35,000 | 3.3261 | 3.2914 | 4.8069 | 2.8414 | 2.6962 | 2.9948 |
step_37500 | 37,500 | 3.3239 | 3.2841 | 4.8004 | 2.8284 | 2.7176 | 2.989 |
step_40000 | 40,000 | 3.3506 | 3.2863 | 4.8107 | 2.8388 | 2.7968 | 3.0202 |
step_42500 | 42,500 | 3.3679 | 3.262 | 4.9353 | 2.8437 | 2.7576 | 3.0407 |
step_45000 | 45,000 | 3.3627 | 3.2946 | 4.8828 | 2.8456 | 2.7726 | 3.0178 |
step_47500 | 47,500 | 3.3761 | 3.302 | 4.8511 | 2.8643 | 2.8334 | 3.0299 |
step_5000 | 5,000 | 3.0275 | 2.9729 | 4.2464 | 2.6362 | 2.5029 | 2.7791 |
step_50000 | 50,000 | 3.3793 | 3.3113 | 4.9204 | 2.8589 | 2.7821 | 3.0235 |
step_52500 | 52,500 | 3.3732 | 3.3012 | 4.9109 | 2.8472 | 2.7816 | 3.0251 |
step_55000 | 55,000 | 3.3787 | 3.3068 | 4.8855 | 2.882 | 2.7892 | 3.0299 |
step_57500 | 57,500 | 3.3867 | 3.3318 | 4.8669 | 2.899 | 2.808 | 3.0275 |
step_60000 | 60,000 | 3.3851 | 3.3215 | 4.9434 | 2.8583 | 2.7836 | 3.0184 |
step_62500 | 62,500 | 3.3869 | 3.2986 | 4.9339 | 2.8783 | 2.8065 | 3.017 |
step_65000 | 65,000 | 3.3844 | 3.3203 | 4.8788 | 2.88 | 2.7953 | 3.0476 |
step_67500 | 67,500 | 3.3854 | 3.3001 | 4.8815 | 2.86 | 2.846 | 3.0393 |
step_70000 | 70,000 | 3.3894 | 3.3288 | 4.9029 | 2.862 | 2.807 | 3.0465 |
step_72500 | 72,500 | 3.3713 | 3.3143 | 4.8882 | 2.8801 | 2.7253 | 3.0484 |
step_7500 | 7,500 | 3.094 | 3.0365 | 4.3622 | 2.6655 | 2.5707 | 2.8351 |
epoch_0_step_24970 | 24,970 | 3.2848 | 3.2287 | 4.6862 | 2.8052 | 2.7273 | 2.9769 |
epoch_1_step_49940 | 49,940 | 3.364 | 3.27 | 4.8682 | 2.8645 | 2.8029 | 3.0143 |
epoch_2_step_74910 | 74,910 | 3.3845 | 3.3085 | 4.953 | 2.8821 | 2.7355 | 3.0432 |
step_10000 | 10,000 | 3.3373 | 3.2303 | 4.7736 | 2.8494 | 2.7661 | 3.0674 |
step_12500 | 12,500 | 3.3604 | 3.2559 | 4.8735 | 2.8494 | 2.7591 | 3.0638 |
step_15000 | 15,000 | 3.3424 | 3.2609 | 4.7799 | 2.8671 | 2.7336 | 3.0708 |
step_17500 | 17,500 | 3.3587 | 3.2884 | 4.7953 | 2.8823 | 2.7616 | 3.0662 |
step_20000 | 20,000 | 3.3828 | 3.2908 | 4.8577 | 2.8816 | 2.7912 | 3.0929 |
step_22500 | 22,500 | 3.4117 | 3.328 | 4.8962 | 2.8947 | 2.8319 | 3.1077 |
step_2500 | 2,500 | 3.2904 | 3.204 | 4.6521 | 2.848 | 2.7205 | 3.0272 |
step_25000 | 25,000 | 3.4146 | 3.3412 | 4.9544 | 2.8993 | 2.7676 | 3.1106 |
step_27500 | 27,500 | 3.3808 | 3.3244 | 4.8682 | 2.8768 | 2.7483 | 3.0864 |
step_30000 | 30,000 | 3.4306 | 3.3264 | 4.9819 | 2.9117 | 2.8277 | 3.1051 |
step_32500 | 32,500 | 3.4111 | 3.32 | 4.9407 | 2.8812 | 2.8235 | 3.0901 |
step_35000 | 35,000 | 3.4409 | 3.353 | 4.9654 | 2.9262 | 2.8673 | 3.0927 |
step_37500 | 37,500 | 3.4415 | 3.3442 | 4.9805 | 2.9096 | 2.8555 | 3.1174 |
step_40000 | 40,000 | 3.4502 | 3.355 | 5.0112 | 2.9184 | 2.8487 | 3.1178 |
step_42500 | 42,500 | 3.4495 | 3.3484 | 5.0098 | 2.9469 | 2.8272 | 3.1151 |
step_45000 | 45,000 | 3.4678 | 3.3501 | 5.0866 | 2.9109 | 2.8646 | 3.127 |
step_47500 | 47,500 | 3.472 | 3.3631 | 5.0507 | 2.9503 | 2.8834 | 3.1122 |
step_5000 | 5,000 | 3.3201 | 3.2545 | 4.7445 | 2.8371 | 2.7114 | 3.0531 |
step_50000 | 50,000 | 3.436 | 3.3625 | 4.9667 | 2.9192 | 2.8004 | 3.1313 |
step_52500 | 52,500 | 3.4759 | 3.3722 | 5.0564 | 2.9192 | 2.9047 | 3.127 |
step_55000 | 55,000 | 3.4906 | 3.3837 | 5.0837 | 2.9562 | 2.8976 | 3.132 |
step_57500 | 57,500 | 3.4824 | 3.3605 | 5.1011 | 2.9401 | 2.8743 | 3.1363 |
step_60000 | 60,000 | 3.4746 | 3.3761 | 5.0779 | 2.9522 | 2.8455 | 3.1212 |
step_62500 | 62,500 | 3.4826 | 3.3732 | 5.0982 | 2.9484 | 2.8856 | 3.1076 |
step_65000 | 65,000 | 3.4856 | 3.363 | 5.1509 | 2.9388 | 2.8593 | 3.1162 |
step_67500 | 67,500 | 3.4704 | 3.3592 | 5.1142 | 2.9123 | 2.8272 | 3.139 |
step_70000 | 70,000 | 3.4722 | 3.3882 | 5.045 | 2.9536 | 2.8582 | 3.1158 |
step_72500 | 72,500 | 3.4776 | 3.358 | 5.1156 | 2.9522 | 2.8587 | 3.1035 |
step_7500 | 7,500 | 3.331 | 3.2471 | 4.7096 | 2.8579 | 2.7861 | 3.0542 |
epoch_0_step_24970 | 24,970 | 3.3997 | 3.3121 | 4.9177 | 2.9156 | 2.7651 | 3.088 |
epoch_1_step_49940 | 49,940 | 3.4776 | 3.3692 | 5.0779 | 2.9344 | 2.897 | 3.1094 |
epoch_2_step_74910 | 74,910 | 3.4775 | 3.3702 | 5.0536 | 2.9517 | 2.8796 | 3.1326 |
null | 10,000 | 3.1686 | 3.0954 | 4.4225 | 2.7484 | 2.6225 | 2.9544 |
null | 11,250 | 3.1772 | 3.1039 | 4.4655 | 2.7516 | 2.6328 | 2.9324 |
null | 1,250 | 2.8705 | 2.8119 | 3.8965 | 2.5357 | 2.4068 | 2.7016 |
null | 12,500 | 3.2067 | 3.1265 | 4.5161 | 2.7495 | 2.662 | 2.9796 |
null | 13,750 | 3.208 | 3.1213 | 4.5298 | 2.7881 | 2.6315 | 2.9692 |
null | 15,000 | 3.2329 | 3.1571 | 4.5298 | 2.7828 | 2.6881 | 3.0066 |
null | 16,250 | 3.2303 | 3.1638 | 4.5333 | 2.811 | 2.6524 | 2.9912 |
null | 17,500 | 3.2244 | 3.1572 | 4.5287 | 2.8225 | 2.6216 | 2.992 |
null | 18,750 | 3.2505 | 3.174 | 4.589 | 2.8148 | 2.6895 | 2.9849 |
null | 20,000 | 3.258 | 3.1773 | 4.6245 | 2.8278 | 2.6648 | 2.9958 |
null | 21,250 | 3.2841 | 3.2001 | 4.6594 | 2.804 | 2.7143 | 3.0429 |
null | 22,500 | 3.2748 | 3.2091 | 4.6305 | 2.8277 | 2.662 | 3.0446 |
null | 23,750 | 3.282 | 3.2021 | 4.6091 | 2.8431 | 2.7181 | 3.0378 |
null | 2,500 | 2.9964 | 2.9148 | 4.1491 | 2.631 | 2.509 | 2.7783 |
null | 25,000 | 3.3024 | 3.2186 | 4.6353 | 2.8531 | 2.7463 | 3.0587 |
null | 26,250 | 3.2875 | 3.203 | 4.6233 | 2.8247 | 2.7414 | 3.0452 |
null | 27,500 | 3.2927 | 3.2635 | 4.6114 | 2.8239 | 2.7157 | 3.049 |
null | 28,750 | 3.2976 | 3.2152 | 4.6911 | 2.8471 | 2.7057 | 3.0287 |
null | 30,000 | 3.2872 | 3.2221 | 4.6485 | 2.8589 | 2.6593 | 3.0472 |
null | 31,250 | 3.2953 | 3.2416 | 4.6257 | 2.8402 | 2.6999 | 3.0691 |
null | 32,500 | 3.2755 | 3.194 | 4.6257 | 2.8419 | 2.6853 | 3.0304 |
null | 33,750 | 3.3071 | 3.2128 | 4.6789 | 2.8465 | 2.722 | 3.0751 |
null | 35,000 | 3.2808 | 3.2014 | 4.6642 | 2.8179 | 2.7018 | 3.0183 |
null | 36,250 | 3.2694 | 3.1896 | 4.6233 | 2.8381 | 2.6616 | 3.0345 |
null | 3,750 | 3.0412 | 2.9734 | 4.2085 | 2.6458 | 2.5334 | 2.8447 |
null | 5,000 | 3.0631 | 3.0204 | 4.2495 | 2.694 | 2.5024 | 2.849 |
null | 6,250 | 3.1019 | 3.0239 | 4.3264 | 2.6841 | 2.5902 | 2.8851 |
null | 7,500 | 3.1331 | 3.0864 | 4.3506 | 2.7112 | 2.5946 | 2.923 |
null | 8,750 | 3.1352 | 3.0659 | 4.3782 | 2.7174 | 2.5937 | 2.9209 |
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End of preview.
MoS-DFlash aggregate experiment evidence
This dataset repository contains aggregate, reviewer-facing evidence for the MoS-DFlash experiments. It does not contain prompts, per-prompt generations, training data, credentials, internal paths, or raw training logs.
B5 Qwen3-4B fixed-budget replication
releases/b5-qwen3-4b-fixed-budget/ contains:
- the frozen result summary;
- the matched-training-volume aggregate trajectory;
- plot-ready aggregate trajectories;
- run metadata; and
- an artifact manifest with hashes for the larger local evidence tree.
The files named by artifact_manifest.json are provenance records. Files that
are not present in this repository remain unpublished; their names and hashes
are included only to make the released aggregates traceable to the frozen
local evidence snapshot.
The reported paired bootstrap intervals quantify prompt-level uncertainty for one fixed model pair. They do not establish training-seed robustness or a universal per-domain improvement.
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