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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 9 new columns ({'brain_rsa_std', 'frac_of_ceiling_mean', 'brain_rsa_SemLocal', 'brain_rsa_pearson_mean', 'brain_n_cells', 'brain_rsa_Orth', 'brain_rsa_Sem', 'brain_rsa_Phon', 'brain_rsa_mean'}) and 9 missing columns ({'session', 'rsa_hi', 'rsa_lo', 'dataset', 'n_stim', 'task', 'rsa', 'rsa_kendall', 'rsa_pearson'}).
This happened while the csv dataset builder was generating data using
hf://datasets/BrainAlign/cdl-devai-wang2025/by-model/parc-mamba-seed0/checkpoints.csv (at revision ef04300cd678312049515429a18471b957f8225f), ['hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1.4b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1.4b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-160m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-160m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-410m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-410m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-70m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-70m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/ceiling-analysis/ceilings.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/by_checkpoint.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/claim_tests.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/null_referenced.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/null_summary.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/summary_by_family.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 1848, 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 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
family: string
model_ref: string
step: int64
tokens: int64
brain_rsa_mean: double
brain_rsa_std: double
brain_rsa_pearson_mean: double
brain_n_cells: int64
frac_of_ceiling_mean: double
brain_rsa_Orth: double
brain_rsa_Phon: double
brain_rsa_Sem: double
brain_rsa_SemLocal: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1909
to
{'family': Value('string'), 'model_ref': Value('string'), 'dataset': Value('string'), 'step': Value('int64'), 'tokens': Value('int64'), 'task': Value('string'), 'session': Value('string'), 'n_stim': Value('int64'), 'rsa': Value('float64'), 'rsa_pearson': Value('float64'), 'rsa_kendall': Value('float64'), 'rsa_lo': Value('float64'), 'rsa_hi': 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 1694, 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 1850, 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 9 new columns ({'brain_rsa_std', 'frac_of_ceiling_mean', 'brain_rsa_SemLocal', 'brain_rsa_pearson_mean', 'brain_n_cells', 'brain_rsa_Orth', 'brain_rsa_Sem', 'brain_rsa_Phon', 'brain_rsa_mean'}) and 9 missing columns ({'session', 'rsa_hi', 'rsa_lo', 'dataset', 'n_stim', 'task', 'rsa', 'rsa_kendall', 'rsa_pearson'}).
This happened while the csv dataset builder was generating data using
hf://datasets/BrainAlign/cdl-devai-wang2025/by-model/parc-mamba-seed0/checkpoints.csv (at revision ef04300cd678312049515429a18471b957f8225f), ['hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-mamba-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-pythia-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/parc-rwkv-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1.4b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1.4b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-160m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-160m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-1b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-410m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-410m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-70m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/by-model/pythia-70m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/ceiling-analysis/ceilings.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/by_checkpoint.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/claim_tests.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/null_referenced.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/null_summary.csv', 'hf://datasets/BrainAlign/cdl-devai-wang2025@ef04300cd678312049515429a18471b957f8225f/overall/summary_by_family.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.
family string | model_ref string | dataset string | step int64 | tokens int64 | task string | session string | n_stim int64 | rsa float64 | rsa_pearson float64 | rsa_kendall float64 | rsa_lo null | rsa_hi null |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | Orth | ses-11 | 96 | -0.002647 | 0.002514 | -0.00158 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | Orth | ses-11 | 96 | -0.042961 | -0.012182 | -0.028081 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | Orth | ses-11 | 96 | -0.035404 | -0.016355 | -0.023498 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | Orth | ses-11 | 96 | -0.040933 | -0.019519 | -0.027288 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | Orth | ses-11 | 96 | -0.008305 | -0.005045 | -0.005624 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | Orth | ses-11 | 96 | 0.024412 | 0.009108 | 0.016334 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | Orth | ses-11 | 96 | -0.036816 | -0.018294 | -0.024551 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | Orth | ses-11 | 96 | -0.03618 | -0.01392 | -0.023983 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | Orth | ses-11 | 96 | -0.045867 | -0.014224 | -0.03041 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | Orth | ses-11 | 96 | -0.031851 | -0.009405 | -0.021021 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | Orth | ses-11 | 96 | -0.047885 | -0.018042 | -0.0317 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | Orth | ses-11+ | 96 | 0.007125 | 0.004328 | 0.004849 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | Orth | ses-11+ | 96 | -0.026887 | -0.012243 | -0.017618 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | Orth | ses-11+ | 96 | -0.020321 | -0.01686 | -0.01325 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | Orth | ses-11+ | 96 | -0.027035 | -0.020677 | -0.018023 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | Orth | ses-11+ | 96 | -0.003232 | -0.011355 | -0.002283 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | Orth | ses-11+ | 96 | 0.018589 | 0.002847 | 0.012452 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | Orth | ses-11+ | 96 | -0.027061 | -0.019749 | -0.017854 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | Orth | ses-11+ | 96 | -0.013411 | -0.006759 | -0.008809 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | Orth | ses-11+ | 96 | -0.019854 | -0.013611 | -0.013135 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | Orth | ses-11+ | 96 | -0.00505 | -0.00546 | -0.003297 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | Orth | ses-11+ | 96 | -0.024397 | -0.013393 | -0.015843 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | Phon | ses-11 | 96 | -0.002647 | 0.002514 | -0.00158 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | Phon | ses-11 | 96 | -0.042961 | -0.012182 | -0.028081 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | Phon | ses-11 | 96 | -0.035404 | -0.016355 | -0.023498 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | Phon | ses-11 | 96 | -0.040933 | -0.019519 | -0.027288 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | Phon | ses-11 | 96 | -0.008305 | -0.005045 | -0.005624 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | Phon | ses-11 | 96 | 0.024412 | 0.009108 | 0.016334 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | Phon | ses-11 | 96 | -0.036816 | -0.018294 | -0.024551 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | Phon | ses-11 | 96 | -0.03618 | -0.01392 | -0.023983 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | Phon | ses-11 | 96 | -0.045867 | -0.014224 | -0.03041 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | Phon | ses-11 | 96 | -0.031851 | -0.009405 | -0.021021 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | Phon | ses-11 | 96 | -0.047885 | -0.018042 | -0.0317 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | Phon | ses-11+ | 96 | 0.007125 | 0.004328 | 0.004849 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | Phon | ses-11+ | 96 | -0.026887 | -0.012243 | -0.017618 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | Phon | ses-11+ | 96 | -0.020321 | -0.01686 | -0.01325 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | Phon | ses-11+ | 96 | -0.027035 | -0.020677 | -0.018023 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | Phon | ses-11+ | 96 | -0.003232 | -0.011355 | -0.002283 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | Phon | ses-11+ | 96 | 0.018589 | 0.002847 | 0.012452 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | Phon | ses-11+ | 96 | -0.027061 | -0.019749 | -0.017854 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | Phon | ses-11+ | 96 | -0.013411 | -0.006759 | -0.008809 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | Phon | ses-11+ | 96 | -0.019854 | -0.013611 | -0.013135 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | Phon | ses-11+ | 96 | -0.00505 | -0.00546 | -0.003297 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | Phon | ses-11+ | 96 | -0.024397 | -0.013393 | -0.015843 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | Sem | ses-11 | 48 | -0.005053 | 0.00328 | -0.003423 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | Sem | ses-11 | 48 | -0.001619 | -0.008393 | -0.000856 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | Sem | ses-11 | 48 | 0.021574 | -0.00403 | 0.013649 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | Sem | ses-11 | 48 | 0.035116 | 0.005719 | 0.023114 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | Sem | ses-11 | 48 | 0.031511 | -0.005915 | 0.020565 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | Sem | ses-11 | 48 | 0.040623 | -0.005839 | 0.026418 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | Sem | ses-11 | 48 | 0.02794 | 0.012076 | 0.017526 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | Sem | ses-11 | 48 | 0.029516 | 0.017164 | 0.019842 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | Sem | ses-11 | 48 | 0.004367 | -0.002507 | 0.002753 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | Sem | ses-11 | 48 | 0.012249 | -0.002729 | 0.007674 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | Sem | ses-11 | 48 | -0.005631 | -0.009869 | -0.003952 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | Sem | ses-11+ | 48 | -0.026966 | 0.001097 | -0.01741 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | Sem | ses-11+ | 48 | -0.004282 | 0.002119 | -0.003452 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | Sem | ses-11+ | 48 | 0.00766 | 0.006355 | 0.005113 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | Sem | ses-11+ | 48 | 0.016549 | 0.018082 | 0.011211 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | Sem | ses-11+ | 48 | 0.01498 | -0.00694 | 0.010229 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | Sem | ses-11+ | 48 | -0.00687 | -0.010249 | -0.004452 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | Sem | ses-11+ | 48 | 0.005848 | 0.010583 | 0.003829 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | Sem | ses-11+ | 48 | 0.024335 | 0.013994 | 0.016308 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | Sem | ses-11+ | 48 | -0.010538 | -0.011743 | -0.006847 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | Sem | ses-11+ | 48 | 0.002571 | -0.00184 | 0.001687 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | Sem | ses-11+ | 48 | -0.016189 | -0.014953 | -0.011211 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | SemLocal | ses-11 | 48 | -0.005487 | -0.023409 | -0.003933 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | SemLocal | ses-11 | 48 | 0.025271 | 0.008514 | 0.017262 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | SemLocal | ses-11 | 48 | 0.029749 | 0.024464 | 0.019319 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | SemLocal | ses-11 | 48 | 0.02603 | 0.024131 | 0.016953 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | SemLocal | ses-11 | 48 | -0.001252 | 0.00714 | -0.001183 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | SemLocal | ses-11 | 48 | 0.010448 | -0.002749 | 0.006737 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | SemLocal | ses-11 | 48 | 0.009661 | 0.01379 | 0.006384 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | SemLocal | ses-11 | 48 | 0.019842 | 0.031647 | 0.013363 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | SemLocal | ses-11 | 48 | 0.036852 | 0.039141 | 0.024757 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | SemLocal | ses-11 | 48 | 0.023599 | 0.033266 | 0.015921 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | SemLocal | ses-11 | 48 | 0.036371 | 0.047393 | 0.024304 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds006239 | 10 | 5,242,880 | SemLocal | ses-11+ | 48 | -0.013674 | -0.011344 | -0.008886 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds006239 | 20 | 10,485,760 | SemLocal | ses-11+ | 48 | 0.00015 | -0.006826 | -0.000252 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds006239 | 30 | 15,728,640 | SemLocal | ses-11+ | 48 | 0.019949 | 0.001169 | 0.012768 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds006239 | 50 | 26,214,400 | SemLocal | ses-11+ | 48 | 0.005906 | -0.005935 | 0.003625 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds006239 | 70 | 36,700,160 | SemLocal | ses-11+ | 48 | -0.004413 | -0.008091 | -0.003033 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds006239 | 100 | 52,428,800 | SemLocal | ses-11+ | 48 | 0.012465 | -0.011825 | 0.008316 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds006239 | 300 | 157,286,400 | SemLocal | ses-11+ | 48 | 0.002267 | -0.004384 | 0.001312 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds006239 | 640 | 335,544,320 | SemLocal | ses-11+ | 48 | -0.000562 | 0.012756 | -0.000538 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds006239 | 1,100 | 576,716,800 | SemLocal | ses-11+ | 48 | 0.008727 | 0.021957 | 0.005632 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds006239 | 1,850 | 969,932,800 | SemLocal | ses-11+ | 48 | 0.019319 | 0.028428 | 0.013467 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds006239 | 4,000 | 2,097,152,000 | SemLocal | ses-11+ | 48 | 0.017666 | 0.030947 | 0.012032 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | null | 10 | 5,242,880 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | null | 20 | 10,485,760 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | null | 30 | 15,728,640 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | null | 50 | 26,214,400 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | null | 70 | 36,700,160 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | null | 100 | 52,428,800 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | null | 300 | 157,286,400 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | null | 640 | 335,544,320 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | null | 1,100 | 576,716,800 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | null | 1,850 | 969,932,800 | null | null | null | null | null | null | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | null | 4,000 | 2,097,152,000 | null | null | null | null | null | null | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-10 | ds006239 | 10 | 5,242,880 | Orth | ses-11 | 96 | -0.055138 | -0.008149 | -0.036785 | null | null |
End of preview.
Wang et al. (2025) — LM brain-alignment results
Language-model / fMRI representational-alignment results for Wang et al. (2025): word-level phonological and semantic reading tasks in children and adolescents aged 10-17
OpenNeuro accession ds006239 · cohort: children and adolescents, ages 10-17 · modality: reading (visual)
· tasks: Orth, Phon, Sem, SemLocal · cells: 8 · rows: 1232
Layout follows BrainAlign/cdl-devai-results:
by-model/<family>/{brain_alignment,checkpoints}.csv, overall/,
ceiling-analysis/, provenance_tier_ledger.json.
Result: alignment is not distinguishable from a random seed
5 trained families (pythia-1.4b-full, pythia-160m-full, pythia-1b-full, pythia-410m-full, pythia-70m-full) and 9 PARC noise-seed baselines, scored identically. Cells where a real family exceeds all 9 noise seeds: 5 of 40, against 4.0 expected by chance.
Pooled across all three developmental datasets: 9/130 observed vs 13.0 expected (p = 0.91); per-cell means of real families vs noise seeds correlate at r = +0.863; 83.9% of variance is cell identity and 3.2% model family.
Interpretation
These RDMs have real inter-subject reliability (noise ceilings in
ceiling-analysis/ceilings.csv), but the upstream pipeline's positive controls
fail on this dataset. The claim supported here is "no LM alignment is
detectable by this measurement" — not "language models do not align with the
developing brain." Read this as a result about the benchmark.
Negative results are published here deliberately: the per-cell nulls and the noise-seed baselines are the reusable part.
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