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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 7 new columns ({'brain_rsa_Sem', 'brain_rsa_mean', 'brain_rsa_Phon', 'brain_rsa_pearson_mean', 'frac_of_ceiling_mean', 'brain_rsa_std', 'brain_n_cells'}) and 9 missing columns ({'dataset', 'rsa_pearson', 'session', 'rsa_kendall', 'rsa', 'n_stim', 'task', 'rsa_lo', 'rsa_hi'}).
This happened while the csv dataset builder was generating data using
hf://datasets/BrainAlign/cdl-devai-lytle2020/by-model/parc-mamba-seed0/checkpoints.csv (at revision 401d1af39118d7354bdad90f5daf998289dec991), ['hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1.4b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1.4b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-160m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-160m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-410m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-410m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-70m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-70m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/ceiling-analysis/ceilings.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/by_checkpoint.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/claim_tests.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/null_referenced.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/null_summary.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/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_Phon: double
brain_rsa_Sem: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1643
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 7 new columns ({'brain_rsa_Sem', 'brain_rsa_mean', 'brain_rsa_Phon', 'brain_rsa_pearson_mean', 'frac_of_ceiling_mean', 'brain_rsa_std', 'brain_n_cells'}) and 9 missing columns ({'dataset', 'rsa_pearson', 'session', 'rsa_kendall', 'rsa', 'n_stim', 'task', 'rsa_lo', 'rsa_hi'}).
This happened while the csv dataset builder was generating data using
hf://datasets/BrainAlign/cdl-devai-lytle2020/by-model/parc-mamba-seed0/checkpoints.csv (at revision 401d1af39118d7354bdad90f5daf998289dec991), ['hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-mamba-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-pythia-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed0/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed0/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed1/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed1/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed2/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/parc-rwkv-seed2/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1.4b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1.4b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-160m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-160m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1b-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-1b-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-410m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-410m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-70m-full/brain_alignment.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/by-model/pythia-70m-full/checkpoints.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/ceiling-analysis/ceilings.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/by_checkpoint.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/claim_tests.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/null_referenced.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/overall/null_summary.csv', 'hf://datasets/BrainAlign/cdl-devai-lytle2020@401d1af39118d7354bdad90f5daf998289dec991/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 | ds002236 | 10 | 5,242,880 | Phon | ses-11 | 96 | 0.016661 | 0.010744 | 0.011087 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds002236 | 20 | 10,485,760 | Phon | ses-11 | 96 | 0.021726 | 0.020761 | 0.014714 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds002236 | 30 | 15,728,640 | Phon | ses-11 | 96 | 0.013485 | 0.013985 | 0.008961 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds002236 | 50 | 26,214,400 | Phon | ses-11 | 96 | 0.01033 | 0.010138 | 0.006908 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds002236 | 70 | 36,700,160 | Phon | ses-11 | 96 | -0.013673 | -0.01543 | -0.009085 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds002236 | 100 | 52,428,800 | Phon | ses-11 | 96 | 0.013548 | -0.003417 | 0.008704 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds002236 | 300 | 157,286,400 | Phon | ses-11 | 96 | 0.002967 | 0.001615 | 0.002026 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds002236 | 640 | 335,544,320 | Phon | ses-11 | 96 | 0.044675 | 0.024745 | 0.02971 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Phon | ses-11 | 96 | 0.054989 | 0.030145 | 0.036664 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Phon | ses-11 | 96 | 0.039608 | 0.024844 | 0.026448 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Phon | ses-11 | 96 | 0.042966 | 0.017739 | 0.028961 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds002236 | 10 | 5,242,880 | Phon | ses-11+ | 96 | 0.012069 | 0.006371 | 0.007957 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds002236 | 20 | 10,485,760 | Phon | ses-11+ | 96 | 0.025447 | 0.019093 | 0.016936 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds002236 | 30 | 15,728,640 | Phon | ses-11+ | 96 | 0.020536 | 0.0118 | 0.013716 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds002236 | 50 | 26,214,400 | Phon | ses-11+ | 96 | 0.014607 | 0.010419 | 0.00975 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds002236 | 70 | 36,700,160 | Phon | ses-11+ | 96 | -0.024272 | -0.012432 | -0.016161 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds002236 | 100 | 52,428,800 | Phon | ses-11+ | 96 | -0.021863 | -0.017995 | -0.014469 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds002236 | 300 | 157,286,400 | Phon | ses-11+ | 96 | -0.013213 | -0.009751 | -0.008852 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds002236 | 640 | 335,544,320 | Phon | ses-11+ | 96 | 0.027048 | 0.01058 | 0.018127 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Phon | ses-11+ | 96 | 0.048945 | 0.017919 | 0.032835 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Phon | ses-11+ | 96 | 0.036483 | 0.010722 | 0.024495 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Phon | ses-11+ | 96 | 0.036467 | 0.00521 | 0.024534 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds002236 | 10 | 5,242,880 | Phon | ses-9 | 96 | -0.003713 | -0.000105 | -0.002449 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds002236 | 20 | 10,485,760 | Phon | ses-9 | 96 | 0.011791 | 0.014668 | 0.007844 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds002236 | 30 | 15,728,640 | Phon | ses-9 | 96 | 0.014603 | 0.011906 | 0.009742 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds002236 | 50 | 26,214,400 | Phon | ses-9 | 96 | 0.012775 | 0.013132 | 0.008515 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds002236 | 70 | 36,700,160 | Phon | ses-9 | 96 | 0.008179 | -0.002864 | 0.005278 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds002236 | 100 | 52,428,800 | Phon | ses-9 | 96 | 0.011124 | -0.007351 | 0.007394 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds002236 | 300 | 157,286,400 | Phon | ses-9 | 96 | 0.006252 | -0.001618 | 0.004197 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds002236 | 640 | 335,544,320 | Phon | ses-9 | 96 | 0.051846 | 0.028289 | 0.034559 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Phon | ses-9 | 96 | 0.06946 | 0.030352 | 0.04652 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Phon | ses-9 | 96 | 0.057239 | 0.030633 | 0.038378 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Phon | ses-9 | 96 | 0.052671 | 0.024563 | 0.035224 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds002236 | 10 | 5,242,880 | Sem | ses-11 | 48 | 0.081521 | 0.034657 | 0.05422 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds002236 | 20 | 10,485,760 | Sem | ses-11 | 48 | 0.054384 | 0.019277 | 0.037346 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds002236 | 30 | 15,728,640 | Sem | ses-11 | 48 | 0.036361 | 0.011956 | 0.025103 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds002236 | 50 | 26,214,400 | Sem | ses-11 | 48 | 0.032871 | -0.000256 | 0.022488 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds002236 | 70 | 36,700,160 | Sem | ses-11 | 48 | 0.031777 | 0.009255 | 0.021503 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds002236 | 100 | 52,428,800 | Sem | ses-11 | 48 | 0.037733 | 0.021608 | 0.025288 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds002236 | 300 | 157,286,400 | Sem | ses-11 | 48 | 0.00759 | 0.01312 | 0.005311 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds002236 | 640 | 335,544,320 | Sem | ses-11 | 48 | 0.059612 | 0.021316 | 0.039023 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Sem | ses-11 | 48 | 0.046361 | 0.02248 | 0.030401 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Sem | ses-11 | 48 | 0.020571 | 0.024615 | 0.013643 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Sem | ses-11 | 48 | 0.004193 | 0.014519 | 0.002822 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds002236 | 10 | 5,242,880 | Sem | ses-11+ | 48 | 0.025989 | -0.009294 | 0.017756 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds002236 | 20 | 10,485,760 | Sem | ses-11+ | 48 | 0.025982 | 0.001143 | 0.018237 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds002236 | 30 | 15,728,640 | Sem | ses-11+ | 48 | 0.021837 | 0.008954 | 0.014534 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds002236 | 50 | 26,214,400 | Sem | ses-11+ | 48 | 0.022951 | -0.004146 | 0.01499 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds002236 | 70 | 36,700,160 | Sem | ses-11+ | 48 | 0.021536 | -0.013261 | 0.013885 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds002236 | 100 | 52,428,800 | Sem | ses-11+ | 48 | 0.022892 | -0.000945 | 0.014738 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds002236 | 300 | 157,286,400 | Sem | ses-11+ | 48 | -0.026502 | 0.011487 | -0.016912 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds002236 | 640 | 335,544,320 | Sem | ses-11+ | 48 | 0.03695 | 0.003353 | 0.02493 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Sem | ses-11+ | 48 | 0.026669 | 0.005564 | 0.018442 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Sem | ses-11+ | 48 | -0.00152 | 0.005968 | -0.001035 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Sem | ses-11+ | 48 | -0.018923 | -0.00363 | -0.012101 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-10 | ds002236 | 10 | 5,242,880 | Sem | ses-9 | 48 | 0.047763 | 0.00971 | 0.03172 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-20 | ds002236 | 20 | 10,485,760 | Sem | ses-9 | 48 | 0.038496 | 0.016817 | 0.027129 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-30 | ds002236 | 30 | 15,728,640 | Sem | ses-9 | 48 | 0.019424 | 0.018923 | 0.013149 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-50 | ds002236 | 50 | 26,214,400 | Sem | ses-9 | 48 | 0.011268 | 0.008062 | 0.007665 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-70 | ds002236 | 70 | 36,700,160 | Sem | ses-9 | 48 | -0.006103 | 0.007816 | -0.003987 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-100 | ds002236 | 100 | 52,428,800 | Sem | ses-9 | 48 | 0.015104 | 0.004521 | 0.00993 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-300 | ds002236 | 300 | 157,286,400 | Sem | ses-9 | 48 | -0.013941 | 0.015809 | -0.009235 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-640 | ds002236 | 640 | 335,544,320 | Sem | ses-9 | 48 | 0.024842 | 0.011302 | 0.016277 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Sem | ses-9 | 48 | 0.028048 | 0.0157 | 0.018202 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Sem | ses-9 | 48 | -0.011678 | 0.006343 | -0.008178 | null | null |
parc-mamba-seed0 | jmichaelov/parc-mamba-seed0@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Sem | ses-9 | 48 | -0.022039 | 0.000164 | -0.014933 | 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 | ds002236 | 10 | 5,242,880 | Phon | ses-11 | 96 | 0.00131 | 0.004283 | 0.000772 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-20 | ds002236 | 20 | 10,485,760 | Phon | ses-11 | 96 | 0.016439 | 0.014444 | 0.011018 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-30 | ds002236 | 30 | 15,728,640 | Phon | ses-11 | 96 | 0.011698 | 0.005822 | 0.007947 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-50 | ds002236 | 50 | 26,214,400 | Phon | ses-11 | 96 | 0.011751 | 0.00553 | 0.008036 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-70 | ds002236 | 70 | 36,700,160 | Phon | ses-11 | 96 | 0.040887 | -0.004932 | 0.02729 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-100 | ds002236 | 100 | 52,428,800 | Phon | ses-11 | 96 | 0.035421 | 0.006134 | 0.023811 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-300 | ds002236 | 300 | 157,286,400 | Phon | ses-11 | 96 | 0.017808 | 0.002124 | 0.011863 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-640 | ds002236 | 640 | 335,544,320 | Phon | ses-11 | 96 | 0.013388 | 0.018665 | 0.008877 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Phon | ses-11 | 96 | 0.027568 | 0.019309 | 0.018531 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Phon | ses-11 | 96 | 0.026263 | 0.017583 | 0.017787 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Phon | ses-11 | 96 | 0.033036 | 0.01807 | 0.02217 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-10 | ds002236 | 10 | 5,242,880 | Phon | ses-11+ | 96 | 0.01034 | 0.006411 | 0.0068 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-20 | ds002236 | 20 | 10,485,760 | Phon | ses-11+ | 96 | 0.018306 | 0.012691 | 0.012305 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-30 | ds002236 | 30 | 15,728,640 | Phon | ses-11+ | 96 | 0.008219 | 0.004767 | 0.005632 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-50 | ds002236 | 50 | 26,214,400 | Phon | ses-11+ | 96 | 0.018535 | 0.008751 | 0.012363 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-70 | ds002236 | 70 | 36,700,160 | Phon | ses-11+ | 96 | 0.0578 | -0.00093 | 0.038721 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-100 | ds002236 | 100 | 52,428,800 | Phon | ses-11+ | 96 | 0.027087 | -0.008471 | 0.018444 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-300 | ds002236 | 300 | 157,286,400 | Phon | ses-11+ | 96 | 0.00752 | -0.006043 | 0.00493 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-640 | ds002236 | 640 | 335,544,320 | Phon | ses-11+ | 96 | 0.000214 | 0.005605 | 0.000183 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-1100 | ds002236 | 1,100 | 576,716,800 | Phon | ses-11+ | 96 | 0.028529 | 0.01463 | 0.01958 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-1850 | ds002236 | 1,850 | 969,932,800 | Phon | ses-11+ | 96 | 0.033246 | 0.015191 | 0.022522 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-4000 | ds002236 | 4,000 | 2,097,152,000 | Phon | ses-11+ | 96 | 0.032477 | 0.015326 | 0.021944 | null | null |
parc-mamba-seed1 | jmichaelov/parc-mamba-seed1@checkpoint-10 | ds002236 | 10 | 5,242,880 | Phon | ses-9 | 96 | -0.000919 | 0.000585 | -0.000622 | null | null |
End of preview.
Lytle et al. (2020) — LM brain-alignment results
Language-model / fMRI representational-alignment results for Lytle et al. (2020): orthographic, phonological and semantic word processing in school-aged children (8.7-15.5), auditory and visual
OpenNeuro accession ds002236 · cohort: school-aged children, ages 8.7-15.5 · modality: auditory and visual
· tasks: Phon, Sem · cells: 6 · rows: 924
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: 0 of 30, against 3.0 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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