SteerEval Datasets & Results
Collection
See: https://github.com/cephcyn/SteerEval
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3 items
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Updated
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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'tag'}) and 2 missing columns ({'relevance', 'movieId'}).
This happened while the csv dataset builder was generating data using
hf://datasets/cephcyn/2026_01_22_datasets/movielens_25m/ml-25m/genome-tags.csv (at revision 6cc5d468f06f36436b6be810ba89ac48b8b633b6), [/tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-scores.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-scores.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-tags.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-tags.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/links.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/links.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/movies.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/movies.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/ratings.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/ratings.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/tags.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/tags.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_interaction_table.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_interaction_table.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_sensitivity_table.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_sensitivity_table.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity_rename/ddd_rename.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity_rename/ddd_rename.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/python3.12/site-packages/datasets/builder.py", line 1887, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 674, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
tagId: int64
tag: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 475
to
{'movieId': Value('int64'), 'tagId': Value('int64'), 'relevance': 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 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1736, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1889, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'tag'}) and 2 missing columns ({'relevance', 'movieId'}).
This happened while the csv dataset builder was generating data using
hf://datasets/cephcyn/2026_01_22_datasets/movielens_25m/ml-25m/genome-tags.csv (at revision 6cc5d468f06f36436b6be810ba89ac48b8b633b6), [/tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-scores.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-scores.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-tags.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/genome-tags.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/links.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/links.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/movies.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/movies.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/ratings.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/ratings.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/tags.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/movielens_25m/ml-25m/tags.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_interaction_table.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_interaction_table.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_sensitivity_table.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity/ao3_sensitivity_table.csv), /tmp/hf-datasets-cache/medium/datasets/52557314731323-config-parquet-and-info-cephcyn-2026_01_22_datase-9635bb78/hub/datasets--cephcyn--2026_01_22_datasets/snapshots/6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity_rename/ddd_rename.csv (origin=hf://datasets/cephcyn/2026_01_22_datasets@6cc5d468f06f36436b6be810ba89ac48b8b633b6/navigatingsensitivity_rename/ddd_rename.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.
movieId
int64 | tagId
int64 | relevance
float64 |
|---|---|---|
1
| 1
| 0.02875
|
1
| 2
| 0.02375
|
1
| 3
| 0.0625
|
1
| 4
| 0.07575
|
1
| 5
| 0.14075
|
1
| 6
| 0.14675
|
1
| 7
| 0.0635
|
1
| 8
| 0.20375
|
1
| 9
| 0.202
|
1
| 10
| 0.03075
|
1
| 11
| 0.58025
|
1
| 12
| 0.1025
|
1
| 13
| 0.20175
|
1
| 14
| 0.007
|
1
| 15
| 0.0245
|
1
| 16
| 0.17275
|
1
| 17
| 0.0165
|
1
| 18
| 0.104
|
1
| 19
| 0.6625
|
1
| 20
| 0.30075
|
1
| 21
| 0.31675
|
1
| 22
| 0.286
|
1
| 23
| 0.06275
|
1
| 24
| 0.01925
|
1
| 25
| 0.05875
|
1
| 26
| 0.07925
|
1
| 27
| 0.1965
|
1
| 28
| 0.09325
|
1
| 29
| 0.89375
|
1
| 30
| 0.67625
|
1
| 31
| 0.03575
|
1
| 32
| 0.23325
|
1
| 33
| 0.3075
|
1
| 34
| 0.0545
|
1
| 35
| 0.038
|
1
| 36
| 0.212
|
1
| 37
| 0.08
|
1
| 38
| 0.0155
|
1
| 39
| 0.0195
|
1
| 40
| 0.01925
|
1
| 41
| 0.015
|
1
| 42
| 0.03
|
1
| 43
| 0.09075
|
1
| 44
| 0.0225
|
1
| 45
| 0.246
|
1
| 46
| 0.246
|
1
| 47
| 0.0105
|
1
| 48
| 0.16675
|
1
| 49
| 0.2935
|
1
| 50
| 0.15
|
1
| 51
| 0.26775
|
1
| 52
| 0.186
|
1
| 53
| 0.25725
|
1
| 54
| 0.15
|
1
| 55
| 0.2205
|
1
| 56
| 0.01425
|
1
| 57
| 0.02425
|
1
| 58
| 0.02925
|
1
| 59
| 0.08425
|
1
| 60
| 0.03375
|
1
| 61
| 0.6175
|
1
| 62
| 0.63
|
1
| 63
| 0.94725
|
1
| 64
| 0.98425
|
1
| 65
| 0.09975
|
1
| 66
| 0.0415
|
1
| 67
| 0.135
|
1
| 68
| 0.034
|
1
| 69
| 0.01825
|
1
| 70
| 0.14525
|
1
| 71
| 0.01675
|
1
| 72
| 0.018
|
1
| 73
| 0.0595
|
1
| 74
| 0.00975
|
1
| 75
| 0.20125
|
1
| 76
| 0.01675
|
1
| 77
| 0.05925
|
1
| 78
| 0.038
|
1
| 79
| 0.32925
|
1
| 80
| 0.02875
|
1
| 81
| 0.062
|
1
| 82
| 0.087
|
1
| 83
| 0.036
|
1
| 84
| 0.30475
|
1
| 85
| 0.068
|
1
| 86
| 0.33625
|
1
| 87
| 0.0365
|
1
| 88
| 0.00575
|
1
| 89
| 0.00675
|
1
| 90
| 0.05275
|
1
| 91
| 0.03325
|
1
| 92
| 0.02075
|
1
| 93
| 0.3435
|
1
| 94
| 0.36225
|
1
| 95
| 0.074
|
1
| 96
| 0.06625
|
1
| 97
| 0.08175
|
1
| 98
| 0.064
|
1
| 99
| 0.12525
|
1
| 100
| 0.1055
|
End of preview.
YAML Metadata
Warning:
empty or missing yaml metadata in repo card
(https://huggingface.co/docs/hub/datasets-cards)
See https://github.com/cephcyn/SteerEval for the main description.
Please cite the original dataset authors if you use the datasets in their original form!
Please cite our paper if you use our contributions to these datasets in your own work:
@misc{zhou2026steerevalframeworkevaluatingsteerability,
title={SteerEval: A Framework for Evaluating Steerability with Natural Language Profiles for Recommendation},
author={Joyce Zhou and Weijie Zhou and Doug Turnbull and Thorsten Joachims},
year={2026},
eprint={2601.21105},
archivePrefix={arXiv},
primaryClass={cs.IR},
url={https://arxiv.org/abs/2601.21105},
}
This repository contains the downloaded and custom-constructed dataset files used at the time of our experiments:
- MovieLens-25M : originally from https://www.grouplens.org/datasets/movielens/25m/
- NavigatingSensitivity: originally from https://github.com/sdean-group/Navigating-Sensitivity and https://huggingface.co/datasets/sdeangroup/NavigatingSensitivity
- We have manually renamed tags based on the DoesTheDogDie tag names in this dataset. These are located in
navigatingsensitivity_rename
- We have manually renamed tags based on the DoesTheDogDie tag names in this dataset. These are located in
- TMDB movie descriptions : scraped using TMDB API around 2025-10-30. TMDB homepage is at https://www.themoviedb.org/
- Downloads last month
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