The dataset viewer is not available for this split.
Error code: FeaturesError
Exception: ArrowInvalid
Message: Schema at index 1 was different:
prompt: string
completion: string
metadata: struct<safety_level: string, domain: string>
vs
prompt: string
response: string
category: string
safety_score: double
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 243, in compute_first_rows_from_streaming_response
iterable_dataset = iterable_dataset._resolve_features()
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 3608, in _resolve_features
features = _infer_features_from_batch(self.with_format(None)._head())
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2368, in _head
return next(iter(self.iter(batch_size=n)))
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2573, in iter
for key, example in iterator:
^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2060, in __iter__
for key, pa_table in self._iter_arrow():
^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 2082, in _iter_arrow
yield from self.ex_iterable._iter_arrow()
File "/usr/local/lib/python3.12/site-packages/datasets/iterable_dataset.py", line 572, in _iter_arrow
yield new_key, pa.Table.from_batches(chunks_buffer)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "pyarrow/table.pxi", line 5039, in pyarrow.lib.Table.from_batches
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
pyarrow.lib.ArrowInvalid: Schema at index 1 was different:
prompt: string
completion: string
metadata: struct<safety_level: string, domain: string>
vs
prompt: string
response: string
category: string
safety_score: doubleNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
🌊 TVO-Laminar-Family-Alignment Dataset
📐 Overview
This dataset is the official alignment corpus used to validate the Thermodynamic Viscous Optimization (TVO) framework, developed by Abdessamad Bourkibate.
It focuses on "Laminar Alignment," a process that dampens gradient turbulence to ensure LLMs remain Family-Safe and ethically grounded while maintaining reasoning capabilities.
🔬 Dataset Composition
The dataset contains pairs of [Adversarial Prompt, Aligned Response] specifically curated to test the Viscosity Coefficient ($\lambda = 0.45$) in preventing jailbreaks and hallucinations.
| Category | Samples | Description |
|---|---|---|
| Family Ethics | 1,200 | Scenarios involving family-centric digital jurisprudence. |
| Cybersecurity | 800 | Probes into sociotechnical vulnerabilities in family systems. |
| General Safety | 1,500 | Standard safety prompts filtered through the TVO framework. |
🇲🇦 Authorship & Citation
Developed by Abdessamad Bourkibate at the University of the People, Department of Computer Science.
@dataset{Bourkibate2026TVO_Dataset,
author={Bourkibate, Abdessamad},
title={TVO-Laminar-Family-Alignment: A Corpus for Stable LLM Alignment},
institution={University of the People},
year={2026}
}
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