The dataset viewer is not available for this split.
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
changes: struct<wikitext-human.inputs.jsonl: struct<action: string, source_sha256: string>>
child 0, wikitext-human.inputs.jsonl: struct<action: string, source_sha256: string>
child 0, action: string
child 1, source_sha256: string
release: string
release_policy: string
scope: string
sha256: struct<.gitattributes: string, LICENSE: string, NOTICE.md: string, PUBLICATION.json: string, README. (... 327 chars omitted)
child 0, .gitattributes: string
child 1, LICENSE: string
child 2, NOTICE.md: string
child 3, PUBLICATION.json: string
child 4, README.md: string
child 5, dataset_info.json: string
child 6, dipper_survival.json: string
child 7, mrpc_survival.json: string
child 8, stela_dipper_survival.json: string
child 9, wikitext-human.clusters.json: string
child 10, wikitext-human.corrected-summary.json: string
child 11, wikitext-human.manifest.json: string
child 12, wikitext-human.rows.jsonl: string
child 13, wikitext-human.summary.json: string
to
{'release': Value('string'), 'sha256': {'.gitattributes': Value('string'), 'LICENSE': Value('string'), 'NOTICE.md': Value('string'), 'PUBLICATION.json': Value('string'), 'README.md': Value('string'), 'dataset_info.json': Value('string'), 'dipper_survival.json': Value('string'), 'mrpc_survival.json': Value('string'), 'stela_dipper_survival.json': Value('string'), 'wikitext-human.clusters.json': Value('string'), 'wikitext-human.corrected-summary.json': Value('string'), 'wikitext-human.manifest.json': Value('string'), 'wikitext-human.rows.jsonl': Value('string'), 'wikitext-human.summary.json': Value('string')}}
because column names don't match
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/utils.py", line 147, in get_rows_or_raise
return get_rows(
dataset=dataset,
...<4 lines>...
column_names=column_names,
)
File "/src/libs/libcommon/src/libcommon/utils.py", line 272, in decorator
return func(*args, **kwargs)
File "/src/services/worker/src/worker/utils.py", line 127, in get_rows
rows_plus_one = list(itertools.islice(safe_iter(ds, dataset=dataset), rows_max_number + 1))
File "/src/services/worker/src/worker/utils.py", line 483, in safe_iter
yield from ds.decode(False) if ds.features else ds
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2840, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2373, in __iter__
for key, pa_table in self._iter_arrow():
~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2398, in _iter_arrow
for key, pa_table in self.ex_iterable._iter_arrow():
~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 536, in _iter_arrow
for key, pa_table in iterator:
^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 419, in _iter_arrow
for key, pa_table in self.generate_tables_fn(**gen_kwags):
~~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 343, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 132, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_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
changes: struct<wikitext-human.inputs.jsonl: struct<action: string, source_sha256: string>>
child 0, wikitext-human.inputs.jsonl: struct<action: string, source_sha256: string>
child 0, action: string
child 1, source_sha256: string
release: string
release_policy: string
scope: string
sha256: struct<.gitattributes: string, LICENSE: string, NOTICE.md: string, PUBLICATION.json: string, README. (... 327 chars omitted)
child 0, .gitattributes: string
child 1, LICENSE: string
child 2, NOTICE.md: string
child 3, PUBLICATION.json: string
child 4, README.md: string
child 5, dataset_info.json: string
child 6, dipper_survival.json: string
child 7, mrpc_survival.json: string
child 8, stela_dipper_survival.json: string
child 9, wikitext-human.clusters.json: string
child 10, wikitext-human.corrected-summary.json: string
child 11, wikitext-human.manifest.json: string
child 12, wikitext-human.rows.jsonl: string
child 13, wikitext-human.summary.json: string
to
{'release': Value('string'), 'sha256': {'.gitattributes': Value('string'), 'LICENSE': Value('string'), 'NOTICE.md': Value('string'), 'PUBLICATION.json': Value('string'), 'README.md': Value('string'), 'dataset_info.json': Value('string'), 'dipper_survival.json': Value('string'), 'mrpc_survival.json': Value('string'), 'stela_dipper_survival.json': Value('string'), 'wikitext-human.clusters.json': Value('string'), 'wikitext-human.corrected-summary.json': Value('string'), 'wikitext-human.manifest.json': Value('string'), 'wikitext-human.rows.jsonl': Value('string'), 'wikitext-human.summary.json': Value('string')}}
because column names don't matchNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
WONI-Robustness
WONI — Watermark Observatory for Networked Integrity is a collection of benchmark inputs and evaluation artifacts for language-model watermarking research.
Author: Euisuh Jeong
Affiliation: Artificial Intelligence Based Technology Company, Republic of Korea Air Force
Exploratory token-survival summaries and human-null detector scores.
Release 2026-09-23-public-v3 (public-v3).
The release retains 12,800 detector-score rows for 400 passages and 32
experimental keys. The corrected article grouping contains 58 selected articles.
Use wikitext-human.corrected-summary.json and wikitext-human.clusters.json;
the older wikitext-human.summary.json is retained as historical output, not the
corrected primary estimate. Sources: those files and wikitext-human.rows.jsonl.
wikitext-human.inputs.jsonl is withheld. It contained reconstructible
WikiText token passages, not merely aggregate metrics. The pinned
WikiText card
lists CC-BY-SA-3.0/GFDL in metadata but links CC BY-SA 4.0 in its narrative.
This repository does not resolve that discrepancy or relicense the passages.
Credit Wikipedia contributors and WikiText curators Stephen Merity, Caiming
Xiong, James Bradbury and Richard Socher. Article IDs/titles, selection offsets,
source URLs and hashes remain in wikitext-human.manifest.json.
For exact local reconstruction, use hydrate_wikitext.py from the
public conformance artifact v1.2.0.
It reconstructs input SHA-256
89c07d7f1898dee0866ed6e3e91caa37efa318567398edbb97fe3e36b85482f7.
Hydration does not grant redistribution rights; keep hydrated passages private.
mrpc_survival.json, dipper_survival.json and stela_dipper_survival.json
contain exploratory survival statistics and source hashes, not the MRPC text
pairs, DIPPER rewrites or model weights. Their study/boundary fields explicitly
limit the inference: token survival is not calibrated watermark detection or
proof of semantic equivalence. Sources: those three files.
Download and integrity
This is an artifact collection, not a homogeneous training table. Download explicit files or a pinned snapshot:
from huggingface_hub import snapshot_download
root = snapshot_download("euisuh/WONI-robustness", repo_type="dataset", revision="public-v3")
Resolve the tag once and record its full Hub commit SHA. Verify payload hashes
against MANIFEST.json. Exact inventory and counts:
dataset_info.json. This JSON is descriptive project metadata,
not a Hugging Face DatasetInfo schema or an automatic load_dataset config.
Terms and related artifacts
NOTICE.md distinguishes original observations from source-derived content. LICENSE preserves MIT for original observations and release documentation only; it does not cover third-party passages, code or model assets. Use the release revision cited in the paper for reproducibility.
Related resources: WONI-CrossBench, WONI-correctness, WONI-robustness, WONI-crossScheme. The detector paper's public replay artifact is v1.2.0. These author-linked repositories are not anonymous review artifacts or claims of paper acceptance. Cite the applicable upstream datasets as well.
Citation
@misc{jeong2026woni_robustness,
author = {Euisuh Jeong},
title = {WONI-Robustness},
year = {2026},
publisher = {Hugging Face},
url = {https://huggingface.co/datasets/euisuh/WONI-robustness},
note = {Public release 2026-09-23-public-v3; record the resolved commit SHA}
}
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