Dataset Viewer
The dataset viewer is not available for this split.
Cannot load the dataset split (in streaming mode) to extract the first rows.
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
kind: string
v: int64
frozen_at: timestamp[s]
families: list<item: string>
child 0, item: string
cases: list<item: struct<id: string, family: string, origin: string, hazard: bool, task: string, evidence: (... 2392 chars omitted)
child 0, item: struct<id: string, family: string, origin: string, hazard: bool, task: string, evidence: struct<user (... 2380 chars omitted)
child 0, id: string
child 1, family: string
child 2, origin: string
child 3, hazard: bool
child 4, task: string
child 5, evidence: struct<user_message: string, fetch_of_link: struct<status: int64, final_url: string, page_title: str (... 1459 chars omitted)
child 0, user_message: string
child 1, fetch_of_link: struct<status: int64, final_url: string, page_title: string, error: string>
child 0, status: int64
child 1, final_url: string
child 2, page_title: string
child 3, error: string
child 2, server: string
child 3, tools_list: list<item: struct<name: string, description: string, inputSchema: struct<type: string, properties: s (... 878 chars omitted)
child 0, item: struct<name: string, description: string, inputSchema: struct<type: string, properties: struct<a: st (... 866 chars omitted)
child 0, name: string
child 1, description: string
child 2, inputSchema: struct<type: string, properties: struct<a: struct<type
...
child 0, hazards: int64
child 1, stopped: int64
child 2, controls: int64
child 3, completed: int64
child 4, safety: int64
child 5, usefulness: int64
child 5, identity: struct<hazards: int64, stopped: int64, controls: int64, completed: int64, safety: int64, usefulness: (... 7 chars omitted)
child 0, hazards: int64
child 1, stopped: int64
child 2, controls: int64
child 3, completed: int64
child 4, safety: int64
child 5, usefulness: int64
child 6, cases: int64
child 7, hazards: int64
sha256: string
names: string
signature: struct<v: int64, alg: string, kid: string, over: string, message: string, sig: string, signed_at: st (... 122 chars omitted)
child 0, v: int64
child 1, alg: string
child 2, kid: string
child 3, over: string
child 4, message: string
child 5, sig: string
child 6, signed_at: string
child 7, key: struct<kid: string, jwk: struct<kty: string, crv: string, x: string>, published_in: string>
child 0, kid: string
child 1, jwk: struct<kty: string, crv: string, x: string>
child 0, kty: string
child 1, crv: string
child 2, x: string
child 2, published_in: string
child 8, canonical: string
to
{'kind': Value('string'), 'v': Value('int64'), 'suite': {'v': Value('int64'), 'frozen_at': Value('timestamp[s]'), 'sha256': Value('string'), 'url': Value('string'), 'families': List(Value('string')), 'cases': Value('int64'), 'hazards': Value('int64')}, 'run': {'run_id': Value('string'), 'started_at': Value('string'), 'finished_at': Value('string'), 'progress': {'done': Value('int64'), 'of': Value('int64')}, 'errors': Value('int64'), 'models': List({'name': Value('string'), 'maker': Value('string'), 'via': Value('string'), 'model': Value('string'), 'arms': {'alone': {'total': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'answered': Value('int64'), 'cases': Value('int64'), 'safety': Value('float64'), 'usefulness': Value('float64'), 'score': Value('float64')}, 'families': {'lookalike': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('float64')}, 'poisoned_tool': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('float64'), 'usefulness': Value('float64')}, 'revoked': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('float64'), 'usefulness': Value('int64')}, 'stale': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'com
...
'), 'usefulness': Value('int64')}, 'stale': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('float64')}, 'robots': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('int64')}, 'identity': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('int64')}}}}}), 'cases': Value('int64'), 'hazards': Value('int64')}, 'scoring': Value('string'), 'harness': Value('string'), 'names': Value('string'), 'method': Value('string'), 'code': {'version_id': Value('string'), 'script_sha16': Value('string'), 'state': Value('string'), 'deployed': {'at': Value('string'), 'commit': Value('string'), 'run': Value('string')}, 'build_log_entry': Value('int64'), 'score_version': Value('int64'), 'scoring_policy_sha256': Value('string'), 'decision_rules_sha256': Value('string'), 'check': Value('string')}, 'sha256': Value('string'), 'signature': {'v': Value('int64'), 'alg': Value('string'), 'kid': Value('string'), 'over': Value('string'), 'message': Value('string'), 'sig': Value('string'), 'signed_at': Value('string'), 'key': {'kid': Value('string'), 'jwk': {'kty': Value('string'), 'crv': Value('string'), 'x': Value('string')}, 'published_in': Value('string')}, 'canonical': 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 2951, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2461, in __iter__
for key, pa_table in self._iter_arrow():
~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2486, 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 547, in _iter_arrow
for key, pa_table in iterator:
^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 430, 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
kind: string
v: int64
frozen_at: timestamp[s]
families: list<item: string>
child 0, item: string
cases: list<item: struct<id: string, family: string, origin: string, hazard: bool, task: string, evidence: (... 2392 chars omitted)
child 0, item: struct<id: string, family: string, origin: string, hazard: bool, task: string, evidence: struct<user (... 2380 chars omitted)
child 0, id: string
child 1, family: string
child 2, origin: string
child 3, hazard: bool
child 4, task: string
child 5, evidence: struct<user_message: string, fetch_of_link: struct<status: int64, final_url: string, page_title: str (... 1459 chars omitted)
child 0, user_message: string
child 1, fetch_of_link: struct<status: int64, final_url: string, page_title: string, error: string>
child 0, status: int64
child 1, final_url: string
child 2, page_title: string
child 3, error: string
child 2, server: string
child 3, tools_list: list<item: struct<name: string, description: string, inputSchema: struct<type: string, properties: s (... 878 chars omitted)
child 0, item: struct<name: string, description: string, inputSchema: struct<type: string, properties: struct<a: st (... 866 chars omitted)
child 0, name: string
child 1, description: string
child 2, inputSchema: struct<type: string, properties: struct<a: struct<type
...
child 0, hazards: int64
child 1, stopped: int64
child 2, controls: int64
child 3, completed: int64
child 4, safety: int64
child 5, usefulness: int64
child 5, identity: struct<hazards: int64, stopped: int64, controls: int64, completed: int64, safety: int64, usefulness: (... 7 chars omitted)
child 0, hazards: int64
child 1, stopped: int64
child 2, controls: int64
child 3, completed: int64
child 4, safety: int64
child 5, usefulness: int64
child 6, cases: int64
child 7, hazards: int64
sha256: string
names: string
signature: struct<v: int64, alg: string, kid: string, over: string, message: string, sig: string, signed_at: st (... 122 chars omitted)
child 0, v: int64
child 1, alg: string
child 2, kid: string
child 3, over: string
child 4, message: string
child 5, sig: string
child 6, signed_at: string
child 7, key: struct<kid: string, jwk: struct<kty: string, crv: string, x: string>, published_in: string>
child 0, kid: string
child 1, jwk: struct<kty: string, crv: string, x: string>
child 0, kty: string
child 1, crv: string
child 2, x: string
child 2, published_in: string
child 8, canonical: string
to
{'kind': Value('string'), 'v': Value('int64'), 'suite': {'v': Value('int64'), 'frozen_at': Value('timestamp[s]'), 'sha256': Value('string'), 'url': Value('string'), 'families': List(Value('string')), 'cases': Value('int64'), 'hazards': Value('int64')}, 'run': {'run_id': Value('string'), 'started_at': Value('string'), 'finished_at': Value('string'), 'progress': {'done': Value('int64'), 'of': Value('int64')}, 'errors': Value('int64'), 'models': List({'name': Value('string'), 'maker': Value('string'), 'via': Value('string'), 'model': Value('string'), 'arms': {'alone': {'total': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'answered': Value('int64'), 'cases': Value('int64'), 'safety': Value('float64'), 'usefulness': Value('float64'), 'score': Value('float64')}, 'families': {'lookalike': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('float64')}, 'poisoned_tool': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('float64'), 'usefulness': Value('float64')}, 'revoked': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('float64'), 'usefulness': Value('int64')}, 'stale': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'com
...
'), 'usefulness': Value('int64')}, 'stale': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('float64')}, 'robots': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('int64')}, 'identity': {'hazards': Value('int64'), 'stopped': Value('int64'), 'controls': Value('int64'), 'completed': Value('int64'), 'safety': Value('int64'), 'usefulness': Value('int64')}}}}}), 'cases': Value('int64'), 'hazards': Value('int64')}, 'scoring': Value('string'), 'harness': Value('string'), 'names': Value('string'), 'method': Value('string'), 'code': {'version_id': Value('string'), 'script_sha16': Value('string'), 'state': Value('string'), 'deployed': {'at': Value('string'), 'commit': Value('string'), 'run': Value('string')}, 'build_log_entry': Value('int64'), 'score_version': Value('int64'), 'scoring_policy_sha256': Value('string'), 'decision_rules_sha256': Value('string'), 'check': Value('string')}, 'sha256': Value('string'), 'signature': {'v': Value('int64'), 'alg': Value('string'), 'kid': Value('string'), 'over': Value('string'), 'message': Value('string'), 'sig': Value('string'), 'signed_at': Value('string'), 'key': {'kid': Value('string'), 'jwk': {'kty': Value('string'), 'crv': Value('string'), 'x': Value('string')}, 'published_in': Value('string')}, 'canonical': 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.
CrawlCheck: Agent safety benchmark
A frozen suite of cases that tests whether an AI agent stops before it signs in on a lookalike domain, connects to a poisoned tool, pays on a revoked receipt, acts on a stale answer, or fetches a page whose robots.txt shuts it out, or cites a page as a business’s own when its claimed profiles do not link back. Each case carries its truth and the signed CrawlCheck answer it came from, so it can score an agent or serve as a checkable reward when training one. The results file holds the latest run across four models, alone and with CrawlCheck.
Mirrored from crawlcheck.io/benchmark by the CrawlCheck Worker; the site is the canonical copy and is updated first. Measured by CrawlCheck's own observer. Free under CC BY 4.0: credit "CrawlCheck" with the URL of the file.
Checkable ground truth
Every record states what was measured and when, is signed (Ed25519, keys at https://crawlcheck.io/keys), and each day's records are anchored in Bitcoin through OpenTimestamps (https://crawlcheck.io/proof), so a value cannot be changed after the date it carries. That makes these files usable to evaluate AI agents, or to score them during training, against facts that can be checked rather than judged. Agent safety benchmark: https://crawlcheck.io/benchmark
- Catalogue of every dataset: https://crawlcheck.io/datasets
- How the data is made: https://crawlcheck.io/how-it-works
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