JADE ICML 2026 Reproduction
Collection
Independent reproduction of JADE (OpenReview SoilRyCv1i): Trackio logbook, versioned artifacts, and resumable Job checkpoints. • 3 items • Updated
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
id: int64
query: string
report: string
L1_primary_intent: string
L2_information_need: list<item: string>
child 0, item: string
L3_constraints: list<item: string>
child 0, item: string
model: string
experiment: string
timestamp: string
duration_seconds: double
metadata: struct<source_type: string, cache_file: string, success: bool, error: string, source_file: string, c (... 306 chars omitted)
child 0, source_type: string
child 1, cache_file: string
child 2, success: bool
child 3, error: string
child 4, source_file: string
child 5, config: struct<model: string, threads: int64, dataset: string, use_optimized: bool, stream: bool, timeout: d (... 198 chars omitted)
child 0, model: string
child 1, threads: int64
child 2, dataset: string
child 3, use_optimized: bool
child 4, stream: bool
child 5, timeout: double
child 6, verbose: bool
child 7, prefix: struct<zh: string, en: string, fr: string, ko: string>
child 0, zh: string
child 1, en: string
child 2, fr: string
child 3, ko: string
child 8, base_url: string
child 9, api_key_env: string
child 10, tool_type: string
child 11, api_key: string
child 12, api_version: string
child 13, iai_tag: string
source_file: string
sample_id: string
stability_subset: bool
available: bool
ok: bool
checked_at: string
user: string
to
{'ok': Value('bool'), 'user': Value('string'), 'checked_at': Value('string')}
because column names don't match
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/utils.py", line 149, 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 129, 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 489, 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 2818, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2355, in __iter__
for key, pa_table in self._iter_arrow():
~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2380, 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 2369, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
id: int64
query: string
report: string
L1_primary_intent: string
L2_information_need: list<item: string>
child 0, item: string
L3_constraints: list<item: string>
child 0, item: string
model: string
experiment: string
timestamp: string
duration_seconds: double
metadata: struct<source_type: string, cache_file: string, success: bool, error: string, source_file: string, c (... 306 chars omitted)
child 0, source_type: string
child 1, cache_file: string
child 2, success: bool
child 3, error: string
child 4, source_file: string
child 5, config: struct<model: string, threads: int64, dataset: string, use_optimized: bool, stream: bool, timeout: d (... 198 chars omitted)
child 0, model: string
child 1, threads: int64
child 2, dataset: string
child 3, use_optimized: bool
child 4, stream: bool
child 5, timeout: double
child 6, verbose: bool
child 7, prefix: struct<zh: string, en: string, fr: string, ko: string>
child 0, zh: string
child 1, en: string
child 2, fr: string
child 3, ko: string
child 8, base_url: string
child 9, api_key_env: string
child 10, tool_type: string
child 11, api_key: string
child 12, api_version: string
child 13, iai_tag: string
source_file: string
sample_id: string
stability_subset: bool
available: bool
ok: bool
checked_at: string
user: string
to
{'ok': Value('bool'), 'user': Value('string'), 'checked_at': 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.
JADE ICML 2026 reproduction artifacts
This public dataset stores prepared inputs, immutable run manifests, raw generations, and result records for the open-backend reproduction of arXiv:2602.06486.
The original JADE source is pinned to commit db76e5900f98b839b04512cd6b9336140c428a4d.
The two unavailable Claude reports and 42 unavailable HealthBench completions are preserved as data-availability limitations rather than synthesized.
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