Benchmarks
Collection
My own benchmarks. All present in Obscure-Bench: https://obscureai.mooo.com/leaderboard • 4 items • Updated
Error code: StreamingRowsError
Exception: CastError
Message: Couldn't cast
dependencies: struct<ask-my-agent: string>
child 0, ask-my-agent: string
requires: bool
lockfileVersion: int64
name: string
packages: struct<: struct<dependencies: struct<ask-my-agent: string>>, node_modules/ask-my-agent: struct<versi (... 101 chars omitted)
child 0, : struct<dependencies: struct<ask-my-agent: string>>
child 0, dependencies: struct<ask-my-agent: string>
child 0, ask-my-agent: string
child 1, node_modules/ask-my-agent: struct<version: string, resolved: string, integrity: string, license: string, bin: struct<ask-my-age (... 12 chars omitted)
child 0, version: string
child 1, resolved: string
child 2, integrity: string
child 3, license: string
child 4, bin: struct<ask-my-agent: string>
child 0, ask-my-agent: string
to
{'name': Value('string'), 'lockfileVersion': Value('int64'), 'requires': Value('bool'), 'packages': {'': {'dependencies': {'ask-my-agent': Value('string')}}, 'node_modules/ask-my-agent': {'version': Value('string'), 'resolved': Value('string'), 'integrity': Value('string'), 'license': Value('string'), 'bin': {'ask-my-agent': 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 478, 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 2815, in __iter__
for key, example in ex_iterable:
^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2352, in __iter__
for key, pa_table in self._iter_arrow():
~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2377, 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
dependencies: struct<ask-my-agent: string>
child 0, ask-my-agent: string
requires: bool
lockfileVersion: int64
name: string
packages: struct<: struct<dependencies: struct<ask-my-agent: string>>, node_modules/ask-my-agent: struct<versi (... 101 chars omitted)
child 0, : struct<dependencies: struct<ask-my-agent: string>>
child 0, dependencies: struct<ask-my-agent: string>
child 0, ask-my-agent: string
child 1, node_modules/ask-my-agent: struct<version: string, resolved: string, integrity: string, license: string, bin: struct<ask-my-age (... 12 chars omitted)
child 0, version: string
child 1, resolved: string
child 2, integrity: string
child 3, license: string
child 4, bin: struct<ask-my-agent: string>
child 0, ask-my-agent: string
to
{'name': Value('string'), 'lockfileVersion': Value('int64'), 'requires': Value('bool'), 'packages': {'': {'dependencies': {'ask-my-agent': Value('string')}}, 'node_modules/ask-my-agent': {'version': Value('string'), 'resolved': Value('string'), 'integrity': Value('string'), 'license': Value('string'), 'bin': {'ask-my-agent': 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.
Benchmark measuring usability of models to use with generic agentic apps (such as ask-my-agent)
Repository contains index.js. To run, you need:
ask-my-agent with npx ask-my-agent confignode index.jsDone!
Benchmark has separate leaderboard at Obscure-Bench for native and fallback
P.S. This is not about this benchmark much, but about ask-my-agent
Native tool calls are generally easier for model, because it's trained to do tasks like this. Fallback is entirely text-only talk, just like you would do in chat. No tools.
For this reason, fallback and native separated on leaderboard.
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