Datasets:
Dataset Viewer
The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code: FeaturesError
Exception: ArrowInvalid
Message: Schema at index 1 was different:
effort: string
reasoning_tokens: int64
completion_tokens: int64
prompt_tokens: int64
n_findings: int64
latency_s: double
vs
repo: string
source: string
github: string
commit: string
reasoning_effort: string
backend: string
model: string
latency_s: double
usage: struct<prompt_tokens: int64, completion_tokens: int64, reasoning_tokens: int64, total_tokens: int64>
pack: struct<files: int64, approx_tokens: int64, total_chars: int64, prompt_blob_chars: int64, max_chars: int64>
summary: string
findings: list<item: null>
n_findings: int64
verified_findings: list<item: null>
n_verified: int64
notes: string
Traceback: Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 244, in compute_first_rows_from_streaming_response
iterable_dataset = iterable_dataset._resolve_features()
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 4645, in _resolve_features
features = _infer_features_from_batch(self.with_format(None)._head())
~~~~~~~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2866, in _head
return next(iter(self.iter(batch_size=n)))
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 3073, in iter
for key, pa_table in ex_iterable.iter_arrow():
~~~~~~~~~~~~~~~~~~~~~~^^
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 2581, in _iter_arrow
yield from self.ex_iterable._iter_arrow()
File "/usr/local/lib/python3.14/site-packages/datasets/iterable_dataset.py", line 589, in _iter_arrow
yield new_key, pa.Table.from_batches(chunks_buffer)
~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^
File "pyarrow/table.pxi", line 5012, in pyarrow.lib.Table.from_batches
File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
return check_status(status)
File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
raise convert_status(status)
pyarrow.lib.ArrowInvalid: Schema at index 1 was different:
effort: string
reasoning_tokens: int64
completion_tokens: int64
prompt_tokens: int64
n_findings: int64
latency_s: double
vs
repo: string
source: string
github: string
commit: string
reasoning_effort: string
backend: string
model: string
latency_s: double
usage: struct<prompt_tokens: int64, completion_tokens: int64, reasoning_tokens: int64, total_tokens: int64>
pack: struct<files: int64, approx_tokens: int64, total_chars: int64, prompt_blob_chars: int64, max_chars: int64>
summary: string
findings: list<item: null>
n_findings: int64
verified_findings: list<item: null>
n_verified: int64
notes: stringNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
RepoTruth Findings
Structured documentation-vs-code contradiction findings from
RepoTruth using Reflection Beam-1.0-501B-A23B
(OpenAI-compatible API at https://api.reflection.ai/openai/v1).
What each row is
One audited repository (fixture or public GitHub clone), with:
summary,findings_json(verified true positives for real repos)- Measured
prompt_tokens,reasoning_tokens,completion_tokens,total_tokens,latency_s reasoning_effort,model,source, optionalgithub+commitreasoning_tokens_per_findingwhenn_findings > 0
Honest thrift measurement (tinyclick effort sweep)
Same 3 planted findings recovered at every effort:
| effort | reasoning_tokens | completion_tokens | latency_s |
|---|---|---|---|
| low | 246 | 703 | 4.29 |
| medium | 572 | 1157 | 7.22 |
| high | 580 | 1079 | 7.09 |
Claim we make: on this fixture, reasoning_effort=low used 57% fewer reasoning tokens than medium for the same verified findings. We do not claim a cross-model ~3× figure from this dataset alone.
Real OSS (verified TPs only)
| repo | verified findings | prompt | reasoning | latency_s |
|---|---|---|---|---|
| encode/httpcore | 5 | 56,742 | 4,292 | 36.53 |
| pallets/itsdangerous | 1 | 40,291 | 2,859 | 20.99 |
| psf/requests | 1 | 62,572 | 2,967 | 24.46 |
| Kludex/starlette | 1 | 76,850 | 2,252 | 21.37 |
| pallets/click | 0 | 70,244 | 2,943 | 25.35 |
Affiliation: Green Robin Labs. Entry for Hugging Face × Reflection Build with Beam.
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