Dataset Preview
The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
id: string
messages: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
to
{'messages': List({'role': Value('string'), 'content': Value('string')})}
because column names don't match
Traceback: Traceback (most recent call last):
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1779, in _prepare_split_single
for key, table in generator:
^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 299, in _generate_tables
self._cast_table(pa_table, json_field_paths=json_field_paths),
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/json/json.py", line 128, in _cast_table
pa_table = table_cast(pa_table, self.info.features.arrow_schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
id: string
messages: list<item: struct<role: string, content: string>>
child 0, item: struct<role: string, content: string>
child 0, role: string
child 1, content: string
to
{'messages': List({'role': Value('string'), 'content': Value('string')})}
because column names don't match
The above exception was the direct cause of the following exception:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1347, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, in _prepare_split
for job_id, done, content in self._prepare_split_single(
^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1832, in _prepare_split_single
raise DatasetGenerationError("An error occurred while generating the dataset") from e
datasets.exceptions.DatasetGenerationError: An error occurred while generating the datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
messages list |
|---|
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
[
{
"role": "system",
"content": "You are an intent classifier for a digital bank's customer support routing system. Your task is to identify the single intent expressed by a customer's message.\n\nRules:\n- Output exactly one intent name from the list below.\n- Output the intent name verbatim — same characte... |
End of preview.
Baseweight Benchmark — Prepared Data Splits
Prepared train / val / test splits for the tasks in the Baseweight Benchmark, a reproducible comparison of fine-tuned open models against frontier APIs on focused vertical tasks.
These files are the exact splits used to train and evaluate the published adapters. Upload them alongside raw predictions so results can be independently verified end-to-end.
Tasks
| Task | Source dataset | Train | Val | Test | Metric |
|---|---|---|---|---|---|
banking77 |
PolyAI/banking77 @ refs/convert/parquet |
4,996 | 256 | 500 | Weighted F1 |
cuad |
theatticusproject/cuad-qa @ refs/convert/parquet |
2,998 | 400 | 3,713* | Token F1 |
* CUAD test rows are sliding-window chunks (one per 750-word window across each contract). The benchmark evaluates 500 questions; windows aggregate back to question-level scores before metrics are computed.
Sampling methodology
All splits were produced deterministically from source datasets using
prepare_datasets.py in the pipeline repo. Seed 42 throughout.
banking77 — stratified by intent label, min_per_group=35, total_cap=5000
train; stratified total_cap=500 test. Val carved before train sampling.
cuad — stratified by clause type, 50/50 answerable/no-answer balance,
total_cap=3000 train; total_cap=500 questions test (expanded to 3,713 windows).
Val carved before train sampling.
Verifying your reproduction
Run prepare_datasets.py with the task config pinned to the same pipeline
commit recorded in each result row (pipeline_commit field in
results.json). SHA-256 the output files and compare against
training_input_hash in the dashboard data — a match confirms identical splits.
File layout
prepared/
banking77/
train.jsonl # 4,996 rows
val.jsonl # 256 rows
test.jsonl # 500 rows
cuad/
train.jsonl # 2,998 rows
val.jsonl # 400 rows
test.jsonl # 3,713 rows (windowed)
Links
- Benchmark site: baseweight.co/benchmark
- Pipeline code: github.com/baseweight-ai/benchmark
- Fine-tuned adapters: baseweight-ai/baseweight-benchmark-adapters
- Raw predictions: baseweight-ai/baseweight-benchmark-predictions
- Downloads last month
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