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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    CastError
Message:      Couldn't cast
answer: string
accept: list<item: string>
  child 0, item: string
task_id: string
level: string
prompt: string
data: struct<file_ids: list<item: string>>
  child 0, file_ids: list<item: string>
      child 0, item: string
to
{'task_id': Value('string'), 'prompt': Value('string'), 'data': {'file_ids': List(Value('string'))}, 'level': Value('string')}
because column names don't match
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1816, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 613, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                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
              answer: string
              accept: list<item: string>
                child 0, item: string
              task_id: string
              level: string
              prompt: string
              data: struct<file_ids: list<item: string>>
                child 0, file_ids: list<item: string>
                    child 0, item: string
              to
              {'task_id': Value('string'), 'prompt': Value('string'), 'data': {'file_ids': List(Value('string'))}, 'level': 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 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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task_id
string
prompt
string
data
dict
level
string
dab-train-0
What is the fee ID or IDs that apply to account_type = R and aci = B? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-1
For the 10th of the year 2023, what are the Fee IDs applicable to Belles_cookbook_store? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not A...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-2
What are the applicable fee IDs for Belles_cookbook_store in March 2023? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-3
In January 2023 what delta would Belles_cookbook_store pay if the relative fee of the fee with ID=384 changed to 1? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-4
For Belles_cookbook_store in January, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees? Answer must be just the selected ACI to ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-5
Which columns in the payments dataset contain missing data? A. ip_address, B. email_address, C. both ip_address and email_address, D. neither Answer must be in the form 'X. Y' where X is the option's letter chosen and Y is the option's description. If a question does not have a relevant or applicable answer for the ta...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-6
For credit transactions, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 50 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-7
What are the total fees (in euros) that Crossfit_Hanna paid in December 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-8
Imagine the merchant Rafa_AI had changed its MCC code to 7523 before 2023 started, what amount delta will it have to pay in fees for the year 2023? Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-9
Looking at the year 2023, to which card scheme should the merchant Martinis_Fine_Steakhouse steer traffic to in order to pay the maximum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applic...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-10
Looking at the month of January, to which card scheme should the merchant Martinis_Fine_Steakhouse steer traffic in order to pay the maximum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or ap...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-11
In the year 2023 what delta would Golfclub_Baron_Friso pay if the relative fee of the fee with ID=595 changed to 1? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-12
What percentage of high-value transactions (above the 90th percentile of amount) are made by repeat customers? Answer must be just a number rounded to 3 decimal places. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-13
For Crossfit_Hanna in July, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees? Answer must be just the selected ACI to incentive ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-14
In the average scenario, which card scheme would provide the cheapest fee for a transaction value of 1000 EUR? Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-15
Looking at the year 2023, to which card scheme should the merchant Golfclub_Baron_Friso steer traffic to in order to pay the maximum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicable...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-16
Looking at the month of December, to which card scheme should the merchant Golfclub_Baron_Friso steer traffic in order to pay the maximum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or appli...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-17
In July 2023 what delta would Belles_cookbook_store pay if the relative fee of the fee with ID=384 changed to 1? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-18
Which merchant has the highest number of outlier transactions (using Z-Score > 3)? Answer must be just the name of the merchant. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-19
For the 365th of the year 2023, what is the total fees (in euros) that Rafa_AI should pay? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-20
Looking at the year 2023, to which card scheme should the merchant Belles_cookbook_store steer traffic to in order to pay the minimum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicabl...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-21
What is the average transaction value grouped by aci for Crossfit_Hanna's GlobalCard transactions between June and August 2023? Present your results broken down by grouping and sorted in ascending order. The final answer should be a list of this format: [grouping_i: amount_i, ]. When grouping by country use the countr...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-22
For credit transactions, what would be the average fee that the card scheme NexPay would charge for a transaction value of 50 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-23
For a credit transaction of 10 euros on TransactPlus, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one l...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-24
How many outliers are there in the transaction amount data (using Z-Score > 3)? Answer must be just a number. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-25
In the average scenario, which card scheme would provide the cheapest fee for a transaction value of 50 EUR? Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-26
During 2023, imagine if the Fee with ID 787 was only applied to account type R, which merchants would have been affected by this change? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-27
For credit transactions, what would be the average fee that the card scheme NexPay would charge for a transaction value of 500 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-28
For the 200th of the year 2023, what is the total fees (in euros) that Rafa_AI should pay? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-29
What are the total fees (in euros) that Martinis_Fine_Steakhouse paid in 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-30
For the 100th of the year 2023, what is the total fees (in euros) that Belles_cookbook_store should pay? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-31
In the year 2023 what delta would Golfclub_Baron_Friso pay if the relative fee of the fee with ID=709 changed to 99? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-32
What are the total fees (in euros) that Belles_cookbook_store paid in December 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-33
Imagine the merchant Martinis_Fine_Steakhouse had changed its MCC code to 5411 before 2023 started, what amount delta will it have to pay in fees for the year 2023? Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not App...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-34
For the 12th of the year 2023, what are the Fee IDs applicable to Belles_cookbook_store? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not A...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-35
Imagine the merchant Martinis_Fine_Steakhouse had changed its MCC code to 7523 before 2023 started, what amount delta will it have to pay in fees for the year 2023? Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not App...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-36
What are the total fees (in euros) that Golfclub_Baron_Friso paid in March 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-37
What percentage of transactions have missing IP addresses and also have a fraudulent dispute? Answer must be just a number rounded to 3 decimal places. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-38
What are the total fees (in euros) that Belles_cookbook_store paid in July 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-39
For account type F, what would be the average fee that the card scheme TransactPlus would charge for a transaction value of 1000 EUR? Provide the answer in EUR and 6 decimals. Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond wi...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-40
Looking at the year 2023, to which card scheme should the merchant Rafa_AI steer traffic to in order to pay the minimum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicable answer for t...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-41
What is the average transaction value grouped by aci for Belles_cookbook_store's SwiftCharge transactions between January and February 2023? Present your results broken down by grouping and sorted in ascending order. The final answer should be a list of this format: [grouping_i: amount_i, ]. When grouping by country u...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-42
Imagine the merchant Belles_cookbook_store had changed its MCC code to 5911 before 2023 started, what amount delta will it have to pay in fees for the year 2023? Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applic...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-43
For credit transactions, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 5000 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-44
What is the most expensive MCC for a transaction of 100 euros, in general? If there are many MCCs with the same value, list all of them. Provide a list as an output even if it is one element. Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty strin...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-45
Looking at the month of January, to which card scheme should the merchant Belles_cookbook_store steer traffic in order to pay the minimum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or appli...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-46
For a credit transaction of 100 euros on NexPay, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one letter...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-47
For a credit transaction of 10 euros on NexPay, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one letter....
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-48
For the 200th of the year 2023, what is the total fees (in euros) that Martinis_Fine_Steakhouse should pay? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-49
Is the fraud rate for ecommerce transactions higher than in-store transactions during the year 2023? Answer must either yes or no. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-50
For a credit transaction of 100 euros on TransactPlus, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-51
What are the total fees (in euros) that Rafa_AI paid in 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-52
For Martinis_Fine_Steakhouse in June, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees? Answer must be just the selected ACI to ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-53
For account type F, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 500 EUR? Provide the answer in EUR and 6 decimals. Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-54
Which card scheme is the most commonly used? Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-55
In February 2023 what delta would Rafa_AI pay if the relative fee of the fee with ID=17 changed to 99? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-56
For account type H and the MCC description: Drinking Places (Alcoholic Beverages) - Bars, Taverns, Nightclubs, Cocktail Lounges, and Discotheques, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 100 EUR? Provide the answer in EUR and 6 decimals Answer must be just...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-57
In the year 2023 what delta would Belles_cookbook_store pay if the relative fee of the fee with ID=276 changed to 1? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-58
On which day of the year are the most transactions recorded? Answer must be just a number of the day of the year. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-59
Are credit payments more likely to result in a fraudulent dispute compared to debit card payments? Answer must be just either yes or no. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-60
What percentage of transactions are considered high-value (above the 90th percentile of amount)? Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-61
What boolean factors contribute to a cheaper fee rate if set to False? Answer must be a list of values in comma delimited list, eg: A, B, C. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-62
For the 365th of the year 2023, what is the total fees (in euros) that Martinis_Fine_Steakhouse should pay? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-63
For account type D, what would be the average fee that the card scheme NexPay would charge for a transaction value of 5000 EUR? Provide the answer in EUR and 6 decimals. Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'No...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-64
Imagine the merchant Rafa_AI had changed its MCC code to 5911 before 2023 started, what amount delta will it have to pay in fees for the year 2023? Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-65
What are the total fees (in euros) that Rafa_AI paid in August 2023? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-66
For Rafa_AI in October, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees? Answer must be just the selected ACI to incentive and ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-67
For the 365th of the year 2023, what are the Fee IDs applicable to Belles_cookbook_store? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-68
In the average scenario, which card scheme would provide the most expensive fee for a transaction value of 1000 EUR? Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-69
For the 12th of the year 2023, what are the Fee IDs applicable to Golfclub_Baron_Friso? Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Ap...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-70
For credit transactions, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 4321 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-71
What is the average transaction value grouped by acquirer_country for Crossfit_Hanna's TransactPlus transactions between November and December 2023? Present your results broken down by grouping and sorted in ascending order. The final answer should be a list of this format: [grouping_i: amount_i, ]. When grouping by c...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-72
In the year 2023 what delta would Martinis_Fine_Steakhouse pay if the relative fee of the fee with ID=280 changed to 1? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-73
In the year 2023 what delta would Martinis_Fine_Steakhouse pay if the relative fee of the fee with ID=276 changed to 1? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-74
Looking at the month of July, to which card scheme should the merchant Golfclub_Baron_Friso steer traffic in order to pay the maximum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or applicabl...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-75
What are the top 3 countries (ip_country) by avg transaction value for Crossfit_Hanna's NexPay transactions in the last quarter of 2023? Answer must be a comma separated list of country codes. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-76
What percentage of the transactions are made using credit cards? Answer must be just a number rounded to 3 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-77
For account type H and the MCC description: Drinking Places (Alcoholic Beverages) - Bars, Taverns, Nightclubs, Cocktail Lounges, and Discotheques, what would be the average fee that the card scheme NexPay would charge for a transaction value of 4321 EUR? Provide the answer in EUR and 6 decimals Answer must be just a n...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-78
For Rafa_AI in November, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees? Answer must be just the selected ACI to incentive and...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-79
In the year 2023 what delta would Crossfit_Hanna pay if the relative fee of the fee with ID=792 changed to 99? Answer must be just a number rounded to 14 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-80
For Rafa_AI in July, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing users to use a different interaction, what would be the preferred choice considering the lowest possible fees? Answer must be just the selected ACI to incentive and the...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-81
During which hour of the day do the most transactions occur? Answer must be just a number representing the hour of the day. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-82
For a credit transaction of 10 euros on SwiftCharge, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one le...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-83
What boolean factors contribute to a cheaper fee rate if set to True? Answer must be a list of values in comma delimited list, eg: A, B, C. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-84
For account type H and the MCC description: Drinking Places (Alcoholic Beverages) - Bars, Taverns, Nightclubs, Cocktail Lounges, and Discotheques, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 50 EUR? Provide the answer in EUR and 6 decimals Answer must be just a...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-85
For credit transactions, what would be the average fee that the card scheme TransactPlus would charge for a transaction value of 50 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-86
For credit transactions, what would be the average fee that the card scheme NexPay would charge for a transaction value of 1000 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-87
For account type H, what would be the average fee that the card scheme GlobalCard would charge for a transaction value of 100 EUR? Provide the answer in EUR and 6 decimals. Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-88
For credit transactions, what would be the average fee that the card scheme SwiftCharge would charge for a transaction value of 500 EUR? Answer must be just a number expressed in EUR rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-89
What is the name of the column that indicates fraud? Answer must be just the name of the column. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-90
How many transactions were flagged as fraudulent? Answer must be just a number. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-91
For a credit transaction of 1 euros on GlobalCard, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one lett...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-92
Looking at the month of January, to which card scheme should the merchant Martinis_Fine_Steakhouse steer traffic in order to pay the minimum fees? Answer must be just the selected card scheme and the associated cost rounded to 2 decimals in this format: {card_scheme}:{fee}. If a question does not have a relevant or ap...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-93
For the 365th of the year 2023, what is the total fees (in euros) that Golfclub_Baron_Friso should pay? Answer must be just a number rounded to 2 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-94
Looking at the year 2023 and at the merchant Golfclub_Baron_Friso, if we were to move the fraudulent transactions towards a different Authorization Characteristics Indicator (ACI) by incentivizing shoppers to use a different payment interactions, what would be the preferred choice considering the lowest possible fees? ...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-95
How much, if exists, is the excessive retry fee? Answer must the number of cost in dollars per retry or 'Not Applicable'. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'.
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
easy
dab-train-96
In the average scenario, which card scheme would provide the most expensive fee for a transaction value of 5000 EUR? Answer must be just the name of the card scheme. If a question does not have a relevant or applicable answer for the task, please respond with 'Not Applicable'
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-97
What is the most expensive MCC for a transaction of 5 euros, in general? If there are many MCCs with the same value, list all of them. Provide a list as an output even if it is one element. Answer must be a list of values in comma separated list, eg: A, B, C. If the answer is an empty list, reply with an empty string....
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-98
For a credit transaction of 100 euros on SwiftCharge, what would be the most expensive Authorization Characteristics Indicator (ACI)? In the case of a draw between multiple ACIs, return the ACI with the lowest alphabetical order. Provide the response in a list even if there is only one value. Answer must be just one l...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
dab-train-99
For account type H, what would be the average fee that the card scheme NexPay would charge for a transaction value of 100 EUR? Provide the answer in EUR and 6 decimals. Answer must be just a number rounded to 6 decimals. If a question does not have a relevant or applicable answer for the task, please respond with 'Not...
{ "file_ids": [ "acquirer_countries.csv", "fees.json", "manual.md", "merchant_category_codes.csv", "merchant_data.json", "payments-readme.md", "payments.csv" ] }
hard
End of preview.

dabstep — real agent-environment traces

Data-analysis QA over a shared payments dataset and a business-rules manual, answered with pandas in a Python shell.

Every trace is a REAL run: an LLM agent stepping against the actual benchmark environment, with each transition (tool call → true environment observation) recorded as OpenTelemetry GenAI spans (traces.otel.jsonl, one span per line). Captured by world-model-harness's environment-capture package, which also holds the adapter, capture scripts, and per-corpus provenance: see packages/environment-capture/dabstep/.

License and attribution

Derived from adyen/DABstep (CC BY 4.0); this corpus is redistributed under the same terms (cc-by-4.0). The trace text embeds task data and environment output from the upstream benchmark — keep this attribution if you redistribute.

Contents

  • traces.otel.jsonl — the trace corpus (OTel GenAI spans, one JSON object per line)
  • data/ — task index (train/test splits: prompts + task metadata)
  • gold/ — per-task gold sidecars (graders read these; never staged into agent workspaces)
  • datafiles/ — shared context files (manual, datasets) staged into agent workspaces

Using it

from huggingface_hub import hf_hub_download

path = hf_hub_download(
    "experiential-labs/wmh-dabstep-traces", "traces.otel.jsonl", repo_type="dataset"
)

or, from a world-model-harness checkout:

uv run wmh download dabstep
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