The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
Error code: DatasetGenerationError
Exception: CastError
Message: Couldn't cast
CONTRACT.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
gcc_invoice_math_verified.jsonl: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
generator.py: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
HUMAN_REVIEW.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
LICENSE: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
QA_REPORT.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
README.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
RELEASE_CHECKLIST.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
sample.jsonl: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
schema.json: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
stats.json: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
validator.py: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
invoice: struct<claimed_totals: struct<due: string, gross: string, net: string, tax: string>, currency: strin (... 179 chars omitted)
child 0, claimed_totals: struct<due: string, gross: string, net: string, tax: string>
child 0, due: string
child 1, gross:
...
: str (... 5 chars omitted)
child 0, item: struct<allowance: string, charge: string, quantity: string, rate: string, unit_price: string>
child 0, allowance: string
child 1, charge: string
child 2, quantity: string
child 3, rate: string
child 4, unit_price: string
child 4, numeric_style: string
child 5, prepaid: string
split: string
seed: int64
family: string
expected: struct<error_fields: list<item: string>, totals: struct<due: string, gross: string, net: string, tax (... 23 chars omitted)
child 0, error_fields: list<item: string>
child 0, item: string
child 1, totals: struct<due: string, gross: string, net: string, tax: string>
child 0, due: string
child 1, gross: string
child 2, net: string
child 3, tax: string
child 2, valid: bool
country: string
fingerprint_sha256: string
pair_id: string
id: string
mutation: struct<delta: string, path: string, single_change: bool>
child 0, delta: string
child 1, path: string
child 2, single_change: bool
provenance: struct<copied_records: int64, external_sources_used_for_research: list<item: string>, generation_met (... 96 chars omitted)
child 0, copied_records: int64
child 1, external_sources_used_for_research: list<item: string>
child 0, item: string
child 2, generation_method: string
child 3, license_review_scope: string
child 4, license_reviewed: bool
child 5, model: null
child 6, synthetic: bool
contract_id: string
to
{'contract_id': Value('string'), 'country': Value('string'), 'expected': {'error_fields': List(Value('string')), 'totals': {'due': Value('string'), 'gross': Value('string'), 'net': Value('string'), 'tax': Value('string')}, 'valid': Value('bool')}, 'family': Value('string'), 'fingerprint_sha256': Value('string'), 'id': Value('string'), 'invoice': {'claimed_totals': {'due': Value('string'), 'gross': Value('string'), 'net': Value('string'), 'tax': Value('string')}, 'currency': Value('string'), 'document_type': Value('string'), 'lines': List({'allowance': Value('string'), 'charge': Value('string'), 'quantity': Value('string'), 'rate': Value('string'), 'unit_price': Value('string')}), 'numeric_style': Value('string'), 'prepaid': Value('string')}, 'mutation': {'delta': Value('string'), 'path': Value('string'), 'single_change': Value('bool')}, 'pair_id': Value('string'), 'provenance': {'copied_records': Value('int64'), 'external_sources_used_for_research': List(Value('string')), 'generation_method': Value('string'), 'license_review_scope': Value('string'), 'license_reviewed': Value('bool'), 'model': Value('null'), 'synthetic': Value('bool')}, 'seed': Value('int64'), 'split': 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 1827, 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 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
CONTRACT.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
gcc_invoice_math_verified.jsonl: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
generator.py: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
HUMAN_REVIEW.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
LICENSE: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
QA_REPORT.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
README.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
RELEASE_CHECKLIST.md: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
sample.jsonl: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
schema.json: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
stats.json: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
validator.py: struct<bytes: int64, sha256: string>
child 0, bytes: int64
child 1, sha256: string
invoice: struct<claimed_totals: struct<due: string, gross: string, net: string, tax: string>, currency: strin (... 179 chars omitted)
child 0, claimed_totals: struct<due: string, gross: string, net: string, tax: string>
child 0, due: string
child 1, gross:
...
: str (... 5 chars omitted)
child 0, item: struct<allowance: string, charge: string, quantity: string, rate: string, unit_price: string>
child 0, allowance: string
child 1, charge: string
child 2, quantity: string
child 3, rate: string
child 4, unit_price: string
child 4, numeric_style: string
child 5, prepaid: string
split: string
seed: int64
family: string
expected: struct<error_fields: list<item: string>, totals: struct<due: string, gross: string, net: string, tax (... 23 chars omitted)
child 0, error_fields: list<item: string>
child 0, item: string
child 1, totals: struct<due: string, gross: string, net: string, tax: string>
child 0, due: string
child 1, gross: string
child 2, net: string
child 3, tax: string
child 2, valid: bool
country: string
fingerprint_sha256: string
pair_id: string
id: string
mutation: struct<delta: string, path: string, single_change: bool>
child 0, delta: string
child 1, path: string
child 2, single_change: bool
provenance: struct<copied_records: int64, external_sources_used_for_research: list<item: string>, generation_met (... 96 chars omitted)
child 0, copied_records: int64
child 1, external_sources_used_for_research: list<item: string>
child 0, item: string
child 2, generation_method: string
child 3, license_review_scope: string
child 4, license_reviewed: bool
child 5, model: null
child 6, synthetic: bool
contract_id: string
to
{'contract_id': Value('string'), 'country': Value('string'), 'expected': {'error_fields': List(Value('string')), 'totals': {'due': Value('string'), 'gross': Value('string'), 'net': Value('string'), 'tax': Value('string')}, 'valid': Value('bool')}, 'family': Value('string'), 'fingerprint_sha256': Value('string'), 'id': Value('string'), 'invoice': {'claimed_totals': {'due': Value('string'), 'gross': Value('string'), 'net': Value('string'), 'tax': Value('string')}, 'currency': Value('string'), 'document_type': Value('string'), 'lines': List({'allowance': Value('string'), 'charge': Value('string'), 'quantity': Value('string'), 'rate': Value('string'), 'unit_price': Value('string')}), 'numeric_style': Value('string'), 'prepaid': Value('string')}, 'mutation': {'delta': Value('string'), 'path': Value('string'), 'single_change': Value('bool')}, 'pair_id': Value('string'), 'provenance': {'copied_records': Value('int64'), 'external_sources_used_for_research': List(Value('string')), 'generation_method': Value('string'), 'license_review_scope': Value('string'), 'license_reviewed': Value('bool'), 'model': Value('null'), 'synthetic': Value('bool')}, 'seed': Value('int64'), 'split': 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 1694, 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 1880, 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.
contract_id string | country string | expected dict | family string | fingerprint_sha256 string | id string | invoice dict | mutation dict | pair_id string | provenance dict | seed int64 | split string |
|---|---|---|---|---|---|---|---|---|---|---|---|
gcc-invoice-math-1.0 | SA | {
"error_fields": [
"gross"
],
"totals": {
"due": "-12705.82",
"gross": "-12705.82",
"net": "-12100.78",
"tax": "-605.04"
},
"valid": false
} | credit_note | 2476a5628fe61953de981400b552bd10c981eeeb520509796307d44ddb8b0424 | 0003524017ef7c5c80b41d416d2a10b7 | {
"claimed_totals": {
"due": "-12,705.82",
"gross": "-12,705.83",
"net": "-12,100.78",
"tax": "-605.04"
},
"currency": "SAR",
"document_type": "credit_note",
"lines": [
{
"allowance": "0.00",
"charge": "0.00",
"quantity": "3.00",
"rate": "0.05",
"unit_price": ... | {
"delta": "-0.01",
"path": "claimed_totals.gross",
"single_change": true
} | bbaf516cc2eed7ad0a57815a | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,265,931 | train |
gcc-invoice-math-1.0 | AE | {
"error_fields": [],
"totals": {
"due": "-9759.36",
"gross": "-9759.36",
"net": "-9294.63",
"tax": "-464.73"
},
"valid": true
} | credit_note | 3f7ad828c94177181cbdf38ca4b4ea237b6382a7066b34ea766a25c77f809cd1 | 004283db3a49f98158331cdb899bcf6e | {
"claimed_totals": {
"due": "-9,759.36",
"gross": "-9,759.36",
"net": "-9,294.63",
"tax": "-464.73"
},
"currency": "AED",
"document_type": "credit_note",
"lines": [
{
"allowance": "0.00",
"charge": "0.00",
"quantity": "1.00",
"rate": "0.05",
"unit_price": "56... | null | 4c6b4c8aece2d39c521207e9 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,365,933 | validation |
gcc-invoice-math-1.0 | BH | {
"error_fields": [],
"totals": {
"due": "6857.355",
"gross": "6857.355",
"net": "6530.814",
"tax": "326.541"
},
"valid": true
} | line_allowance | 245c8387c6e8280bbeeb77f00fdc6266cc2967d0918d2f876d31bbfe8acccd2b | 004f85327f26174a16ff7dfedce2ff94 | {
"claimed_totals": {
"due": "6,857.355",
"gross": "6,857.355",
"net": "6,530.814",
"tax": "326.541"
},
"currency": "BHD",
"document_type": "invoice",
"lines": [
{
"allowance": "0.225",
"charge": "0.000",
"quantity": "8.00",
"rate": "0.05",
"unit_price": "508.... | null | dd58b7802189afd43eeff08c | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,662,930 | train |
gcc-invoice-math-1.0 | KW | {
"error_fields": [
"gross"
],
"totals": {
"due": "57.249",
"gross": "57.249",
"net": "57.249",
"tax": "0.000"
},
"valid": false
} | half_up_tie | 9fd9b453cf8286f79eecf3161bf2e34268f446e5f4dcb41e7167d6e181f86582 | 00c2e11379c8ad046c4794f9a1260624 | {
"claimed_totals": {
"due": "٥٧٫٢٤٩",
"gross": "٥٧٫٢٥٠",
"net": "٥٧٫٢٤٩",
"tax": "٠٫٠٠٠"
},
"currency": "KWD",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠٠",
"charge": "٠٫٠٠٠",
"quantity": "١٫٠٠",
"rate": "٠٫٠٠",
"unit_price": "٥٧٫٢٤٨٥٠٠"
... | {
"delta": "0.001",
"path": "claimed_totals.gross",
"single_change": true
} | e55d0ae2afded8879f94d76b | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,560,933 | validation |
gcc-invoice-math-1.0 | OM | {
"error_fields": [
"net"
],
"totals": {
"due": "8579.580",
"gross": "8579.580",
"net": "8579.580",
"tax": "0.000"
},
"valid": false
} | zero_rate | 38370f4729a2d8227974d448b2044c40b0b6e63960928d920c3f16876f83bdee | 00f69c4694801cfc80a130d7a425257d | {
"claimed_totals": {
"due": "٨٥٧٩٫٥٨٠",
"gross": "٨٥٧٩٫٥٨٠",
"net": "٨٥٧٩٫٥٧٩",
"tax": "٠٫٠٠٠"
},
"currency": "OMR",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠٠",
"charge": "٠٫٠٠٠",
"quantity": "٧٫٠٠",
"rate": "٠٫٠٠",
"unit_price": "١٧٤٫٨٥٠٠٠... | {
"delta": "-0.001",
"path": "claimed_totals.net",
"single_change": true
} | c5905cbcf3fb5b80249ad448 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,767,930 | train |
gcc-invoice-math-1.0 | BH | {
"error_fields": [],
"totals": {
"due": "4745.728",
"gross": "4745.728",
"net": "4519.741",
"tax": "225.987"
},
"valid": true
} | line_charge | 3b9270e4e6df10ac7eb1296b1046922107627da88e77a4ce5b7bc228f6a90071 | 0130cb39479fd2ac755060cd1abc72c0 | {
"claimed_totals": {
"due": "4745.728",
"gross": "4745.728",
"net": "4519.741",
"tax": "225.987"
},
"currency": "BHD",
"document_type": "invoice",
"lines": [
{
"allowance": "0.000",
"charge": "0.880",
"quantity": "8.00",
"rate": "0.05",
"unit_price": "282.438... | null | b18df1ed083e75766bb297e6 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,663,931 | train |
gcc-invoice-math-1.0 | SA | {
"error_fields": [
"tax"
],
"totals": {
"due": "17108.88",
"gross": "17108.88",
"net": "16294.17",
"tax": "814.71"
},
"valid": false
} | line_allowance | 11960d7babeae767f583205794ad15c7b534c17de3b2ec403de1ecc04e104671 | 018031d380bc4eb8936efe43958c1404 | {
"claimed_totals": {
"due": "١٧١٠٨٫٨٨",
"gross": "١٧١٠٨٫٨٨",
"net": "١٦٢٩٤٫١٧",
"tax": "٨١٤٫٧٠"
},
"currency": "SAR",
"document_type": "invoice",
"lines": [
{
"allowance": "٦٫٦٠",
"charge": "٠٫٠٠",
"quantity": "٨٫٠٠",
"rate": "٠٫٠٥",
"unit_price": "٧٧٧٫٥٣٢٠٠"... | {
"delta": "-0.01",
"path": "claimed_totals.tax",
"single_change": true
} | 38571e4f64aadb189621bfde | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,262,933 | validation |
gcc-invoice-math-1.0 | KW | {
"error_fields": [],
"totals": {
"due": "7404.544",
"gross": "7404.544",
"net": "7051.947",
"tax": "352.597"
},
"valid": true
} | line_charge | 496e3e24c5cfc52e009c55dfb00d4230cf71ec0ed602af9dc186f5b0954be615 | 01cf11470a0ad1d5b08ecb88f354cbdc | {
"claimed_totals": {
"due": "7,404.544",
"gross": "7,404.544",
"net": "7,051.947",
"tax": "352.597"
},
"currency": "KWD",
"document_type": "invoice",
"lines": [
{
"allowance": "0.000",
"charge": "0.036",
"quantity": "6.00",
"rate": "0.05",
"unit_price": "132.... | null | f641900f72620ec2230e92d0 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,563,931 | train |
gcc-invoice-math-1.0 | QA | {
"error_fields": [],
"totals": {
"due": "-22507.46",
"gross": "-22507.46",
"net": "-21435.68",
"tax": "-1071.78"
},
"valid": true
} | credit_note | 9b3ff26026fae02edd23a182d595050c312bef576b5026bf48f1977aaa6fff2e | 01dfd8954baf0e5164db95c055250405 | {
"claimed_totals": {
"due": "-٢٢٥٠٧٫٤٦",
"gross": "-٢٢٥٠٧٫٤٦",
"net": "-٢١٤٣٥٫٦٨",
"tax": "-١٠٧١٫٧٨"
},
"currency": "QAR",
"document_type": "credit_note",
"lines": [
{
"allowance": "٠٫٠٠",
"charge": "٠٫٠٠",
"quantity": "٤٫٠٠",
"rate": "٠٫٠٥",
"unit_price": "٨... | null | a2d8cad4be563a76e56616c6 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,465,930 | train |
gcc-invoice-math-1.0 | KW | {
"error_fields": [
"due"
],
"totals": {
"due": "4274.217",
"gross": "6411.325",
"net": "6106.024",
"tax": "305.301"
},
"valid": false
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | SA | {
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | KW | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | BH | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | KW | {
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gcc-invoice-math-1.0 | BH | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | KW | {
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | KW | {
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | BH | {
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gcc-invoice-math-1.0 | KW | {
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gcc-invoice-math-1.0 | SA | {
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gcc-invoice-math-1.0 | SA | {
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gcc-invoice-math-1.0 | BH | {
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gcc-invoice-math-1.0 | SA | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | SA | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | BH | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | KW | {
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gcc-invoice-math-1.0 | SA | {
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | AE | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | QA | {
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gcc-invoice-math-1.0 | OM | {
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gcc-invoice-math-1.0 | BH | {
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gcc-invoice-math-1.0 | QA | {
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"single_change": true
} | 4c6b4c8aece2d39c521207e9 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,365,933 | validation |
gcc-invoice-math-1.0 | OM | {
"error_fields": [
"gross"
],
"totals": {
"due": "7741.769",
"gross": "11612.653",
"net": "11059.670",
"tax": "552.983"
},
"valid": false
} | prepayment | f2874f5fc13a009b14cf971a4adc9a0f84ab646479ed40863106c0db67a6c046 | 26f7fc59a68c72506e80e60cf9f4fb52 | {
"claimed_totals": {
"due": "٧٬٧٤١٫٧٦٩",
"gross": "١١٬٦١٢٫٦٥٤",
"net": "١١٬٠٥٩٫٦٧٠",
"tax": "٥٥٢٫٩٨٣"
},
"currency": "OMR",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠٠",
"charge": "٠٫٠٠٠",
"quantity": "١٫٠٠",
"rate": "٠٫٠٥",
"unit_price": "٦٧... | {
"delta": "0.001",
"path": "claimed_totals.gross",
"single_change": true
} | dff0976f908f4f370311a94f | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,764,931 | train |
gcc-invoice-math-1.0 | QA | {
"error_fields": [
"tax"
],
"totals": {
"due": "7923.40",
"gross": "7923.40",
"net": "7546.09",
"tax": "377.31"
},
"valid": false
} | line_charge | c0ff614bfa13940f7d17e3e82d24cc796b371e4be5c2abb38f21949a6c878610 | 26f881a5361c908e22abf20a9326b92c | {
"claimed_totals": {
"due": "٧٬٩٢٣٫٤٠",
"gross": "٧٬٩٢٣٫٤٠",
"net": "٧٬٥٤٦٫٠٩",
"tax": "٣٧٧٫٣٢"
},
"currency": "QAR",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠",
"charge": "٢٫٣٤",
"quantity": "٩٫٠٠",
"rate": "٠٫٠٥",
"unit_price": "٦٧٦٫٦٠١٠٠"... | {
"delta": "0.01",
"path": "claimed_totals.tax",
"single_change": true
} | a6a6f10a1ae82c24f7294178 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,463,930 | train |
gcc-invoice-math-1.0 | KW | {
"error_fields": [
"tax"
],
"totals": {
"due": "420000000048747.247",
"gross": "420000000048747.247",
"net": "400000000046425.951",
"tax": "20000000002321.296"
},
"valid": false
} | large_amount_stress | 6e2067fffc1cc5cf3a0d5217e5ac595ea92f1228ab20897c65f1956f58f4e251 | 2785865ced19dd148912dcc415bafd09 | {
"claimed_totals": {
"due": "420000000048747.247",
"gross": "420000000048747.247",
"net": "400000000046425.951",
"tax": "20000000002321.295"
},
"currency": "KWD",
"document_type": "invoice",
"lines": [
{
"allowance": "0.000",
"charge": "0.000",
"quantity": "4.00",
... | {
"delta": "-0.001",
"path": "claimed_totals.tax",
"single_change": true
} | 02f3148a6f07b6af186c9c2f | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,566,934 | test |
gcc-invoice-math-1.0 | AE | {
"error_fields": [
"net"
],
"totals": {
"due": "945000000097253.93",
"gross": "945000000097253.93",
"net": "900000000092622.79",
"tax": "45000000004631.14"
},
"valid": false
} | large_amount_stress | dfb63384ff1132cdb13c567a38c903969d2ef58c0397df804009ee7e1cdb8a18 | 2976457758e28e9ae7592623313144cf | {
"claimed_totals": {
"due": "٩٤٥٠٠٠٠٠٠٠٩٧٢٥٣٫٩٣",
"gross": "٩٤٥٠٠٠٠٠٠٠٩٧٢٥٣٫٩٣",
"net": "٩٠٠٠٠٠٠٠٠٠٩٢٦٢٢٫٨٠",
"tax": "٤٥٠٠٠٠٠٠٠٠٤٦٣١٫١٤"
},
"currency": "AED",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠",
"charge": "٠٫٠٠",
"quantity": "٩٫٠٠",
"rate"... | {
"delta": "0.01",
"path": "claimed_totals.net",
"single_change": true
} | b6585a23b023ba91486f6f5e | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,366,931 | train |
gcc-invoice-math-1.0 | OM | {
"error_fields": [
"gross"
],
"totals": {
"due": "99.296",
"gross": "99.296",
"net": "99.296",
"tax": "0.000"
},
"valid": false
} | line_vs_document_rounding | cf9d4012869ffc03ad5548e0faee8ecee4a04317d83454320e9e1809321896eb | 29e0f33574aeb840dca3b9a120987cc8 | {
"claimed_totals": {
"due": "٩٩٫٢٩٦",
"gross": "٩٩٫٢٩٥",
"net": "٩٩٫٢٩٦",
"tax": "٠٫٠٠٠"
},
"currency": "OMR",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠٠",
"charge": "٠٫٠٠٠",
"quantity": "١٫٠٠",
"rate": "٠٫٠٠",
"unit_price": "١٩٫٠٤٢٥٠٠"
... | {
"delta": "-0.001",
"path": "claimed_totals.gross",
"single_change": true
} | 2efceffbfb3d7106c58788d4 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,761,934 | test |
gcc-invoice-math-1.0 | KW | {
"error_fields": [],
"totals": {
"due": "6015.518",
"gross": "6015.518",
"net": "5729.065",
"tax": "286.453"
},
"valid": true
} | line_allowance | d130ab13f55e6a703e0b6964a0c303a6add8831adbcafb8cacb476aa4979fdbd | 29f9c7714806f85f52e93c54ac52388c | {
"claimed_totals": {
"due": "٦٠١٥٫٥١٨",
"gross": "٦٠١٥٫٥١٨",
"net": "٥٧٢٩٫٠٦٥",
"tax": "٢٨٦٫٤٥٣"
},
"currency": "KWD",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٧٠٢",
"charge": "٠٫٠٠٠",
"quantity": "٢٫٠٠",
"rate": "٠٫٠٥",
"unit_price": "٤٤٧٫٠٦٥... | null | 4134ffcd017cc97fb0493170 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,562,931 | train |
gcc-invoice-math-1.0 | SA | {
"error_fields": [
"gross"
],
"totals": {
"due": "18760.44",
"gross": "18760.44",
"net": "17867.09",
"tax": "893.35"
},
"valid": false
} | line_allowance | aa26e072cc55b66f86e74b15dfc104277768fd1e526b9c553f2010de22700693 | 2af8115f65b28f69be2e4b4dab8caf11 | {
"claimed_totals": {
"due": "18,760.44",
"gross": "18,760.45",
"net": "17,867.09",
"tax": "893.35"
},
"currency": "SAR",
"document_type": "invoice",
"lines": [
{
"allowance": "2.86",
"charge": "0.00",
"quantity": "5.00",
"rate": "0.05",
"unit_price": "665.125... | {
"delta": "0.01",
"path": "claimed_totals.gross",
"single_change": true
} | e3b17cdb0741f3e12aed53fb | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,262,934 | test |
gcc-invoice-math-1.0 | AE | {
"error_fields": [],
"totals": {
"due": "945000000097253.93",
"gross": "945000000097253.93",
"net": "900000000092622.79",
"tax": "45000000004631.14"
},
"valid": true
} | large_amount_stress | 14d983d4b2e838bafe9b6b5d50bbb07292eac22f9688a5fe82cf0cdc38637205 | 2bd78bfd42fc2900ad7d0d88ee2c059f | {
"claimed_totals": {
"due": "٩٤٥٠٠٠٠٠٠٠٩٧٢٥٣٫٩٣",
"gross": "٩٤٥٠٠٠٠٠٠٠٩٧٢٥٣٫٩٣",
"net": "٩٠٠٠٠٠٠٠٠٠٩٢٦٢٢٫٧٩",
"tax": "٤٥٠٠٠٠٠٠٠٠٤٦٣١٫١٤"
},
"currency": "AED",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠",
"charge": "٠٫٠٠",
"quantity": "٩٫٠٠",
"rate"... | null | b6585a23b023ba91486f6f5e | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,366,931 | train |
gcc-invoice-math-1.0 | QA | {
"error_fields": [],
"totals": {
"due": "9600.72",
"gross": "9600.72",
"net": "9600.72",
"tax": "0.00"
},
"valid": true
} | zero_rate | eb9bab226c7be95b93b5aad97a0dcc2e862501553422739751c84989814338b6 | 2bf628704d164b9782a210c2a11e76ef | {
"claimed_totals": {
"due": "٩٦٠٠٫٧٢",
"gross": "٩٦٠٠٫٧٢",
"net": "٩٦٠٠٫٧٢",
"tax": "٠٫٠٠"
},
"currency": "QAR",
"document_type": "invoice",
"lines": [
{
"allowance": "٠٫٠٠",
"charge": "٠٫٠٠",
"quantity": "٩٫٠٠",
"rate": "٠٫٠٠",
"unit_price": "٣١٤٫٣٥٣٠٠"
... | null | a9e82eb43ecb4587b7bec605 | {
"copied_records": 0,
"external_sources_used_for_research": [
"https://zatca.gov.sa/en/E-Invoicing/Introduction/LawsAndRegulations/Pages/default.aspx",
"https://mof.gov.ae/en/about-us/initiatives/einvoicing/",
"https://www.six-group.com/en/products-services/financial-information/market-reference-data/d... | 20,467,932 | train |
GCC-InvoiceMath-Verified
A deterministic synthetic benchmark for testing invoice arithmetic, numeric parsing, rounding, and claimed-total validation across six GCC currencies.
Overview
GCC-InvoiceMath-Verified contains 600 records / 300 causal pairs.
Each pair contains:
- one mathematically correct invoice
- one counterfactual invoice where exactly one claimed total differs by one minor currency unit
The dataset is intended for:
- ERP QA
- e-invoicing integration testing
- financial software regression testing
- structured-output validation
- numerical reasoning evaluation
- synthetic data benchmarking
This benchmark is not a tax-law compliance benchmark.
It does not certify compliance with ZATCA, UAE e-invoicing rules, PINT, UBL, or any national tax regulation.
Countries and currencies
| Country | Currency | Records |
|---|---|---|
| Saudi Arabia | SAR | 100 |
| United Arab Emirates | AED | 100 |
| Qatar | QAR | 100 |
| Kuwait | KWD | 100 |
| Bahrain | BHD | 100 |
| Oman | OMR | 100 |
SAR, AED and QAR use two benchmark fractional digits.
KWD, BHD and OMR use three benchmark fractional digits.
Scenario families
The benchmark contains 10 deterministic scenario families:
half_up_tieline_vs_document_roundingline_allowanceline_chargeprepaymentcredit_notelarge_amount_stresszero_ratemixed_rateszero_due
Each family contains 60 records.
Numeric rendering
Four rendering styles are equally represented:
- ASCII
- grouped ASCII
- Arabic-Indic digits
- grouped Arabic-Indic digits
Each style contains 150 records.
This makes it possible to test parsers handling both Western and Arabic-Indic numeric representations.
Dataset structure
Important fields include:
{
"id": "...",
"pair_id": "...",
"split": "train",
"country": "SA",
"family": "half_up_tie",
"contract_id": "gcc-invoice-math-1.0",
"invoice": {
"currency": "SAR",
"document_type": "invoice",
"numeric_style": "arabic_indic",
"lines": [],
"prepaid": "...",
"claimed_totals": {}
},
"expected": {
"valid": true,
"totals": {},
"error_fields": []
},
"mutation": null,
"fingerprint_sha256": "..."
}
Ground truth
Ground truth is generated procedurally using Python Decimal arithmetic with explicit ROUND_HALF_UP behavior.
Validation is performed independently using fractions.Fraction.
The validator does not import generator code.
This provides two different arithmetic implementations:
- generator oracle: Decimal
- validation oracle: rational arithmetic
Validation results
- Records generated: 600
- Records validated: 600
- Pass rate: 100%
- Valid examples: 300
- Invalid examples: 300
- Unique causal pairs: 300
The release also checks:
- JSON Schema compliance
- unique IDs
- unique semantic source invoices
- fingerprints
- country/currency consistency
- pair integrity
- train/validation/test pair isolation
- exactly one causal mutation per invalid record
- exactly one minor-unit difference
- generator/validator oracle agreement
Splits
- train: 360
- validation: 120
- test: 120
Positive and negative members of a causal pair are always kept in the same split.
Synthetic provenance
All records are procedurally generated.
- no real invoices
- no PII
- no copied commercial records
- no real tax identifiers
- no customer transaction data
External sources were used only for background research and currency-precision verification.
Important limitations
This dataset does not cover:
- XML / UBL validation
- digital signatures
- QR codes
- live tax submission
- regulatory certification
- real tax IDs
- OCR images
- exchange rates
- payment reconciliation
- jurisdiction-specific VAT interpretation
Tax rates used in the benchmark are synthetic testing parameters.
Intended use
Recommended uses:
- unit tests
- regression tests
- ERP adapter QA
- invoice parser evaluation
- financial-agent evaluation
- data-quality pipelines
- numeric-reasoning benchmarks
Commercial customization
Need a private benchmark matching your ERP, invoice schema, accounting rules, API, or failure modes?
Custom synthetic datasets can be generated with:
- client-specific field mappings
- custom currencies
- custom rounding behavior
- additional failure modes
- private held-out regression suites
- custom JSON / CSV / Parquet / SQL formats
- validation scripts
- QA reports
The commercial value is in adapting the benchmark to a real system, not simply generating more generic rows.
Reproducibility
The generator is deterministic and seed-based.
Default seed:
20260930
See generator.py and validator.py.
License
MIT License for the original benchmark code and synthetic fixtures.
See LICENSE.
---
## RegalFire — Custom / Private Dataset Work
RegalFire builds custom AI datasets, evaluation sets and data pipelines for:
- AI agents
- computer-use systems
- multimodal models
- world models
- RAG systems
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Available services include:
- synthetic data generation
- private evaluation datasets
- agent trajectories
- failure / recovery datasets
- multimodal RGB / segmentation / state-action data
- web data acquisition
- cleaning and deduplication
- structured dataset packaging
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For custom or private work:
**Email: ootiris@gmail.com**
Hugging Face: **RegalFire**
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