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Parent(s): f1103ae
Publish synthetic invoice benchmark v1
Browse files- .gitattributes +1 -60
- LICENSE +201 -0
- README.md +57 -0
- data/development.jsonl +3 -0
- data/test.jsonl +3 -0
- data/validation.jsonl +3 -0
- schema/invoice-v1.schema.json +94 -0
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| 168 |
+
or other liability obligations and/or rights consistent with this
|
| 169 |
+
License. However, in accepting such obligations, You may act only
|
| 170 |
+
on Your own behalf and on Your sole responsibility, not on behalf
|
| 171 |
+
of any other Contributor, and only if You agree to indemnify,
|
| 172 |
+
defend, and hold each Contributor harmless for any liability
|
| 173 |
+
incurred by, or claims asserted against, such Contributor by reason
|
| 174 |
+
of your accepting any such warranty or additional liability.
|
| 175 |
+
|
| 176 |
+
END OF TERMS AND CONDITIONS
|
| 177 |
+
|
| 178 |
+
APPENDIX: How to apply the Apache License to your work.
|
| 179 |
+
|
| 180 |
+
To apply the Apache License to your work, attach the following
|
| 181 |
+
boilerplate notice, with the fields enclosed by brackets "[]"
|
| 182 |
+
replaced with your own identifying information. (Don't include
|
| 183 |
+
the brackets!) The text should be enclosed in the appropriate
|
| 184 |
+
comment syntax for the file format. We also recommend that a
|
| 185 |
+
file or class name and description of purpose be included on the
|
| 186 |
+
same "printed page" as the copyright notice for easier
|
| 187 |
+
identification within third-party archives.
|
| 188 |
+
|
| 189 |
+
Copyright [yyyy] [name of copyright owner]
|
| 190 |
+
|
| 191 |
+
Licensed under the Apache License, Version 2.0 (the "License");
|
| 192 |
+
you may not use this file except in compliance with the License.
|
| 193 |
+
You may obtain a copy of the License at
|
| 194 |
+
|
| 195 |
+
http://www.apache.org/licenses/LICENSE-2.0
|
| 196 |
+
|
| 197 |
+
Unless required by applicable law or agreed to in writing, software
|
| 198 |
+
distributed under the License is distributed on an "AS IS" BASIS,
|
| 199 |
+
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
| 200 |
+
See the License for the specific language governing permissions and
|
| 201 |
+
limitations under the License.
|
README.md
ADDED
|
@@ -0,0 +1,57 @@
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|
|
|
| 1 |
+
---
|
| 2 |
+
license: apache-2.0
|
| 3 |
+
language:
|
| 4 |
+
- ru
|
| 5 |
+
task_categories:
|
| 6 |
+
- text-generation
|
| 7 |
+
tags:
|
| 8 |
+
- document-extraction
|
| 9 |
+
- invoices
|
| 10 |
+
- structured-output
|
| 11 |
+
- synthetic
|
| 12 |
+
size_categories:
|
| 13 |
+
- n<1K
|
| 14 |
+
configs:
|
| 15 |
+
- config_name: default
|
| 16 |
+
data_files:
|
| 17 |
+
- split: development
|
| 18 |
+
path: data/development.jsonl
|
| 19 |
+
- split: validation
|
| 20 |
+
path: data/validation.jsonl
|
| 21 |
+
- split: test
|
| 22 |
+
path: data/test.jsonl
|
| 23 |
+
---
|
| 24 |
+
|
| 25 |
+
# Russian Invoice Extraction Benchmark
|
| 26 |
+
|
| 27 |
+
50 synthetic Russian-language invoices with structured JSON targets. The dataset is used by [Alice Extractor](https://github.com/necrasov-ilya/alice-extractor), but it is model-independent.
|
| 28 |
+
|
| 29 |
+
## Splits
|
| 30 |
+
|
| 31 |
+
| Split | Rows | Use |
|
| 32 |
+
| --- | ---: | --- |
|
| 33 |
+
| `development` | 30 | prompts and examples |
|
| 34 |
+
| `validation` | 10 | configuration selection |
|
| 35 |
+
| `test` | 10 | final evaluation |
|
| 36 |
+
|
| 37 |
+
The `test` split is fixed for version 1. It must not be used for training or prompt selection.
|
| 38 |
+
|
| 39 |
+
## Fields
|
| 40 |
+
|
| 41 |
+
- `id`: stable document identifier
|
| 42 |
+
- `text`: invoice text
|
| 43 |
+
- `expected`: target object matching `schema/invoice-v1.schema.json`
|
| 44 |
+
- `currency`, `vat_amount`, `item_count`: evaluation slices
|
| 45 |
+
- `template_family`, `vat_mode`: layout and VAT categories
|
| 46 |
+
|
| 47 |
+
Development and validation contain RUB invoices. Test contains 5 RUB, 2 USD, 2 EUR and 1 CNY invoices. Report the full test result and RUB versus non-RUB slices.
|
| 48 |
+
|
| 49 |
+
Synthetic tax IDs have the correct length, but a valid Russian checksum is not guaranteed. They are suitable for extraction tests, not registry validation.
|
| 50 |
+
|
| 51 |
+
## Quality checks
|
| 52 |
+
|
| 53 |
+
All 50 targets pass JSON Schema. Line totals, subtotals, VAT and totals reconcile. The release has no exact or whitespace-normalized document duplicates and no repeated organization identities. Source validation code and the original paired files are in [Alice Extractor](https://github.com/necrasov-ilya/alice-extractor/tree/main/benchmarks/data/v1).
|
| 54 |
+
|
| 55 |
+
## License and limits
|
| 56 |
+
|
| 57 |
+
Apache License 2.0. All records are synthetic and were created for this project. The dataset does not evaluate OCR, scanned PDFs, handwriting or legal and accounting correctness.
|
data/development.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:586b4929be151fbc790b630e6c84cf0f7f4b09c8523ac9d6ebb5f7ef16b0d588
|
| 3 |
+
size 96378
|
data/test.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:7a5554a4e567efdffdcff6ad4c158cdf6a9c22d2d587d215cccbd58096f41f7f
|
| 3 |
+
size 24773
|
data/validation.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:aae3b597e562a65d581084b9fa91ca48b886e8e1604dec4301f408e485ff0f8f
|
| 3 |
+
size 29953
|
schema/invoice-v1.schema.json
ADDED
|
@@ -0,0 +1,94 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
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|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
|
|
|
|
|
|
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|
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|
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|
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|
|
|
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|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"$schema": "https://json-schema.org/draft/2020-12/schema",
|
| 3 |
+
"$id": "https://github.com/necrasov-ilya/alice-extractor/schemas/invoice-v1.schema.json",
|
| 4 |
+
"title": "Russian invoice extraction result",
|
| 5 |
+
"type": "object",
|
| 6 |
+
"additionalProperties": false,
|
| 7 |
+
"required": [
|
| 8 |
+
"document_type",
|
| 9 |
+
"invoice_number",
|
| 10 |
+
"invoice_date",
|
| 11 |
+
"supplier",
|
| 12 |
+
"buyer",
|
| 13 |
+
"currency",
|
| 14 |
+
"subtotal",
|
| 15 |
+
"vat_amount",
|
| 16 |
+
"total_amount",
|
| 17 |
+
"line_items"
|
| 18 |
+
],
|
| 19 |
+
"properties": {
|
| 20 |
+
"document_type": {
|
| 21 |
+
"const": "invoice"
|
| 22 |
+
},
|
| 23 |
+
"invoice_number": {
|
| 24 |
+
"type": ["string", "null"]
|
| 25 |
+
},
|
| 26 |
+
"invoice_date": {
|
| 27 |
+
"type": ["string", "null"],
|
| 28 |
+
"format": "date"
|
| 29 |
+
},
|
| 30 |
+
"supplier": {
|
| 31 |
+
"$ref": "#/$defs/party"
|
| 32 |
+
},
|
| 33 |
+
"buyer": {
|
| 34 |
+
"$ref": "#/$defs/party"
|
| 35 |
+
},
|
| 36 |
+
"currency": {
|
| 37 |
+
"type": ["string", "null"],
|
| 38 |
+
"pattern": "^[A-Z]{3}$"
|
| 39 |
+
},
|
| 40 |
+
"subtotal": {
|
| 41 |
+
"type": ["number", "null"]
|
| 42 |
+
},
|
| 43 |
+
"vat_amount": {
|
| 44 |
+
"type": ["number", "null"]
|
| 45 |
+
},
|
| 46 |
+
"total_amount": {
|
| 47 |
+
"type": ["number", "null"]
|
| 48 |
+
},
|
| 49 |
+
"line_items": {
|
| 50 |
+
"type": "array",
|
| 51 |
+
"items": {
|
| 52 |
+
"$ref": "#/$defs/line_item"
|
| 53 |
+
}
|
| 54 |
+
}
|
| 55 |
+
},
|
| 56 |
+
"$defs": {
|
| 57 |
+
"party": {
|
| 58 |
+
"type": "object",
|
| 59 |
+
"additionalProperties": false,
|
| 60 |
+
"required": ["name", "tax_id"],
|
| 61 |
+
"properties": {
|
| 62 |
+
"name": {
|
| 63 |
+
"type": ["string", "null"]
|
| 64 |
+
},
|
| 65 |
+
"tax_id": {
|
| 66 |
+
"type": ["string", "null"],
|
| 67 |
+
"pattern": "^(?:[0-9]{10}|[0-9]{12})$"
|
| 68 |
+
}
|
| 69 |
+
}
|
| 70 |
+
},
|
| 71 |
+
"line_item": {
|
| 72 |
+
"type": "object",
|
| 73 |
+
"additionalProperties": false,
|
| 74 |
+
"required": ["description", "quantity", "unit", "unit_price", "line_total"],
|
| 75 |
+
"properties": {
|
| 76 |
+
"description": {
|
| 77 |
+
"type": "string"
|
| 78 |
+
},
|
| 79 |
+
"quantity": {
|
| 80 |
+
"type": ["number", "null"]
|
| 81 |
+
},
|
| 82 |
+
"unit": {
|
| 83 |
+
"type": ["string", "null"]
|
| 84 |
+
},
|
| 85 |
+
"unit_price": {
|
| 86 |
+
"type": ["number", "null"]
|
| 87 |
+
},
|
| 88 |
+
"line_total": {
|
| 89 |
+
"type": ["number", "null"]
|
| 90 |
+
}
|
| 91 |
+
}
|
| 92 |
+
}
|
| 93 |
+
}
|
| 94 |
+
}
|