File size: 5,114 Bytes
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language:
- en
pretty_name: RealKIE-FCC-Verified
size_categories:
- n<1K
configs:
- config_name: default
data_files:
- split: test
path: data/test-*
dataset_info:
features:
- name: id
dtype: string
- name: image_files
list: string
- name: text
dtype: string
- name: json_schema
struct:
- name: type
dtype: string
- name: properties
struct:
- name: Agency
struct:
- name: type
dtype: string
- name: description
dtype: string
- name: Advertiser
struct:
- name: type
dtype: string
- name: description
dtype: string
- name: GrossTotal
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: PaymentTerms
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: AgencyCommission
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: NetAmountDue
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: LineItems
struct:
- name: type
dtype: string
- name: description
dtype: string
- name: items
struct:
- name: type
dtype: string
- name: properties
struct:
- name: LineItemRate
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: LineItemDays
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: LineItemStartDate
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: LineItemEndDate
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: LineItemDescription
struct:
- name: anyOf
list:
- name: type
dtype: string
- name: description
dtype: string
- name: required
list: string
- name: required
list: string
- name: json_response
struct:
- name: Agency
dtype: string
- name: Advertiser
dtype: string
- name: GrossTotal
dtype: float64
- name: PaymentTerms
dtype: string
- name: AgencyCommission
dtype: float64
- name: NetAmountDue
dtype: float64
- name: LineItems
list:
- name: LineItemDescription
dtype: string
- name: LineItemStartDate
dtype: string
- name: LineItemEndDate
dtype: string
- name: LineItemDays
dtype: string
- name: LineItemRate
dtype: float64
splits:
- name: test
num_bytes: 1276040
num_examples: 75
download_size: 393330
dataset_size: 1276040
license: cc-by-nc-4.0
license_name: cc-by-nc-4.0
license_link: https://creativecommons.org/licenses/by-nc/4.0/
---
### RealKIE-FCC-Verified
It is a test set with single and multi-page invoices sourced from the Federal Communications Commission (FCC) to evaluate key information extraction (KIE) performance.
### Task
Extract information from the document in JSON format given the corresponding JSON schema. It contains 75 documents, with:
a) `image_files`: Each document has multiple pages
b) `json_schema`: A common JSON schema requiring extraction of specified information including line items in the invoices
c) `json_response`: This is the expected output from the model
### Modifications to the original dataset
This release resolves two issues present in the original evaluation set (https://arxiv.org/abs/2403.20101):
a) Line Item Grouping: Fields previously treated as independent entries are now grouped within each individual line item, aligning the annotations with real-world invoice structure.
b) Annotation Corrections: Erroneous values in the original annotations have been corrected to ensure data accuracy.
These corrections are applied to `json_schema` and `json_response`.
Note: We haven't edited the OCR (`text`) field, and instead use the original version.
### License
```
Document Source: FCC https://publicfiles.fcc.gov/
Document License: Fair use under 17 USC 107.
License: CC-BY-NC 4.0
```
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