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