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Datasets:
Bankstatemently
/
bank-statement-parsing-benchmark

Tasks:
Table Question Answering
Image-to-Text
Modalities:
Document
Tabular
Text
Languages:
English
French
Dutch
Size:
< 1K
Tags:
document-ai
bank-statement-parsing
pdf-table-extraction
ocr
structured-financial-data
Libraries:
Datasets
License:
Dataset card Data Studio Files
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bank-statement-parsing-benchmark / README.md
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Reissue bsb-004 (522f8c9c): corrected statement PDF, metadata, README, preview
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metadata 
license: mit
task_categories:
  - table-question-answering
  - image-to-text
language:
  - en
  - fr
  - nl
tags:
  - document-ai
  - bank-statement-parsing
  - pdf-table-extraction
  - ocr
  - structured-financial-data
size_categories:
  - n<1K
configs:
  - config_name: default
    data_files:
      - split: train
        path:
          - data/*.pdf
          - data/metadata.jsonl

Bankstatemently Open Benchmark

A standardized benchmark for evaluating bank and credit card statement PDF parsers. 15 synthetic statements across 3 difficulty tiers, 12 countries, 8 languages, and 41 parsing challenges.

5 of 15 statements are released here (PDFs + metadata); the rest are coming soon — see the full dataset on GitHub for status, or browse it on the website.

Design: ground truth is never in this dataset

This repo ships PDFs and structural metadata only — no transaction-level answers. Ground truth stays server-side so parsers cannot overfit to the answers. Score your parser's output via Bankstatemently's free evaluation API: https://bankstatemently.com/developers/api.

Structure 

data/
  basic/bsb-001-statement.pdf
  basic/bsb-002-statement.pdf
  ...
metadata.jsonl   # one row per PDF: file_name + difficulty, country, currency,
                 # language, pages, transactionCount, challenges, sha256
README.md        # this card
LICENSE          # MIT

Dataset changelog

Statements are occasionally reissued to fix errors. A parse or score produced against a superseded PDF is not comparable to results against the current one. Check here before comparing results across dates.

2026-08-07: bsb-004, Silk Road Banking (Hong Kong)

Reissued to correct errors in the original statement. The second account is now denominated in USD, with a disclosed FX rate.

  • Original PDF sha256: e93cacdb23195adefdf13ef4ba9528f55454c6fb2dc83624fe9c5077c5bc6455
  • Superseded by: 522f8c9c92cb567580ffca4ac5ff9d4caea7d831764671de0ab8ae0878e513c2
  • Parses or scores produced against the original PDF are not comparable. Re-parse the reissued PDF.

Statements

ID Difficulty Country Lang Type Pages Txns Challenges Released
bsb-001 basic 🇸🇬 SG EN Bank 3 12 Separate Credit & Debit Columns, Running Balance Cross-Check, Multi-Line Text Within a Cell ✓
bsb-002 basic 🇺🇸 US EN Credit Card 4 15 Charges Shown as Negative, Multiple Dates per Transaction, Description Continuation Rows, Non-Standard Page Size, Missing Year in Dates ✓
bsb-003 basic 🇳🇱 NL NL/EN Bank 3 22 Multiple Dates per Transaction, Separate Counterparty Column, Running Balance Cross-Check, Currency Symbols Breaking Numeric Parsing, Missing Year in Dates ✓
bsb-004 basic 🇭🇰 HK EN Bank 4 25 Separate Credit & Debit Columns, Multi-Line Text Within a Cell, Running Balance Cross-Check, Multiple Dates per Transaction, Separate Transaction Tables per Account ✓
bsb-005 basic 🇨🇦 CA FR Bank 2 25 Date Hidden Inside Description Text, Separate Credit & Debit Columns, Abbreviated Year in Dates, Inconsistent Date Formats, Running Balance Cross-Check ✓
bsb-006 intermediate 🇲🇽 MX ES Bank 1 30 Separate Credit & Debit Columns, Dual Balance Timeline, Missing Year in Dates, Running Balance Cross-Check Coming soon
bsb-007 intermediate 🇨🇦 CA FR/EN Credit Card 1 25 Multiple Dates per Transaction, Date Split Across Day/Month Columns, Transactions Split Across Multiple Tables Coming soon
bsb-008 intermediate 🇦🇺 AU EN Bank 1 30 Column Mixes Times and Dates, Inconsistent Date Formats, No Selectable Text (Scanned PDF), Separate Credit & Debit Columns, Running Balance Cross-Check Coming soon
bsb-009 intermediate 🇬🇧 GB EN Bank 1 35 Separate Credit & Debit Columns, Multiple Dates per Transaction, Running Balance Cross-Check, Inconsistent Date Formats, Currency Symbols Breaking Numeric Parsing, No Visible Table Lines or Borders Coming soon
bsb-010 intermediate 🇮🇳 IN EN Bank 25 500 Separate Credit & Debit Columns, Running Balance Cross-Check, Payment Method/Rails Information, Inconsistent Date Formats, Phantom Balance Rows on Every Page, Blank Dates for Same-Day Transactions Coming soon
bsb-011 advanced 🇭🇰 HK EN/ZH Bank 2 35 Bilingual Column Headers, Mixed Locale Formatting, Separate Credit & Debit Columns, Multiple Currencies in One Table, Multiple Accounts Mixed in One Table, Sparse Balance Column (End-of-Day Only) Coming soon
bsb-012 advanced 🇸🇬 SG ZH Credit Card 1 31 Charges Shown as Negative, Fees & Interest Buried in Separate Sections, Zero-Value Fee & Interest Lines, Missing Year in Dates, No Selectable Text (Scanned PDF), Page Headers & Footers Mixed with Data Coming soon
bsb-013 advanced 🇰🇿 KZ EN Bank 2 35 Multiple Currencies in One Table, Two Currencies Shown Side-by-Side, Separate Credit & Debit Columns, Fees in a Separate Column, Multiple Accounts Mixed in One Table Coming soon
bsb-014 advanced 🇹🇭 TH TH/EN Bank 1 28 Buddhist Era Calendar (Year +543), Bilingual Column Headers, Separate Credit & Debit Columns, Payment Method/Rails Information, Running Balance Cross-Check Coming soon
bsb-015 advanced 🇲🇾 MY EN/MS Credit Card 1 20 Bilingual Column Headers, Mixed Locale Formatting, Multiple Dates per Transaction, Currency Only Shown in Column Header, Transactions Split Across Multiple Tables, No Selectable Text (Scanned PDF), Plus/Minus Sign After the Amount Coming soon

Challenges

Challenge Description Statements
balance-carry-forward-rows Phantom Balance Rows on Every Page 0 / 1
balance-validation Running Balance Cross-Check 4 / 9
bilingual-headers Bilingual Column Headers 0 / 3
buddhist-era-dates Buddhist Era Calendar (Year +543) 0 / 1
charges-shown-as-negative Charges Shown as Negative 1 / 2
credit-debit-columns Separate Credit & Debit Columns 3 / 10
currency-symbol-amounts Currency Symbols Breaking Numeric Parsing 1 / 2
currency-symbol-header-only Currency Only Shown in Column Header 0 / 1
date-carry-forward Blank Dates for Same-Day Transactions 0 / 1
date-format-variations Inconsistent Date Formats 1 / 4
date-time-dual-column Column Mixes Times and Dates 0 / 1
dual-balance-timeline Dual Balance Timeline 0 / 1
dual-currency-display Two Currencies Shown Side-by-Side 0 / 1
end-of-day-balance Sparse Balance Column (End-of-Day Only) 0 / 1
fee-and-interest-sections Fees & Interest Buried in Separate Sections 0 / 1
fee-column Fees in a Separate Column 0 / 1
header-footer-noise Page Headers & Footers Mixed with Data 0 / 1
mixed-locale-formatting Mixed Locale Formatting 0 / 2
multi-currency Multiple Currencies in One Table 0 / 2
multi-line-descriptions Multi-Line Text Within a Cell 2
multiple-accounts-multiple-tables Separate Transaction Tables per Account 1
multiple-accounts-single-table Multiple Accounts Mixed in One Table 0 / 2
multiple-tables Transactions Split Across Multiple Tables 0 / 2
no-table-boundaries No Visible Table Lines or Borders 0 / 1
non-standard-page-size Non-Standard Page Size 1
partial-year-dates Missing Year in Dates 2 / 4
payment-method-column Payment Method/Rails Information 0 / 2
posting-date-selection Multiple Dates per Transaction 3 / 6
scanned-pdf-text No Selectable Text (Scanned PDF) 0 / 3
separate-counterparty-column Separate Counterparty Column 1
split-date-columns-merged Date Split Across Day/Month Columns 0 / 1
split-embedded-date-column Date Hidden Inside Description Text 1
trailing-sign-amounts Plus/Minus Sign After the Amount 0 / 1
transaction-continuation Description Continuation Rows 1
two-digit-year-dates Abbreviated Year in Dates 1
zero-value-informational-rows Zero-Value Fee & Interest Lines 0 / 1

Explore interactive examples at https://bankstatemently.com/benchmark/challenges.

Links

License

MIT. See LICENSE.