Bank Statement Parsing Benchmark
Parsing Challenges
36 real-world formatting problems seen across 83+ real banks and 15 benchmark statements.
Last updated: August 5, 2026
36 challenges
Layout & StructureBank statements only
Separate Credit & Debit Columns
Statements use separate Credit and Debit columns in some formats, while others use a single Amount column with signs. Treating one layout like the other leads to wrong amounts or flipped signs. We automatically detect which layout is used and normalize the output.
How it looks
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In 10 synthetic statements
As seen in 56 real banks
ABN AMROBusiness Account
Addition FinancialBusiness Savings
Alliance BankSaveplus Acc Ctr
ANZANZ Access Advantage
AspireSgd Account
Bandhan BankCurrent Account Biz Advantage
+ 50 more banks
Often appears with
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Download the benchmark dataset and see how your parser handles real-world formatting problems.
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