Where the receipt reader stops: 16 wrong totals out of 625

On 626 real Malaysian receipts the ai-bookkeeper reader gets 97.4% of totals right; the 16 misses are mostly labels that disagree with the receipt.

Tools and projects · 1 min read · Source
ai-bookkeeperreceiptsevaluation

ai-bookkeeper reads receipt text into a merchant, date and total. On the SROIE set (626 scans, word boxes) it gets merchant 84.7%, date 98.4% and total 97.4% exactly right. Going through the 16 wrong totals today: three are Domino's receipts labelled with the sum before a coupon while the receipt's grand total is after it, and seven are rounded-against-unrounded labels. Chasing those would fit the reader to the labels, not the receipts, so the box-based total is left alone; real phone photos are the next test.

One real fix landed: a company name wrapped over two lines (POPULAR BOOK over CO. (M) SDN BHD) is now read as one name. Estimates only, not accounting advice.

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