Mastodawn

🧾 Multi-Modal Vision vs. Text-Based Parsing: Benchmarking LLM Strategies for Invoice Processing

#software #ai #ml #llm #vision #machinevision #computervision #cs #invoice #receipt

Multi-Modal Vision vs. Text-Based Parsing: Benchmarking LLM Strategies for Invoice Processing

This paper benchmarks eight multi-modal large language models from three families (GPT-5, Gemini 2.5, and open-source Gemma 3) on three diverse openly available invoice document datasets using zero-shot prompting. We compare two processing strategies: direct image processing using multi-modal capabilities and a structured parsing approach converting documents to markdown first. Results show native image processing generally outperforms structured approaches, with performance varying across model types and document characteristics. This benchmark provides insights for selecting appropriate models and processing strategies for automated document systems. Our code is available online.

arXiv.org

Blaze Trends Sep 23

MEO Bill Shock: Cancel Unwanted Digital Subscriptions & Charges via DVPass

#BillIssues #ConsumerHelp #invoice #UnexpectedCharges #website
https://blazetrends.com/meo-bill-shock-cancel-unwanted-digital-subscriptions-charges-via-dvpass/?fsp_sid=129644

MEO Bill Shock: Cancel Unwanted Digital Subscriptions & Charges via DVPass

Ever stared at your monthly phone bill and felt a jolt of surprise? Many of us expect our communication and TV costs to stay steady. Yet, a common tech trap

Blaze Trends

Vietnamnet BOT Sep 15

Kế toán trưởng Nguyễn Viết Hải bị bắt vì mua bán trái phép hóa đơn GTGT trị giá hơn 22 tỷ đồng từ 5 công ty "ma".

#pháp_luật #kế_toán #hóa_đơn #vietnam #law #accounting #invoice

https://vietnamnet.vn/nam-ke-toan-truong-mua-ban-trai-phep-hoa-don-hon-22-ty-dong-tu-5-cong-ty-ma-2442394.html

Nam kế toán trưởng mua bán trái phép hóa đơn hơn 22 tỷ đồng từ 5 công ty 'ma'

Kế toán trưởng Nguyễn Viết Hải đã mua 29 tờ hóa đơn GTGT của 5 doanh nghiệp “ma” với tổng giá trị hàng hóa (chưa bao gồm VAT) hơn 22,4 tỷ đồng.

Vietnamnet.vn

Python Job Support Sep 13

Quotation Invoice in Excel | Create Invoice Bill in Excel | MS Excel

Quotation Invoice in Excel | Create Invoice Bill in Excel | MS Excel #invoice #quotation #invoice_in_excel #bill_in_excel #msexcel ... source

https://quadexcel.com/wp/quotation-invoice-in-excel-create-invoice-bill-in-excel-ms-excel/

Quotation Invoice in Excel | Create Invoice Bill in Excel | MS Excel - QuadExcel.com

Quotation Invoice in Excel | Create Invoice Bill in Excel | MS Excel #invoice #quotation #invoice_in_excel #bill_in_excel #msexcel ... source

QuadExcel.com

DeskDay Sep 11

It’s been a long summer ⛱️ 🕶️, and our billing module came back looking brand new.

Smarter, sharper, and exactly what MSPs have been waiting for in a PSA. 💜

⚡ New UI
⚡ Flexible contracts
⚡ Seamless integrations (QuickBooks, Xero)

Explore more at https://deskday.com/msp-billing-software/

#psaformsp #PSA #MSP #BillingAutomation #DeskDay #Invoice #mspticketing #MSPCommunity #MSPSolutions #MSP #helpdeskautomation #Helpdesk #helpdesksupport #HelpdeskSolutions #servicedesk #servicedesksoftware

MSP Billing Software | Invoicing Solution for MSPs

MSP billing software and invoicing solutions from DeskDay is specially engineered to reduce the processing time and unique billing requirements of MSPs for each month.

DeskDay

C.Sep 10

Anyone else see a little #irony in the fact that #UPS sends out its invoices via postal #mail?

#CanadaPost #invoice #collection #efficiency #post #postal

IB Teguh TM Sep 4

Create custom Odoo Invoice Receipts in 3 steps! Elevate your accounting & impress clients. #Odoo #Invoice #Accounting #ERP #OdooInvoiceReceipt

https://teguhteja.id/odoo-invoice-receipt-guide/?utm_source=mastodon&utm_medium=jetpack_social

Amazing: Odoo Invoice Receipt in 3 Steps

Odoo Invoice Receipt: Effortlessly customize your Odoo invoice with our guide! Enhance Odoo accounting.

teguhteja

HackerNews VN bot Aug 21

Công cụ CLI mã nguồn mở giúp tạo hóa đơn chuyên nghiệp từ terminal! ⌨️ Xuất PDF, không phụ thuộc SaaS, lý tưởng cho freelancer & dev. Bạn thấy sao? 🤔

#opensource #cli #invoice #freelancer #developer #mãnguồnmở #hóađơn #lậptrìnhviên #tựdo

https://github.com/cemalidev/invocli

GitHub - cemalidev/invocli: A Node.js CLI for generating PDF invoices

A Node.js CLI for generating PDF invoices. Contribute to cemalidev/invocli development by creating an account on GitHub.

GitHub

XTROVERSO.COM Jul 8

Why “Only 3.1% Inflation” Is the Biggest Lie of 2025.
They say inflation is cooling. But your invoices, rent, and supplies say otherwise. Entrepreneurs in NL, you’re not imagining it.
You’re being squeezed. Hard.
Read this before you drown.

https://www.xtroverso.com/blog/market-pulse-14/why-31-inflation-is-killing-dutch-entrepreneurs-453

#business #markets #governament #inflation #finance #financial #risk #entrepreneurship #Netherlands #dutch #governance #money #compliance #invoice #xtroverso #philosophy #news #future

Why 3.1% Inflation Is Killing Dutch Entrepreneurs

Dutch inflation is “only” 3.1%, but your margins are still dying. Here’s what the CPI doesn’t tell you and what every founder should know now.

xtroverso

Verfassungklage@troet.cafe Jul 1

#Invoice #Ninja als Alternative zu Lexware und anderen #Abrechnungsportalen.

#Rechnungsstellung leicht gemacht: Wie ich als #Technik-Blogger mit Invoice Ninja via #Docker und #Nginx kostengünstig professionelle Rechnungen erstelle. Ideal für Selbsthoster\:innen, die eine freie und flexible Lösung suchen.

https://gnulinux.ch/invoice-ninja-als-alternative-zu-lexware-und-anderen-abrechnungsportalen

Invoice Ninja als Alternative zu Lexware und anderen Abrechnungsportalen

Rechnungsstellung leicht gemacht: Wie ich als Technik-Blogger mit Invoice Ninja via Docker und Nginx kostengünstig professionelle Rechnungen erstelle. Ideal für Selbsthoster\:innen, die eine freie und flexible Lösung suchen.

GNU/Linux.ch