{ "run": "azure-d1a40be654e0b2d5", "measuredOn": "2026-10-16", "currency": "USD", "dataset": { "repo": "albertobarnabo/synthetic-receipts-ocr", "revision": "ed46e02b9b1136f6b54847c1d4bce9e94d11e55c", "split": "eval", "locale": "DE", "variant": "image_photo", "selection": "Erste passende Beispiele in ursprünglicher Split-Reihenfolge; keine Qualitätsauswahl" }, "referenceItems": 482, "referenceCharacters": 34624, "gpu": "NVIDIA GeForce RTX 3070 Ti Laptop GPU, 8192 MiB, 610.88", "preprocessing": "EXIF-Drehung, RGB, proportional höchstens max_pixels; kein Deskew/Unwarping", "maxPixels": 1003520, "prompt": "Transcribe all printed text in this receipt image exactly as written, in reading order. Keep each receipt row together, including product name and its price on the same line. Preserve spelling, numbers, punctuation, currency and line breaks. Do not correct, translate, summarize or infer missing information. Return only the plain receipt text, without Markdown, JSON or commentary.", "reasoningOverrides": { "gpt-5-nano": "minimal", "gpt-6.1-sol": "low" }, "accuracyDefinition": "OCR-Accuracy = max(0, 100 − 100 × Summe der Zeicheneditierfehler / Summe der Referenzzeichen). Alle ausgewerteten Bons zählen, auch Modellausfälle. Produkt-/Preis-/Mengenquoten = Summe exakt korrekter Felder / Summe max(Referenzartikel, Ausgabeartikel).", "method": "Referenz: fields.lines und full_text. Unicode casefold, Leerraum vereinheitlicht, Trennlinien entfernt. Primäre OCR-Prozentzahl: 100 minus über alle Referenzzeichen gewichtete CER, bei 0 begrenzt. Wortgenauigkeit entsprechend WER. Exakte Bons: kompletter normalisierter OCR-Text identisch. Artikel: globale eindeutige Namenszuordnung (Hungarian, SequenceMatcher mindestens 0,45), Namen danach exakt normalisiert, Zahlen mit Toleranz < 0,005. Micro-Feldquoten gewichten Artikel; zusätzlich vorhandene Macro-Quoten gewichten Bons gleich. Pflichtfelder Name/Menge/Zeilensumme. Fehlende Werte und Modellausfälle zählen 0; fehlgeschlagene OCR gilt als leerer Text. Ungültiges natives JSON zählt 0 beim nativen Score. Keine manuellen Häkchen gesetzt. Die Ergebnisse gelten für diese synthetische deutsche Stichprobe und die konfigurierte Pipeline.", "timingLimitations": "Während des PaddleOCR-VL-Laufs wurde das Netzteil angeschlossen. PP-OCRv6 und Paddle-Bons 1–3 liefen davor, Bon 4 im Übergang. Laufzeitmittelwerte stammen deshalb aus wechselnden Leistungszuständen; kein kontrollierter Geschwindigkeitsvergleich. OCR-Prozentwerte werden aus den tatsächlichen Ausgaben berechnet. Azure-Zeiten enthalten Netzwerk, Warteschlange und mögliche Retries; Cloud-VRAM unbekannt. GPT nutzt reasoning_effort=none; andere Anbieter verwenden ihre Standardeinstellung. Nur öffentliche synthetische Bilder wurden übertragen. Modellabhängige Reasoning-Ausnahmen: gpt-5-nano=minimal, gpt-6.1-sol=low. Mistral OCR nutzt die native OCR-API ohne Chat-Prompt, Detail-/Tokenlimit oder Annotation. Markdown wird in Text überführt; Textblöcke werden mit denselben BBox-Zeilenregeln wie lokale OCR verbunden, mehrzeilige Blockhöhen gleichmäßig aufgeteilt. Falls Block- und Markdown-Text nicht übereinstimmen, bleibt der vollständige Markdown-Text nach Entfernen der Formatierung erhalten. Native API meldet kein Abschneide-Flag. Abrechnung nach gemeldeten Seiten. Document Intelligence nutzt prebuilt-receipt, API 2024-11-30, ohne Chat-Prompt oder kostenpflichtige Add-ons. OCR-Zeilen werden nach den gemeinsamen BBox-Regeln verbunden; direkt gelieferte Artikelfelder werden separat bewertet. API-Zeit enthält Einreichen und Statusabfragen. Seitenzahl aus analyzeResult.pages; kein gesonderter Abrechnungszähler. Native API liefert kein Abschneide-Flag. Azure-Teiltests wurden ohne weitere Inferenz zusammengeführt. Die Parallelitätszahl ist die Summe ihrer konfigurierten Obergrenzen.", "costLimitations": "API-Kosten: lokale Modelle 0 USD, Cloud-Modelle als Referenzschätzung aus gemessenem Token-/Seitenverbrauch; keine Rechnung. Ohne Guthaben, F0-Kontingent, Rabatte, Steuern oder lokale Hardware-/Stromkosten. Warm-up und Vorabproben sind nicht in den 100 gewerteten Bons enthalten.", "excluded": [ { "name": "DeepSeek-V4-Pro-1", "reason": "HTTP 400 beim Bildtest: Deployment unterstützt nur Texteingaben; kein 100-Bon-Ergebnis und keine belastbare Kostensumme." } ], "models": [ { "id": "glm", "name": "GLM-OCR", "provider": "local", "resolvedModels": [], "receipts": 100, "reasoningEfforts": [], "ocrAccuracy": 99.98844731977819, "characterErrors": 4, "names": 94.81037924151697, "prices": 95.40918163672654, "quantities": 12.974051896207586, "fieldDenominator": 501, "exactReceipts": 96, "seconds": 5.964501323439763, "cost100": 0, "costPerReceipt": 0, "cost1000": 0, "usage": { "input_tokens": null, "output_tokens": null, "pages_processed": null }, "rates": null, "native": null, "nativeDenominator": null }, { "id": "azure-gpt-6-1-sol-dedfef", "name": "gpt-6.1-sol", "provider": "azure", "resolvedModels": [ "gpt-6.1-sol-2026-09-29" ], "receipts": 100, "reasoningEfforts": [ "low" ], "ocrAccuracy": 99.93357208872459, "characterErrors": 23, "names": 92.43027888446215, "prices": 95.0199203187251, "quantities": 12.94820717131474, "fieldDenominator": 502, "exactReceipts": 81, "seconds": 6.576797477050422, "cost100": 0.339554, "costPerReceipt": 0.0033955400000000003, "cost1000": 3.3955400000000004, "usage": { "input_tokens": 69122, "output_tokens": 20131, "pages_processed": null }, "rates": { "input_per_million": 2.0, "cached_input_per_million": 0.1, "cache_write_per_million": 2.5, "output_per_million": 10.0, "source": "https://azure.microsoft.com/en-us/pricing/details/azure-openai/", "note": "Kurzer Kontext, Standard Global, Referenzregion US East. Preisattribute der offiziellen Azure-Preisseite am 16.10.2026 geprüft; kein Zugriff auf die tatsächliche Azure-Rechnung." }, "native": null, "nativeDenominator": null }, { "id": "azure-gpt-5-6-sol-419255", "name": "gpt-5.6-sol", "provider": "azure", "resolvedModels": [ "gpt-5.6-sol-2026-07-09" ], "receipts": 100, "reasoningEfforts": [ "none" ], "ocrAccuracy": 99.846926987061, "characterErrors": 53, "names": 88.42315369261478, "prices": 95.20958083832335, "quantities": 12.974051896207586, "fieldDenominator": 501, "exactReceipts": 65, "seconds": 3.896974766239946, "cost100": 0.664284, "costPerReceipt": 0.00664284, "cost1000": 6.64284, "usage": { "input_tokens": 68171, "output_tokens": 19580, "pages_processed": null }, "rates": { "input_per_million": 4.0, "cached_input_per_million": 0.4, "cache_write_per_million": 5.0, "output_per_million": 20.0, "source": "https://azure.microsoft.com/en-us/pricing/details/azure-openai/", "note": "GPT-5.6-sol, kurzer Kontext, Standard Global: Input 4,00, Cached Input 0,40, Cache Writes 5,00, Output 20,00 USD je 1 Million Token. Preisattribute der offiziellen Azure-Preisseite am 16.10.2026 geprüft; keine tatsächliche Azure-Rechnung." }, "native": null, "nativeDenominator": null }, { "id": "azure-gpt-6-sol-7388db", "name": "gpt-6-sol", "provider": "azure", "resolvedModels": [ "gpt-6-sol-2026-09-22" ], "receipts": 100, "reasoningEfforts": [ "none" ], "ocrAccuracy": 99.76605822550832, "characterErrors": 81, "names": 87.02594810379242, "prices": 94.61077844311377, "quantities": 12.974051896207586, "fieldDenominator": 501, "exactReceipts": 63, "seconds": 3.3232841949797876, "cost100": 0.331184, "costPerReceipt": 0.00331184, "cost1000": 3.31184, "usage": { "input_tokens": 69122, "output_tokens": 19294, "pages_processed": null }, "rates": { "input_per_million": 2.0, "cached_input_per_million": 0.2, "cache_write_per_million": 2.5, "output_per_million": 10.0, "source": "https://azure.microsoft.com/en-us/pricing/details/azure-openai/", "note": "Kurzer Kontext, Standard Global, Referenzregion US East. Preisattribute der offiziellen Azure-Preisseite am 16.10.2026 geprüft; kein Zugriff auf die tatsächliche Azure-Rechnung." }, "native": null, "nativeDenominator": null }, { "id": "azure-gpt-5-6-terra-deda3d", "name": "gpt-5.6-terra", "provider": "azure", "resolvedModels": [ "gpt-5.6-terra-2026-07-09" ], "receipts": 100, "reasoningEfforts": [ "none" ], "ocrAccuracy": 99.57543900184842, "characterErrors": 147, "names": 88.84462151394422, "prices": 94.42231075697211, "quantities": 12.94820717131474, "fieldDenominator": 502, "exactReceipts": 65, "seconds": 2.7235994304298945, "cost100": 0.370498, "costPerReceipt": 0.00370498, "cost1000": 3.70498, "usage": { "input_tokens": 68171, "output_tokens": 19513, "pages_processed": null }, "rates": { "input_per_million": 2.0, "cached_input_per_million": 0.2, "cache_write_per_million": 2.5, "output_per_million": 12.0, "source": "https://azure.microsoft.com/en-us/blog/gpt-5-6-now-available-in-microsoft-foundry/", "note": "Standard Global, kurzer Kontext; zusätzlich am 16.10.2026 gegen Azure Retail Prices API geprüft." }, "native": null, "nativeDenominator": null }, { "id": "azure-mistral-ocr-4-0-effd55", "name": "mistral-ocr-4-0", "provider": "azure", "resolvedModels": [ "mistral-ocr-4-0" ], "receipts": 100, "reasoningEfforts": [ "not_applicable" ], "ocrAccuracy": 98.76097504621072, "characterErrors": 429, "names": 93.97590361445783, "prices": 94.17670682730923, "quantities": 12.449799196787149, "fieldDenominator": 498, "exactReceipts": 81, "seconds": 2.464176345900232, "cost100": 0.4, "costPerReceipt": 0.004, "cost1000": 4.0, "usage": { "input_tokens": null, "output_tokens": null, "pages_processed": 100 }, "rates": { "billing_unit": "page", "pages_per_thousand": 4.0, "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/mistral-ai/", "note": "Mistral OCR 4 Global ohne Annotation: 4,00 USD je 1.000 verarbeitete Seiten. Preisattribute der offiziellen Azure-Preisseite am 16.10.2026 geprüft; Verbrauch aus usage_info.pages_processed." }, "native": null, "nativeDenominator": null }, { "id": "ppocr", "name": "PP-OCRv6 Medium", "provider": "local", "resolvedModels": [], "receipts": 100, "reasoningEfforts": [], "ocrAccuracy": 98.50681608133087, "characterErrors": 517, "names": 93.18637274549098, "prices": 93.9879759519038, "quantities": 12.625250501002004, "fieldDenominator": 499, "exactReceipts": 57, "seconds": 1.5420379953103112, "cost100": 0, "costPerReceipt": 0, "cost1000": 0, "usage": { "input_tokens": null, "output_tokens": null, "pages_processed": null }, "rates": null, "native": null, "nativeDenominator": null }, { "id": "azure-document-intelligence-prebuilt-receipt-8d9a58", "name": "Azure Document Intelligence · Receipt", "provider": "azure", "resolvedModels": [ "prebuilt-receipt" ], "receipts": 100, "reasoningEfforts": [ "not_applicable" ], "ocrAccuracy": 97.96095194085028, "characterErrors": 706, "names": 92.75653923541248, "prices": 93.36016096579476, "quantities": 12.273641851106639, "fieldDenominator": 497, "exactReceipts": 38, "seconds": 4.481123167339974, "cost100": 1.0, "costPerReceipt": 0.01, "cost1000": 10.0, "usage": { "input_tokens": null, "output_tokens": null, "pages_processed": 100 }, "rates": { "billing_unit": "page", "pages_per_thousand": 10.0, "source": "https://azure.microsoft.com/en-us/pricing/details/document-intelligence/", "note": "S0, All Prebuilt Models einschließlich Receipt: 10,00 USD je 1.000 Seiten, ohne Add-ons. Offizielle Azure-Preisattribute am 16.10.2026 geprüft. Seitenzahl aus analyzeResult.pages. F0-Freikontingent, Guthaben und Vertragsrabatte sind nicht berücksichtigt." }, "native": { "name": 98.34024896265561, "quantity": 13.278008298755188, "line_total": 99.79253112033194, "unit_price": 13.278008298755188 }, "nativeDenominator": 482 }, { "id": "azure-gpt-5-nano-6c1325", "name": "gpt-5-nano", "provider": "azure", "resolvedModels": [ "gpt-5-nano-2025-08-07" ], "receipts": 100, "reasoningEfforts": [ "minimal" ], "ocrAccuracy": 97.640365064695, "characterErrors": 817, "names": 69.96047430830039, "prices": 83.39920948616601, "quantities": 11.067193675889328, "fieldDenominator": 506, "exactReceipts": 22, "seconds": 3.457951889770011, "cost100": 0.012067550000000002, "costPerReceipt": 0.00012067550000000001, "cost1000": 0.12067550000000002, "usage": { "input_tokens": 83191, "output_tokens": 19770, "pages_processed": null }, "rates": { "input_per_million": 0.05, "cached_input_per_million": 0.005, "cache_write_per_million": null, "output_per_million": 0.4, "source": "https://azure.microsoft.com/en-us/pricing/details/azure-openai/", "note": "GPT-5-nano Global: Input 0,05, Cached Input 0,005, Output 0,40 USD je 1 Million Token; Preisattribute der offiziellen Azure-Preisseite am 16.10.2026 geprüft." }, "native": null, "nativeDenominator": null }, { "id": "paddle-vl", "name": "PaddleOCR-VL-1.6", "provider": "local", "resolvedModels": [], "receipts": 100, "reasoningEfforts": [], "ocrAccuracy": 97.16092883548983, "characterErrors": 983, "names": 80.11152416356877, "prices": 81.78438661710037, "quantities": 10.408921933085502, "fieldDenominator": 538, "exactReceipts": 24, "seconds": 14.911369535679805, "cost100": 0, "costPerReceipt": 0, "cost1000": 0, "usage": { "input_tokens": null, "output_tokens": null, "pages_processed": null }, "rates": null, "native": null, "nativeDenominator": null }, { "id": "azure-phi-4-multimodal-instruct-e6c04d", "name": "Phi-4-multimodal-instruct", "provider": "azure", "resolvedModels": [ "vision" ], "receipts": 100, "reasoningEfforts": [ "provider_default" ], "ocrAccuracy": 78.80660813308688, "characterErrors": 7338, "names": 9.836065573770492, "prices": 12.704918032786885, "quantities": 1.0245901639344261, "fieldDenominator": 488, "exactReceipts": 7, "seconds": 13.896509211009652, "cost100": 0.0168636, "costPerReceipt": 0.000168636, "cost1000": 0.168636, "usage": { "input_tokens": 133291, "output_tokens": 19376, "pages_processed": null }, "rates": { "input_per_million": 0.08, "cached_input_per_million": null, "cache_write_per_million": null, "output_per_million": 0.32, "source": "https://azure.microsoft.com/en-us/pricing/details/ai-foundry-models/microsoft/", "note": "Phi-4-multimodal, text and image: Input 0,08, Output 0,32 USD je 1 Million Token; Preisattribute der offiziellen Azure-Preisseite am 16.10.2026 geprüft." }, "native": null, "nativeDenominator": null } ], "receipts": [ { "id": "bon-001-95fb8a8296-p1", "inputSha256": "95fb8a82964beccfd503808e7b928599361aafdfa87d91df68d0d74944983a9d", 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