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Ringkasan Human-in-the-Loop
Human-in-the-Loop (HITL) memungkinkan verifikasi dan koreksi oleh manusia untuk memastikan akurasi data yang diekstrak oleh pemroses Document AI sebelum digunakan dalam aplikasi bisnis penting.
Fitur ini menyediakan alur kerja dan platform untuk tenaga kerja Anda sendiri atau partner
(manusia yang disebut sebagai pemberi label di HITL) untuk meninjau, memvalidasi,
dan mengoreksi data yang diekstrak dari dokumen oleh pemroses Document AI.
Fitur
Filter nilai minimum keyakinan untuk membatasi jumlah dokumen yang melewati HITL.
Pengelolaan kumpulan pemberi label, termasuk penetapan tugas dan analisis efisiensi menurut tugas dan pemberi label.
Petunjuk dan fitur UI yang mengurangi waktu penanganan pelabel per dokumen.
Analisis dan metrik menurut tugas dan menurut pelabel, sehingga Anda dapat menyederhanakan operasi HITL.
Manfaat
Mitigasi risiko - mitigasi risiko keuangan jika data penting salah - misalnya, jumlah invoice, alamat penagihan, jumlah pinjaman, dll.
Menyederhanakan Penanganan Pengecualian - Meluncurkan alur kerja peninjauan manual dan penanganan pengecualian dengan mudah.
Efisiensi Tenaga Kerja - mengelola, memantau, dan meningkatkan produktivitas tenaga kerja yang mengelola peninjauan manual.
Kontrol biaya - mengontrol biaya peninjauan manual dengan filter yang dapat dikonfigurasi.
Kelengkapan data - memastikan data yang diekstrak sudah lengkap untuk aplikasi bisnis downstream.
[[["Mudah dipahami","easyToUnderstand","thumb-up"],["Memecahkan masalah saya","solvedMyProblem","thumb-up"],["Lainnya","otherUp","thumb-up"]],[["Sulit dipahami","hardToUnderstand","thumb-down"],["Informasi atau kode contoh salah","incorrectInformationOrSampleCode","thumb-down"],["Informasi/contoh yang saya butuhkan tidak ada","missingTheInformationSamplesINeed","thumb-down"],["Masalah terjemahan","translationIssue","thumb-down"],["Lainnya","otherDown","thumb-down"]],["Terakhir diperbarui pada 2025-08-18 UTC."],[[["\u003cp\u003eDocument AI Human-in-the-Loop (HITL) is being deprecated and will no longer be available on Google Cloud after January 16, 2025, with new customers not being allowlisted.\u003c/p\u003e\n"],["\u003cp\u003eHITL allows for human verification and corrections of data extracted by Document AI processors, ensuring accuracy for use in critical business applications.\u003c/p\u003e\n"],["\u003cp\u003eThe service includes features such as confidence threshold filters, labeler pool management, UI cues for efficient labeling, and analytics for streamlined operations.\u003c/p\u003e\n"],["\u003cp\u003eKey benefits of using HITL include risk mitigation, simplified exception handling, workforce efficiencies, cost control, and ensuring data completeness for downstream applications.\u003c/p\u003e\n"],["\u003cp\u003eGoogle Cloud recommends working with a Google Cloud certified partner, like Devoteam, Searce, or Quantiphi, to help implement human review and corrections.\u003c/p\u003e\n"]]],[],null,["# Human-in-the-Loop Overview\n==========================\n\n\n| **Caution** : Document AI Human-in-the-Loop is deprecated and will no longer be available on Google Cloud after January 16, 2025. New customers are not allowlisted. If you want to use (HITL) but don't see the option available, contact your Google Account team. \n|\n| To implement a human review and correction solution that meets your requirements, we recommend working with a Google Cloud certified partner like Devoteam, Searce, or Quantiphi. See [Deprecations](/document-ai/docs/deprecation) for details.\n\n\u003cbr /\u003e\n\n\n| **Note** : This product is subject to the [Data Processing and Security Terms](/terms/data-processing-terms).\n\n\u003cbr /\u003e\n\nHuman-in-the-Loop (HITL) enables human verification and corrections to ensure accuracy of data extracted by Document AI processors before it is used in critical business applications.\n\nIt provides a workflow and a platform for your own or a partner workforce\n(humans referred to as *labelers* in HITL) to review, validate,\nand correct the data extracted from documents by Document AI processors.\n\nFeatures\n--------\n\n- Confidence threshold filters to limit the number of documents going through HITL.\n- Labeler pool management, including task assignments and efficiency analytics by task and by labeler.\n- UI cues and features that reduce labeler handling time per document.\n- Analytics and metrics by task and by labeler, so you can streamline HITL operations.\n\nBenefits\n--------\n\n- **Risk mitigation** - mitigate financial risks of critical data being incorrect - for example, invoice amounts, billing addresses, loan amounts, etc.\n- **Simplify Exception Handling** - Easily roll out a human review and exception handling workflow.\n- **Workforce Efficiencies** - manage, monitor and improve productivity of workforce managing human review.\n- **Cost control** - control costs of human review with configurable filters.\n- **Data completeness** - ensure extracted data is complete for downstream business applications."]]
