先进的文档处理技术提高了准确性和合规性 [重复].pdf

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1、 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.A I M 3 7 6-RAdvanced document processing with increased accuracy and complianceEd Fraga(he/him)Samuel Gordon(he/him)2025,Amazon Web Services,Inc.or its affiliates.A

2、ll rights reserved.AgendaHow IDP has evolvedIndustrialized StoryWhiteboardingDemoCall to action 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Evolution of IDP1990s2000s2010s2020s2023+Document ClassificationManualHeuristic basedSVM&RCFCNN&BERTLLMData ExtractionManualTemplated OCR

3、ML enhanced OCRDeep learningLLM&Advanced CVDocument UnderstandingManualKeyword extractionRule based NLPBERT&TransformerLLM(+RAG)Document ComparisonText diff comparisonsText diff comparisonsSemantic SimilarityBERT&TransformerLLMContact ReviewManualKeyword searchML based clause extractBERTLLM(+RAG)Add

4、itionally,there are managed services which are now making things even easier than ever.For example,Amazon Bedrock Data Automation abstracts a large amount of the complexity and leverages Generative AI to perform a number of the tasks aboveHuman TaskAutomationMachine LearningGenerative AI 2025,Amazon

5、 Web Services,Inc.or its affiliates.All rights reserved.C E N T A U R B A N K (F S I)Industrialized storyScenarioMany different formats:100+Volume to process:1k/dayExpected accuracy:90%Turn around time:2 hoursCost Sensitivity:VeryLanguages supported:ManyAutomating contract comprehension and insight

6、generation 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.Conceptual flow 2025,Amazon Web Services,Inc.or its affiliates.All rights reserved.1.OrchestrationAs our pipeline is made of many steps,we need a way to glue each activity together in a“structured flow”;Here well use AWS S