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ABBYY Tech Terms

Definitions and terms about Process AI,
Document AI, and everything in between.

A
Agentic automation
An advanced form of AI-driven automation where systems not only complete tasks but also make autonomous decisions without human intervention. Unlike traditional automation, which follows set rules, agentic AI adapts to changing conditions and handles dynamic, unpredictable tasks.
AI OCR
Optical character recognition (OCR) that uses artificial intelligence (AI) and machine learning (ML) to improve text recognition, particularly in complex documents, poor-quality scans, or handwritten text. AI OCR uses machine learning and natural language processing to understand document structure and context.
Algorithmic fairness
A principle to ensure that AI decision-making is unbiased and equitable. This involves techniques to detect, reduce, and prevent bias in AI training data and algorithmic outcomes.
Artificial intelligence (AI)
Technology that simulates human cognitive functions like learning, reasoning, and decision-making. AI helps businesses run more efficiently by automating processes, improving data management, and enabling intelligent decision-making.
D
Deep machine learning (deepML)
A subset of machine learning (ML) that uses artificial neural networks to analyze vast amounts of data and improve predictions over time. Also known as deep learning, deepML can be pre-trained for specific tasks for accuracy right out of the box and continuous improvement.
Digital twin
A virtual version of a physical object, system, or process that updates in real time. It uses smart sensors to track performance, detect issues, and improve efficiency. In process simulation, digital twins let businesses test and refine workflows before making real-world changes.

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E

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Enterprise content management (ECM)
A system that helps businesses store, organize, and manage digital content securely. ECM typically includes tools for content collaboration, workflow automation, and record-keeping.
Enterprise resource planning (ERP)
A system that integrates core business functions into a unified platform to improve data flow and decision-making across an organization.

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Explainable AI (XAI)
AI systems designed to provide clear, interpretable explanations for their decisions, so users can understand why an AI model made a specific choice.

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F
Fast machine learning (FastML)
A lighter, more adaptive approach to ML that, even with minimal data, quickly fine-tunes AI models for improved accuracy.
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H
Human-centric AI
AI designed with human values at its core. The goal of human-centric AI is to enhance user experience and support ethical decision-making that is in alignment with human and social needs.

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I

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K
Key-value pair extraction
A technique in document processing where AI identifies and extracts structured data from forms and documents by recognizing key terms (e.g., "Date") and their corresponding values (e.g., 11/1/2024).

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L

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M
Machine learning (ML)
A type of AI that allows systems to recognize patterns and learn from data to improve performance over time without being explicitly programmed. ML powers tasks like data extraction, NLP, and OCR.
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NeoML
An open-source machine learning framework developed by ABBYY. NeoML provides the tools and infrastructure needed to develop, train, and run AI models for data analytics, computer vision, deepML, and NLP.
Neural networks
A machine learning model inspired by the human brain, used for tasks like image recognition and NLP.
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P
Privacy by design
A principle that integrates data protection and privacy safeguards into software and system development from the start to protect user information and comply with regulations.

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U
Unstructured data
Data without a predefined format, such as information in scanned files, handwritten documents, and videos.
Z
Zero trust security
A cybersecurity framework where no user, device, or system is automatically trusted. Instead, access is continuously verified through authentication and encryption to reduce security risks.
Zero-shot learning
An AI solution's ability to process and understand new data or tasks without requiring prior training on specific examples.