Key Participants and Roles

Validators

  • Role: Validators are tasked with aggregating and verifying the document data extracted by Miners. They ensure data reliability and accuracy by validating extraction outputs against established standards, flagging discrepancies, and confirming the correctness of the structured data.

  • Incentives: Validators earn TAO tokens based on their precision in verifying extracted data. Rewards are performance-based, incentivizing thoroughness and accuracy in their validation processes. Validators can also help for detecting systemic issues early or for maintaining consistently high accuracy, ensuring the quality of data added to the network.

Miners

  • Role: Miners handle the core document processing tasks, utilizing machine learning models to extract structured data from various document formats, such as PDFs and scanned images. By converting unstructured data into a structured, usable format, Miners play a central role in ensuring the network’s processing efficiency.

  • Incentives: Miners are rewarded in TAO tokens based on their computational output and the accuracy of their extracted data. Rewards account for both the quantity and quality of work, incentivizing Miners to optimize algorithms for faster, more accurate processing. This reward system encourages the adoption of innovative techniques to achieve superior performance over time.

Users

  • Role: Users benefit directly from the Document Understanding Subnet’s reliable, decentralized document processing services. Through secure data handling and accuracy assurance, Users gain confidence in the integrity of the extracted information for applications in sectors such as healthcare, finance, and law.

  • Incentives: Users gain from the system’s enhanced data integrity and security features. As more participants contribute to refining document processing capabilities, Users can rely on a growing, high-quality service network with assured confidentiality and data accuracy, driving greater engagement and demand for document processing.

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