The "Treasure Box" of Open Intelligent Document Processing from Hohos: Empowering Developers to Achieve Personalized and High-Efficiency Document Application Development

Tech 2024-10-28 21:04:58 Source: Network

The "Treasure Box" of Open Intelligent Document Processing from Hohos: Empowering Developers to Achieve Personalized and High-Efficiency Document Application DevelopmentRecently, during the 5th Changsha China 1024 Programmer Festival, Hohos opened its "Treasure Box" series of intelligent document processing products for free trial to a wide range of developers. This product aims to address challenges such as low document parsing accuracy, difficult parsing effect evaluation, and large model hallucinations, thereby facilitating technology professionals to achieve personalized and efficient document application development

Recently, during the 5th Changsha China 1024 Programmer Festival, Hohos opened its "Treasure Box" series of intelligent document processing products for free trial to a wide range of developers. This product aims to address challenges such as low document parsing accuracy, difficult parsing effect evaluation, and large model hallucinations, thereby facilitating technology professionals to achieve personalized and efficient document application development.

The "Treasure Box" covers multiple nodes in the document processing workflow, supporting batch, efficient, and accurate parsing of documents with various layouts. Document processing encompasses multiple stages, including visual parsing interfaces, key information extraction, and parsing effect evaluation. Each node significantly influences the accuracy of data parsing. Chang Yang, Director of Research and Development at Hohos' Intelligent Innovation Division, emphasized that a "ready-to-use" tool can significantly boost development efficiency.

The "Treasure Box" of Open Intelligent Document Processing from Hohos: Empowering Developers to Achieve Personalized and High-Efficiency Document Application Development

To address the "incompatibility" issues that individual and small and medium-sized enterprise technology professionals encounter during development, Hohos has released a set of front-end visualization components for document parsing interfaces. Developers can use these interfaces to interact with parsing results, including extracting various parsing elements, locating their positions within the document, and reconstructing the display of hierarchical directory trees. Moreover, these components support editing and correcting results, enabling users to achieve higher parsing accuracy and facilitate personalized development.

In document processing and large model RAG applications, text vector models are crucial for retrieval quality and efficiency. The "Treasure Box" open-sources Hohos' self-developed text vector model code - the acge model. It supports long document embedding retrieval, balancing efficiency and performance, effectively enhancing large model RAG application results. Currently, on the HuggingFace platform, a well-known open-source machine learning community and model library, the acge model has achieved a monthly download volume of 30,423, helping an increasing number of developers optimize large model performance.

The "Treasure Box" of Open Intelligent Document Processing from Hohos: Empowering Developers to Achieve Personalized and High-Efficiency Document Application Development

To assist developers in selecting document parsing tools more conveniently, the "Treasure Box" also includes a "caliper." The "Document Parsing Evaluation Tool" within the "Treasure Box" provides quantitative evaluation criteria and services for document parsing tool selection from multiple dimensions, including tables, paragraphs, headings, reading order, and formulas. It uses visual representations like radar charts to enable developers to intuitively observe the results of text recognition, parsing, and translation, saving screening time.

Technology can only create value when combined with specific business practices. At the conference, Chang Yang shared the in-depth applications of the "Intelligent Document Processing Treasure Box" across various scenarios, including knowledge base construction, intelligent document extraction, rapid data entry and governance for large model pre-training materials, and document translation.

The "Treasure Box" of Open Intelligent Document Processing from Hohos: Empowering Developers to Achieve Personalized and High-Efficiency Document Application Development

For example, in the engineering manufacturing industry, establishing a knowledge base requires analyzing multi-layout documents, including product design schemes, technical specifications, process flow diagrams, and national standard documents. Data processing complexity is high in this scenario. By leveraging the "Treasure Box" and Hohos' intelligent document processing technologies, developers can select appropriate document parsing tools and achieve precise extraction of complex document information.

In the face of inconsistent data sources and untimely data updates, developers can utilize the acge model to optimize knowledge base information construction, retrieval, and query performance.

Beyond Chinese documents, specialized knowledge bases in industries such as biomedicine, finance, and foreign trade also require the parsing and translation of multilingual documents. Vast differences exist between fonts and characters across different languages, and complex sentence segmentation poses a significant challenge. The "Treasure Box" can accurately distinguish and extract information from multiple languages in batches while preserving the original format of the document. Front-end components provide review and correction functionality, allowing users to optimize parsing results directly within the interface, thereby improving translation quality.

Hohos has stated that the "Intelligent Document Processing Treasure Box" will continue to pursue higher efficiency and accuracy, providing strong support for knowledge base product development from document parsing to effect evaluation.

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