KPU - Maisa
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KPU Maisa
Overview :
KPU (Knowledge Processing Unit) is a proprietary and rich framework that leverages the powerful capabilities of large language models and separates reasoning and data processing into an open system capable of tackling complex tasks. It comprises three main components: a reasoning engine, an execution engine, and a virtual context window. The reasoning engine is responsible for designing a step-by-step plan to solve user-defined tasks, utilizing pluggable large language models (currently widely tested with GPT-4 Turbo). The execution engine receives commands from the reasoning engine and executes them, sending the results back to the reasoning engine for replanning. The virtual context window manages the data and information input-output between the reasoning engine and the execution engine. This separation of reasoning and execution allows large language models to focus solely on reasoning, mitigating drawbacks such as hallucinations, data handling issues, or retrieving the latest information. KPU aims to enhance task quality and performance, addressing challenges related to large data volumes, multi-modal content, open-ended problem solving, and interactivity.
Target Users :
KPU is applicable to scenarios requiring complex reasoning and handling large amounts of data, such as mathematical reasoning, reading comprehension, business intelligence, and automation.
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Use Cases
For a business report generation task involving a large amount of data, KPU can analyze and understand the relevant data to generate an easy-to-read report.
In customer service, KPU can answer complex customer queries by integrating information from multiple data sources.
Design a math problem generation and solving system with reasoning capabilities for an educational setting.
Features
Complex reasoning tasks
Handling large data volumes
Multi-modal content processing
Open-ended problem solving
Interacting with external systems
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