Kaixuebang - EdTech & Knowledge Engineering
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LLM Infrastructure🚧 In R&D

Mentis

Transform Knowledge into Structured Data

Making AI explanations more systematic and comprehensible

Mentis is dedicated to transforming knowledge into structured data for deep AI education applications. We build a complete educational knowledge ecosystem through a three-layer architecture.

Tool Layer

Open tools for everyone to extract structured data, one-stop conversion from OCR to knowledge graphs

Platform Layer

Knowledge data extraction and sharing platform where users can extract data and share with others

Service Layer

Educational applications and API services, providing ready-to-use interfaces for developers and institutions

Tool LayerPlatform LayerService Layer

!The Problem

General LLM Flaws: Hallucination, Lack of Reasoning, Data Contamination.

  • Hallucination: Unable to distinguish between textbook versions
  • Lack of Reasoning: No teacher-like chain of thought
  • Data Contamination: Mixed quality of training data

The Solution

Solution: OCR-to-Graph conversion, empowering training (SFT) and inference (RAG).

  • OCR to Graph: Atomic decomposition of textbooks into logic graphs
  • SFT: Providing high-quality datasets for training logic
  • RAG: External knowledge base ensuring 100% accuracy

Mentis solves hallucinations and lack of reasoning in educational AI through structured logic.