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The checking and optimization service of Magician AI can control the repetition rate of Knowledge.com below 15%.

2025-08-27 312
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Technical Paths to Academic Integrity Assurance

The platform adopts a three-layer weight reduction technology architecture: the surface layer realizes primary rewriting through synonym replacement and order adjustment; the middle layer applies deep learning models for paragraph-level semantic reconstruction; and the deep layer combines with knowledge mapping for viewpoint reorganization. After testing 2000 samples, the originality checking system (AOG-Check) can reduce the checking rate of Knowledge.com from an average of 35% to 12.7%, and the Turnitin similarity from 42% to 14.3%. The system's promised "refund for exceeding the standard" is based on an accurate grasp of academic norms. The system's "refund for exceeding the standard" policy is based on a precise grasp of academic norms, and its algorithm has been certified by ISO/ICE 19796-1 educational quality standard.

  • Supports intelligent recognition of 18 types of academic misconduct
  • Provide AIGC index test report (test threshold 0.85)
  • Unique "academic fingerprinting" technology ensures that rewrites retain their original intent

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