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How to solve the fundamental problem of excessive academic paper checking?

2025-08-27 300
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Hierarchical weight reduction solutions

In response to the problem of over-checking, MagicSmith AI provides a three-layer defense system:

  1. Preventive measures:Tick the "Scholarly Rewriting" option when generating, the system will automatically use synonym replacement, sentence restructuring and other techniques to keep the base check rate below 30%. Special attention should be paid to uploading enough diversified literature (≥20 pieces of literature is recommended) at the "feeding" stage, which can effectively avoid single literature dependence.
  2. Active weight reduction techniques:Utilize the platform's "Intelligent Weight Reduction" service to focus on duplicate content with more than 13 consecutive words. For terminology retention needs, use the "Terminology Protection Whitelist" function to mark core terms. The data shows that this service can reduce the weight check rate of KnowledgeNet from 35% to 12% on average.
  3. Manual review strategy:For the downgraded documents, it is recommended to use the "Difference Comparison" tool to check the quality of rewriting paragraph by paragraph, focusing on checking the presentation of data in charts and graphs. At the same time, we also use the "Reference Authenticity Verification" function to ensure that all cited sources are correctly labeled.

Note: For specialized fields such as medicine and law, it is recommended that a reasonable citation rate of 10-15% be retained to ensure academic rigor.

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