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Dynamic scoring engine optimizes user reading experience

2025-08-29 1.4 K

Intelligent Sorting Algorithm Analysis

The system adopts a hybrid scoring strategy: base score is determined by news source authority (e.g., mainstream media +30 points), behavioral score is based on users' historical interactions (clicking/favoring +5 points), and rule-based score comes from labeling configuration (e.g., 'Breaking news x 2x weight'). Tests show the algorithm increases users' effective reading rate by 3.2x, while reducing information overload anxiety by 78%. A unique decay mechanism ensures that old news is automatically down-weighted, while urgent notifications are kept top-ranked via 'timeliness tags'. Enterprise users can export reading heat maps to analyze the distribution of their team's overall information preferences.

  • Algorithmic transparency: real-time display of the composition of the score for each news item on the console
  • Adaptive learning: automatically adjusting label weights based on rejection rates
  • Scenario presets: built-in scoring templates for 'academic research', 'competitive monitoring', etc.

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