Debunking Fraudulant Claim Reading Same as Training LLMs

Opublikowano: 2025-03-13

Pattern Matching vs. Content Comprehension: The Mathematical Case Against "Reading = Training" Mathematical Foundations of the Distinction Dimensional processing divergence Human reading: Sequential, unidirectional information processing with neural feedback mechanismsML training: Multi-dimensional vector space operations measuring statistical co-occurrence patternsCore mathematical operation: Distance calculations between points in n-dimensional spaceQuantitative threshold requirements Pattern matching statistical significance: n >> 10,000 examplesHuman comprehension threshold: n Information extraction methodology Reading: Temporal, context-dependent semantic comprehension with structural understandingTraining: Extraction of probability distributions and distance metrics across the entire corpusDifferent mathematical operations performed on identical contentThe Insufficiency of...