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Araştırma / ML · 2023 · Research

PCN-WSD

Türkçe sözcük anlamı belirginleştirme için hiyerarşik öngörücü kodlama — geri yayılım kullanmadan.

PythonPredictive CodingHebbianWSDTurkish NLPNo-BackpropGraceful Degradation

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Academic paper and open-source implementation of a fixed-dimensional hierarchical Predictive Coding Network for Turkish Word Sense Disambiguation, trained with purely local Hebbian rules and zero backpropagation. On clean embeddings it doesn't beat k-NN; its contribution is graceful degradation under Gaussian noise — a reproducible crossover at σ=0.7 (54% vs 35% accuracy) where iterative inference reconstructs corrupted inputs from learned priors. Includes a documented negative result (dimensional-reduction hybrid at ~10%) and bridges classical cognitive theory (Tolman, Spearman) with modern Free-Energy / PC theory.