#entropyinai search results
Kolmogorov–Sinai Entropy in Language Modeling – Measuring Predictive Complexity in Neural Text Generators open.substack.com/pub/satyamcser… #KolmogorovSinaiEntropy #LanguageModeling #EntropyInAI #DynamicalSystems #LLMComplexity #ModelUncertainty #satmis
Existential dread :D or a key to understanding how AI produces accurate answers and hallucinations: ENTROPY. A guide for beginners and researchers, from physics and neural nets to a modernized approach to entropy control. #EntropyInAI #MachineLearning #HallucinationAI
Decision trees: entropy helps decide where to split so each branch is less mixed. A mixed yes/no set has high entropy; good splits make nodes purer [more consistent]. In neural nets, cross-entropy is the loss that trains predictions to match labels. #MachineLearning #EntropyInAI
Entropy [from thermodynamics] is a measure of disorder. Imagine two different gases: with barriers they’re ordered; remove them and mixing raises entropy. In AI, higher uncertainty [higher entropy] + messy data => more hallucinations. #EntropyInAI #HallucinationAI
Cross-entropy is the standard loss for classification [binary/categorical/sparse]. It compares predicted probabilities to the true label, strongly penalizes confident mistakes, provides stable, informative gradients, and helps track learning dynamics over time. #EntropyInAI
Cross-entropy isn’t always the ideal loss actually [e.g., with label noise or misspecified targets], but it reliably delivers strong results — hence its dominance, including in LLM pretraining. #MachineLearning #LLMs #EntropyInAI
Kolmogorov–Sinai Entropy in Language Modeling – Measuring Predictive Complexity in Neural Text Generators open.substack.com/pub/satyamcser… #KolmogorovSinaiEntropy #LanguageModeling #EntropyInAI #DynamicalSystems #LLMComplexity #ModelUncertainty #satmis
Kolmogorov–Sinai Entropy in Language Modeling – Measuring Predictive Complexity in Neural Text Generators open.substack.com/pub/satyamcser… #KolmogorovSinaiEntropy #LanguageModeling #EntropyInAI #DynamicalSystems #LLMComplexity #ModelUncertainty #satmis
Existential dread :D or a key to understanding how AI produces accurate answers and hallucinations: ENTROPY. A guide for beginners and researchers, from physics and neural nets to a modernized approach to entropy control. #EntropyInAI #MachineLearning #HallucinationAI
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