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Yapay ZekâÖnerilenAIML-LM-016

LLM Failure Modes

Hallucination, sycophancy, brittleness: reading model failures structurally.

Bu konunun henüz Türkçe çevirisi yok, bu yüzden İngilizce gösteriliyor.

Zorluk
3 / 5
Önem
4 / 5
Çalışma süresi
1–2 sa
Çalışma türü
Karma

Neden önemli

The learner can classify a failure case and state what evidence would confirm the diagnosis.

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Rota AIML-LM-016
What Is a Model? Tasks: Regression, Classification, and Beyond Features and Targets Probabilistic Prediction Classification Framing Linear Regression I: Prediction and Residuals Tokens and Tokenization Scores and Logits Loss and Fitting: Squared Error Multiclass Scores and Softmax Autoregression Objective Functions and Empirical Risk Gradient Descent in Machine Learning Likelihood Next-Token Prediction Stochastic and Mini-batch Optimization Cross-Entropy Loss Temperature Greedy Decoding The Language-Modeling Objective Top-k and Top-p Sampling Pretraining Repetition and Structure LLM Failure Modes