applicable models
llm
Techniques designed for Large Language Models
4 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| Neuron Activation Analysis | Algorithmic | Neural Network LLM +1 | Text | Neuron activation analysis examines the firing patterns of individual neurons in neural networks by probing them with... | ||
| Prompt Sensitivity Analysis | Experimental | LLM | Text | Prompt Sensitivity Analysis systematically evaluates how variations in input prompts affect large language model... | ||
| Causal Mediation Analysis in Language Models | Mechanistic Interpretability | LLM Transformer | Text | Causal mediation analysis in language models is a mechanistic interpretability technique that systematically... | ||
| Feature Attribution with Integrated Gradients in NLP | Gradient Based | Transformer LLM | Text | Applies Integrated Gradients to natural language processing models to attribute prediction importance to individual... |
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