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Awesome-LLM-explainable

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LLM-explainable(ICL/CoT)

Function vector in large language models

Paper

Label words are anchors

Paper

Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models

Paper

MLLM-explainable

OPERA: Alleviating Hallucination in Multi-Modal Large Language Models via Over-Trust Penalty and Retrospection-Allocation

Paper Code

Fastv:An Image is Worth 1/2 Tokens After Layer 2: Plug-and-Play Inference Acceleration for Large Vision-Language Models

Paper Code

Attention visual for transformers

Token Transformation Matters: Towards Faithful Post-hoc Explanation for Vision Transformer

Paper

Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers

Paper Code

AttCAT: Explaining Transformers via Attentive Class Activation Tokens

Paper

Transformer Interpretability Beyond Attention Visualization

Paper Code

VL-InterpreT: An Interactive Visualization Tool for Interpreting Vision-Language Transformers

Paper Code

Generic Attention-model Explainability for Interpreting Bi-Modal and Encoder-Decoder Transformers

Paper Code

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