Gradient Ascent for Text Encoders of CLIP-like models, including CLIP, BLIP, SigLIP, LLM2CLIP. Get a model's 'opinion' tokens about an image.
clip blip interpretability gradient-ascent labeling-tool explainable-ai text-image loss-landscape siglip llm2vec llm2clip
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Updated
Apr 24, 2026 - Python