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 # Don’t Judge Before You CLIP: Memorability Prediction Model
 
-PreceptCLIP-Memorability is a model designed to predict image memorability (the likelihood of an image to be remembered). This is the official model from the paper "Don't Judge Before You CLIP: A Unified Approach for Perceptual Tasks" (https://arxiv.org/abs/2503.13260). Our model combines LoRA adaptation on the CLIP visual encoder with an additional MLP head to achieve state-of-the-art results.
+PreceptCLIP-Memorability is a model designed to predict image memorability (the likelihood of an image to be remembered). This is the official model from the paper ["Don't Judge Before You CLIP: A Unified Approach for Perceptual Tasks"](https://arxiv.org/abs/2503.13260). Our model combines LoRA adaptation on the CLIP visual encoder with an additional MLP head to achieve state-of-the-art results.
 
 ## Training Details