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@@ -12,11 +12,11 @@ base_model: Salesforce/blip2-opt-2.7b
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  ---
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  # VLRM
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  This repository contains the weights of BLIP-2 OPT-2.7B model fine-tuned by reinforcement learning method introduced in the paper [VLRM: Vision-Language Models act as
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- Reward Models for Image Captioning](https://arxiv.com).
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  The RL-tuned model is able to generate longer and more comprehensive descriptions with zero computational overhead compared to the original model.
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- You can find other details in the [GitHub Repository](https://github.com/papermsucode).
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  # Running the model
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  ## Option 1
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  <details>
 
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  ---
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  # VLRM
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  This repository contains the weights of BLIP-2 OPT-2.7B model fine-tuned by reinforcement learning method introduced in the paper [VLRM: Vision-Language Models act as
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+ Reward Models for Image Captioning](https://arxiv.org/submit/5511483/view).
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  The RL-tuned model is able to generate longer and more comprehensive descriptions with zero computational overhead compared to the original model.
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+ You can find other details in the [GitHub Repository (to be done)](https://github.com/papermsucode).
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  # Running the model
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  ## Option 1
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  <details>