Update README.md

README.md

@@ -11,10 +11,12 @@ pipeline_tag: image-to-text
 base_model: Salesforce/blip2-opt-2.7b
 ---
 # VLRM
-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
+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
 Reward Models for Image Captioning.
 
 The RL-tuned model is able to generate longer and more comprehensive descriptions with zero computational overhead compared to the original model. 
+# CLIP Recall
+CLIP Recall calculation scripts are provided in `validate` folder together with `README.md` and `captions.txt`.
 # Running the model
 ## Option 1
 <details>