Update README.md

README.md

@@ -8,4 +8,8 @@ pipeline_tag: text-generation
 tags:
 - agent
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-**LLM agent** that learns to solve the logic puzzle **Masyu** (Necklace) using **Reinforcement Learning** with the **GRPO algorithm**. 
+This repository has weights of an **LLM agent** that learns to solve the logic puzzle **Masyu** (Necklace) using **Reinforcement Learning** with the **GRPO algorithm**.  
+
+![alt text](./masyu_bars.png)
+
+These are my results of training Qwen/Qwen2-1.5B-Instruct. Due to constraints on available computational resources, a significant improvement in performance was primarily achieved for the first four difficulty levels. More extensive training—with more steps, a larger base model, or higher num_generations—would likely be required to achieve improvements on more complex puzzles.