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-license: apache-2.0
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+---
+license: apache-2.0
+base_model:
+- Qwen/Qwen2.5-VL-7B-Instruct
+---
+
+# VL-Cogito
+The homepage of our multimodal reasoning model—VL-Cogito! 
+Inspired by the Latin word “Cogito” (“I think”), VL-Cogito is built for complex and diverse multimodal reasoning tasks, with a strong focus on autonomous thinking and adaptability.
+
+**What makes VL-Cogito stand out?**
+
+Progressive Curriculum Reinforcement Learning (PCuRL):Through a multi-stage, “from easy to hard” reinforcement learning approach, VL-Cogito’s reasoning abilities are significantly enhanced across a wide range of multimodal scenarios!
+
+**Two key innovations:**
++ Online difficulty weighting: Dynamically adjusts training difficulty, allowing the model to progress step by step from easier to more challenging examples.
++ Dynamic length reward: Encourages the model to adapt the length of its reasoning process based on the complexity of each individual problem, balancing both accuracy and efficiency.
+
+**Outstanding Performance:**
+
+VL-Cogito demonstrates stable, state-of-the-art or superior results on mainstream multimodal reasoning benchmarks, covering mathematics, science, logic, and commonsense understanding!
+
+![The framework of our model.](./vl_cogito.png)