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README.md

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 The Insight-V models are 7B parameter models based on LLaMA3-8B language model with a context window of 32K tokens.
 
-Oryx offers an on-demand solution to seamlessly and efficiently process visual inputs with arbitrary spatial sizes and temporal lengths.
+Insight-V offers **1)** a scalable data generation pipeline for long-chain, high-quality reasoning data, **2)** a multi-agent system that decomposes visual reasoning tasks into reasoning and summarization, and **3)** a two-stage training pipeline to enhance visual reasoning capabilities. Together, these contributions address key challenges in visual reasoning, providing a solid foundation for future research in MLLM reasoning.
 
 - **Repository:** https://github.com/dongyh20/Insight-V
 - **Languages:** English, Chinese