Nvidia has introduced its new Eagle AI model series, which includes the Eagle-X5 and NVEagle models. These models are designed to enhance visual understanding by utilizing a mixture of encoders, including MoE vision encoders, allowing them to interpret complex visual information accurately. The Eagle series comes in various configurations, including 7B and 13B parameters, with some models fine-tuned for chat applications. Nvidia's Eagle AI models are noted for their advanced capabilities in high-resolution processing and improved visual perception, including Ultra-HD processing, making significant strides in multimodal large language models (MLLMs). The introduction of these models represents a substantial advancement in the field of AI, particularly in document comprehension and image-based question answering.