README.md

🤗 Collection • 🔗 Code

VGA-MoE-SUPER [GGUF]

VGA-MoE-SUPER [GGUF] is the most optimized series in the VGA (Visual Grounding Anything) family, built on top of Qwen/Qwen3.5-35B-A3B with a Mixture-of-Experts (MoE) architecture. This model is designed to unify high-capacity reasoning with advanced visual grounding, enabling it to interpret complex scenes, align visual elements with textual instructions, and generate detailed, structured explanations across a wide range of tasks. Through extensive optimization and expert routing strategies, it delivers strong performance in both general-purpose grounding and reasoning-intensive workflows, while maintaining efficient deployment through the GGUF format.

Key Highlights

• MoE-Based Architecture: Utilizes a Mixture-of-Experts design for improved scalability, specialization, and efficient inference.
• VGA (Visual Grounding Anything) Mastery: Designed for precise alignment between text and visual elements across diverse scenarios.
• Highly Optimized Pipeline: Represents the most refined and optimized variant within the VGA model series.
• Advanced Reasoning Capability: Combines visual understanding with deep reasoning for complex multi-step tasks.
• General-Purpose Grounding: Capable of grounding, explaining, and reasoning over virtually any scene or input.
• GGUF Deployment Format: Optimized for efficient local inference and compatibility with lightweight runtimes.

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Other Related Models

Model	Link
Polaris-VGA-27B-Post1.0e	https://huggingface.co/prithivMLmods/Polaris-VGA-27B-Post1.0e
Polaris-VGA-9B-Post1.0e	https://huggingface.co/prithivMLmods/Polaris-VGA-9B-Post1.0e
Polaris-VGA-4B-Post1.0e	https://huggingface.co/prithivMLmods/Polaris-VGA-4B-Post1.0e
Polaris-VGA-2B-Post1.0	https://huggingface.co/prithivMLmods/Polaris-VGA-2B-Post1.0
Polaris-VGA-0.8B-Post1.0	https://huggingface.co/prithivMLmods/Polaris-VGA-0.8B-Post1.0