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AI Models & Platforms October 11, 2024SHOW-O: A Single Transformer Uniting Multimodal Understanding and Generation
Significant advancements in large language models (LLMs) have inspired the development of multimodal large language models (MLLMs). Early MLLM efforts, such as LLaVA, MiniGPT-4, and InstructBLIP,...
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AI Models & Platforms September 10, 2024EAGLE: Exploring the Design Space for Multimodal Large Language Models with a Mixture of Encoders
The ability to accurately interpret complex visual information is a crucial focus of multimodal large language models (MLLMs). Recent work shows that enhanced visual perception significantly...
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AI Models & Platforms August 6, 2024SGLang: Efficient Execution of Structured Language Model Programs
Large language models (LLMs) are increasingly utilized for complex tasks requiring multiple generation calls, advanced prompting techniques, control flow, and structured inputs/outputs. However, efficient systems for...
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AI Models & Platforms June 6, 2024LLaVA-UHD: an LMM Perceiving Any Aspect Ratio and High-Resolution Images
The recent progress and advancement of Large Language Models has experienced a significant increase in vision-language reasoning, understanding, and interaction capabilities. Modern frameworks achieve this by...
