- [Narrator] This is said to be a launch of an FP-5 cruise missile nicknamed Flamingo. Recently unveiled by Ukraine, the jet-powered weapon is believed to be capable of carrying a one-ton warhead. It can reportedly hit targets beyond the reach of Ukraine's existing arsenal.- If it's as long range as some of the trade press say it is, then that would be very useful for Ukraine 'cause it would give them a more precise, speedy way to target all the assets that we target them. - [Narrator] Unlike most modern, W ...

Core Insights - The article discusses the development and comparison of multimodal large models, emphasizing the integration of visual and language components to enhance understanding and generation capabilities in AI systems [1][7]. Multimodal Model Types - The mainstream approach for visual and language multimodal models involves using pre-trained large language models and image encoders, connected through a feature alignment module to enable deeper question-answer reasoning [1]. - CLIP, developed by OpenAI, utilizes a contrastive learning method to connect image and text feature representations, allowing for zero-shot classification by calculating cosine similarity between text and image embeddings [2]. - Flamingo, introduced in 2022, combines visual and language components, enabling text generation based on visual and textual inputs, and includes various datasets for training [5]. - BLIP, proposed by Salesforce in 2022, aims to unify understanding and generation capabilities for visual language tasks, enhancing model performance through self-supervised learning and addressing complex tasks like image generation and visual question answering [7]. - LLaMA integrates a visual encoder (CLIP ViT-L/14) with a language decoder, utilizing generated data for instruction fine-tuning, ensuring that visual and language tokens exist in the same feature space [8].