On numerous benchmarks, Flamingo outperforms models fine-tuned on thousands of times more task-specific data. For tasks lying anywhere on this spectrum, a single Flamingo model can achieve a new state of the art with few-shot learning, simply by prompting the model with task-specific examples. These include open-ended tasks such as visual question-answering, where the model is prompted with a question which it has to answer captioning tasks, which evaluate the ability to describe a scene or an event and close-ended tasks such as multiple-choice visual question-answering. We perform a thorough evaluation of our models, exploring and measuring their ability to rapidly adapt to a variety of image and video tasks. Thanks to their flexibility, Flamingo models can be trained on large-scale multimodal web corpora containing arbitrarily interleaved text and images, which is key to endow them with in-context few-shot learning capabilities. We propose key architectural innovations to: (i) bridge powerful pretrained vision-only and language-only models, (ii) handle sequences of arbitrarily interleaved visual and textual data, and (iii) seamlessly ingest images or videos as inputs. We introduce Flamingo, a family of Visual Language Models (VLM) with this ability. It is the Chrome extension of the website, which shares the informations about Paper.IO 2 and what you need to know before downloading it. Join the game, figure out your strategy and become the ultimate winner.Building models that can be rapidly adapted to novel tasks using only a handful of annotated examples is an open challenge for multimodal machine learning research. For game lovers, it is the browser add-on of the website that shares informations about Paper.IO 2. Paper.io 2 - behold the sequel to the popular game. Manage a small board and win territory from your rivals. Get paper.io and join the world gaming community. Enjoy You can play paper.io online and offline both on a mobile device and a desktop computer. The game is very addictive and makes gamers from all over the world connect from home, from work, from campus or even the office! This game is very cool and has nice paper-like graphics and fluid animation. Paperio has simple rules but is very addictive in its simplicity. Develop your own strategy and action plan. The more space you win the higher ranking and scores you get. Capture new territories and become the king of the map! started full operation on January 1st, 2020. Place the head of the flamingo on the back of another paper plate and trace it with your pencil. The company was established on August 20th, 2018, and commissioned on June 1st, 2019. Print it and cut out the pieces for your flamingo papercraft. This time we are going to use the page that says Flamingo Parts-1. Manage a small board and win territory from your rivals. Time to cut some more pieces of the template out. You can play paper.io online and offline both on a mobile device and a desktop computer. This game is very cool and has nice paper-like graphics and fluid animation. But you'll prevail of course :) Take their terriory and destroy your enemies, but be careful, your tail is your weak point. Like in any other IO game there are you and enemies willing to outwit you. This game concept is linked to old Xonix, which appeared in 1984. More! More! More territory! Take it all with new amazing game - Paper.io 3D
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