Educational Billboard on Positional Encodings in Transformer Models

只把下列文字输出在图片上，图片上是一个广告牌包含下列内容： In this paper, since the transformer model itself doesnt have any sense of position for each input vector, we use two types of positional encodings to address this information. In detail, we use image positional encodings and word positional encodings to represent the image feature position and word vector position, respectively, A billboard displays text about positional encodings in transformer models. Focuses on image and word representations. Suitable for educational and technological contexts

Illustrate an advertising billboard displaying the text: 'In this paper, since the transformer model itself doesn't have any sense of position for each input vector, we use two types of positional encodings to address this information. In detail, we use image positional encodings and word positional encodings to represent the image feature position and word vector position, respectively.' Ensure the billboard is well-lit and the text is legible against the background, which should be simple to emphasize the message, Image of a blank billboard under a clear blue sky with lights. The billboard is empty and showcases no text or graphics. It is set against a background of clouds and bright daylight. The focus is on the billboard itself, presented from a straight-on perspective