What are some best practices for using Transformer networks with embeddings of different sizes?

Jan 12, 2021 ... In this paper, we proposed a novel approach, named PEP (short for Plug-in Embedding Pruning), to reduce the size of the embedding table while avoiding the drop ... Embed an image in a note. To embed an image: ![[Engelbart.jpg]]. Engelbart.jpg > outline. You can change the image dimensions, by adding |640x480 to the link ... Oct 17, 2023 ... We've uncovered the fascinating world of distributed representations, high-dimensional spaces, and emergent properties in this exploration of word embeddings. The first text embedding model with a 8192 context-length that outperforms OpenAI Ada-002 and text-embedding-3-small on both short and long context tasks. Selecting Embed only the characters used in the presentation reduces the file size but limits editing of the file using the same font. This checkbox is common ... Feb 13, 2023 ... The size of the embedding matrix (WE) is (50000 * 768) for small models, where there are 50000 tokens and 768 dimensions. The unembedding ... Follow the instructions further down this page to adjust size, language and other settings. Getting a post's URL. There may be scenarios in which your embed ... For other users embedding many documents, this batch size may be too small. # set the batch size to 42 embed_model = OpenAIEmbedding(embed_batch_size=42) ... Here are some test forms on fitting-net size tuning or embedding-net size tuning performed on several different systems. Sep 6, 2023 ... The authors of word2vec are somewhat vague, recommending somewhere between 100 and 1000 dimensions. Other authors pick numbers like 100 or 300.