What happens if the embedding size is too small?

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 ... In a vector, the number of dimensions depends on the length of your vector — “n”. So if an embedding has 150 numbers or n=150, the vector has 150 dimensions. May 7, 2021 ... We present network embedding algorithms that capture information about a node from the local distribution over node attributes around it. Aug 30, 2024 ... So even embedding models with max tokens of 512 should be more than enough. Embedding Dimensions: Length of the embedding vector. Smaller ... Aug 8, 2020 ... After I embed fonts, the size changes to 6.38x9.01, which is unacceptable to the publishing company and kicks it out with an "invalid trim size" error. Sep 13, 2010 ... So, I couldn't choose a larger area to display of the excel spreadsheet and just size it down. It arbitrarily chooses where to cut off the ... ... dimension" to latitude and longitude: population size. ... A programmer may feed the neural network examples of how to create an embedding, which dimensions to ... Available Models. Voyage recommends using the following text embedding models: Model, Context Length, Embedding Dimension, Description. voyage-3-large, 32,000 ... (For word embeddings, d is often 256, 512, or 1024.) In practice, the ML practitioner usually sets the specific task and the number of embedding dimensions. The ... Apr 8, 2023 ... The output dimension is mantained, since values coming from each attention head are concatenated and then projected with a matrix WO∈Rhdv×dmodel ...