Can embedding size contribute to or mitigate bias in a model?

Mar 19, 2023 ... I was wondering if ml-common has (or will have) options to reduce the default size using techniques such as PCA, t-SNE (t-SNE-Java), LDA, Autoencoders etc. Jul 14, 2018 ... I have a Word Template (DOTX), and a PowerPoint Template (POTX). I have embedded an OpenType font into each. In word, the file size shoots from 30kb to 4mb. 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. Gelatin Capsules, Embedding, Size 4 (13.9mm long x 5.05mm wide; .21ml volume). Grouped product items. Catalog Number, Unit Size, Price, Quantity QTY ... Dec 18, 2024 ... Setting Dimensions Count Copy link · @inputText · 'It''s fun to do the impossible.' · @payload · json_object · 'input' · @inputText · ' ... Aug 13, 2024 ... Bi-Encoders produce a vector representation for a given sentence or document chunk; which is usually a single vector of a fixed dimension. Note ... Apr 3, 2024 ... The reason the size increases is due to storing the extra passages as nested fields as well as all the actual embedding representations ... 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 ... Jan 28, 2020 ... Let's talk about Spatial Embedding. Consider a Basket Ball: and be yourself my friendly Amoeba Scientist Amoeba Joe: You live your full life ... Specify a dimensionality to control the embedding size. from nomic import embed output = embed.text( texts=['Nomic Embedding API', '#keepAIOpen'], model ...