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Models

instructor-xl

Large text embedding model that can generate text embeddings tailored to any task or domain via natural language instructions.
Dimension:Size of a single vector
supported by this model.
768
Distance Metric:Used to measure similarity
between vectors.
cosine or dot product
Max Seq. Length:Number of tokens the model
can process at once.
512
An instruction-finetuned text embedding model that can generate text embeddings tailored to any task (e.g., classification, retrieval, clustering, text evaluation, etc.) or domain (e.g., science, finance, etc.) by simply providing the task instruction in natural language. Embedding model trained on instructions for specific domains. Takes customized text units (e.g. paragraph, sentence, document). Largest of the instructor family of models. Best performance of the family, but largest model, which might make it difficult to use locally.
Learn more about instructor-xl