Model reference · open weights

surveybot3000

surveybot3000 is an open-weight embedding model from magnolia-psychometrics. surveybot3000 (FP32) weighs 219 MB; the smallest configuration that runs it is RTX 3060 12 GB.

• surveybot3000 is a sentence-transformers model developed by magnolia-psychometrics for the sentence-similarity task.
• It maps sentences and paragraphs to a 768-dimensional dense vector space, supporting applications such as clustering and semantic search.
• The model contains 109M parameters, uses the MPNet architecture, and has a maximum sequence length of 384 tokens.

Summary of the magnolia-psychometrics/surveybot3000 model card, 2026-10-01

Hugging Face ↗