Model Detail

zembed-1 is a code generation model with 4B parameters released by zeroentropy. The model is registered under the feature-extraction pipeline tag on Hugging Face.

zembed-1 ships with 4B parameters.

zembed-1 is best fit for code completion, repository-scale Q&A, and pair-programming integrations, and semantic search, retrieval, and clustering pipelines. It is a less obvious choice for one-shot generation of security-critical code without review. Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.