Model Detail

llm-jp-4-32b-a3b-thinking is a large language model with 32B parameters released by llm-jp. The model is registered under the text-generation pipeline tag on Hugging Face, distributed under the permissive apache-2.0 license.

llm-jp-4-32b-a3b-thinking ships with 32B parameters. Total weight footprint is approximately 32.1 GB, which is the relevant figure when planning local-inference VRAM. The apache-2.0 license is permissive, allowing commercial deployment and derivative work without per-seat fees, though attribution requirements still apply.

llm-jp-4-32b-a3b-thinking is best fit for general-purpose chat and instruction-following workloads. 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.