Interfaze open-sources lev, a Qwen-3.5 4B scoring model
Probability-based scoring turns evaluation workloads into a batched classification task, cutting latency compared with having an LLM generate each judgement as text. Teams building automated grading, data filtering or LLM-as-judge pipelines can run it locally and avoid constrained-decoding overhead. Its foundation on Qwen-3.5 4B also makes it a lightweight alternative to jev for self-hosted setups.
