- What changed
- Mini-Jev implements classification by reading next token logits for option letters rather than generating JSON, matching JSON grammar accuracy at four times the speed on short texts.
- Why you should care
- Reading next token logits for multiple choice options provides an alternative to grammar constrained JSON generation without sacrificing accuracy.
- Your move
- Watch. Monitor replication and performance across other model architectures before changing production inference pipelines.
- What to watch next
- Further independent benchmarks testing logit reading on larger models and diverse tasks beyond Qwen3-4B.
- Event
- research
- Event date
- Sep 18, 2026
- Relevant to
- General AI readers