This checkpoint is the initial policy for one-shot review-point GRPO. It was supervised-fine-tuned to read a paper and emit up to nine high-quality review points as one numbered list, with Qwen thinking disabled.

The expected user prompt has this shape:

The assistant output is a numbered list with one review point per item.

This is a research checkpoint. Its review points and factual claims require independent verification before consequential use.