PAPER
Abstract
GROUND TRUTH
Original human reviews
ATOMIC EVALUATION
Corrected human-review issues
1 citation/editorial
2 local clarification
3 bounded analysis or experiment
4 major central evidence
5 core validity or redesign
GPT-5.6 SOL MAX
Persona-conditioned candidates
These are 256 atomic issues allocated across nine learned reviewer personas. Expand a persona to inspect its candidates; green candidates match at least one corrected human issue at probability ≥ 0.70.
DEEPSEEK V4 FLASH
Persona-conditioned candidates
The same nine-persona allocation and 256-candidate budget are used here. GPT-5.6 Sol Max judged both generators under blinded A/B ordering.