aer-referee-sim

Solid

Use when a complete draft exists and needs an adversarial internal review before submission — simulating the AER desk screen and three referee reports with calibrated severity, scoring the paper against the editorial rubric, and producing a prioritized revise list. Apply after aer-consistency passes and before aer-submission; rerun until the simulated verdict is at least major R&R.

AI & Automation 34 stars 6 forks Updated 1 weeks ago MIT

Install

View on GitHub

Quality Score: 80/100

Stars 20%
51
Recency 20%
90
Frontmatter 20%
70
Documentation 15%
100
Issue Health 10%
80
License 10%
100
Description 5%
100

Skill Content

# AER Referee Simulation ## Overview Most papers submitted to AER are rejected; the realistic acceptance rate is 6-8 percent, and a large share never reach referees. The cheapest referee report is the one generated **before** submission — but only if it is as harsh as the real one. The failure mode of self-review (human or AI) is leniency: reviewing the paper one hopes was written instead of the one on the page. This skill runs the AER editorial process against the draft: a ten-minute desk screen, then three referee reports written from distinct, adversarial priors, then an editor's synthesis with a calibrated verdict and a prioritized revise list. The simulation has one rule that overrides all others: > **The simulated reviewers' job is to reject the paper. Every comment must > survive the question "would this withstand the authors' best rebuttal?" — > but praise requires the same evidence as criticism.** ## When to Use - A complete draft exists (body, exhibits, bibliography) and `aer-consistency` reports all-pass - Before every submission and resubmission - After a real rejection, to test whether the revision would survive the same reports - When coauthors disagree about whether the paper is ready Do not use on a half-draft — the simulation will correctly report that the paper is incomplete, which wastes the run. And do not let it replace `aer-consistency`: typo-hunting referees are wasted referees. ## Stage 1 — The Desk Screen Simulate the editor's first pass:...

Details

Author
brycewang-stanford
Repository
brycewang-stanford/AER-Skills
Created
2 months ago
Last Updated
1 weeks ago
Language
Python
License
MIT

Bundled in these plugins

Similar Skills

Semantically similar based on skill content — not just same category