Benchmark Paper

Produces a venue-fit scorecard: how closely a draft matches the measurable patterns of recent award-winning and top-cited papers at the target venue. This is a conformance gauge to help an author find gaps before submitting — it is not a prediction of acceptance, a best-paper forecast, or a judgment of scientific merit.

Pairs naturally with simulate-reviewers (which red-teams content quality) and study-exemplars (which it calls to build the comparison corpus). Run preflight-check first — a desk-reject defect makes any score moot.

When to use

• The author wants a single, shareable readiness signal before submitting.
• The author asks how their draft stacks up against the venue's strongest recent papers.
• The author wants to know which dimensions are weakest relative to exemplars, ranked by fixability.

When NOT to use it (say this plainly to the user)

• It cannot judge whether the science is novel, correct, or important — the things that actually win awards. Use simulate-reviewers for content critique.
• It cannot predict acceptance or a best-paper award. Anyone who claims a tool can is selling false precision.
• A high score on a flawed paper is meaningless. Conformance to form ≠ quality of substance.

Inputs