From Passive Generation to Investigation: A Proactive Scientific Peer Review Agent

arXiv '26 2026 31.7 method, system

Read-first score

Read-first score 31.7, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.

Recency 11%

100

Uses a gentle age decay so recent papers surface without erasing older foundations. 2026

Reproducibility 33%

Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=False; dataset=False; markers=none

Topical relevance 56%

Matches configured research keywords against title, abstract, tags, and analysis text. matched=4

Frontier

Stability: volatile; rank range: 58.