Many Heads Are Better Than One: Improved Scientific Idea Generation by A LLM-Based Multi-Agent System

ACL '25 2026 43.4 method, application

Read-first score

Read-first score 43.4, 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=True; dataset=False; markers=github

Topical relevance 56%

14.3

Matches configured research keywords against title, abstract, tags, and analysis text. matched=3

FrontierReproducibility anchor

Stability: volatile; rank range: 114.