Read-first score 46.7, weighted from topical fit, citation, graph, method, reproducibility, and recency signals.
Recency 8%
100 Uses a gentle age decay so recent papers surface without erasing older foundations. 2026
Methodology quality 25%
70 Screens visible abstract and analysis fields for experiment, dataset, baseline, metric, and limitation evidence. markers=analysis,baseline,benchmark,dataset,evaluation
Reproducibility 25%
46 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=False; dataset=False; markers=code,dataset
Topical relevance 42%
22.6 Matches configured research keywords against title, abstract, tags, and analysis text. matched=6
Field roles
FrontierMethodology anchor
Rank sensitivity
Stability: volatile; rank range: 84.