Read-first score 44, 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
Reproducibility 25%
85 Screens links and visible text for paper, code, dataset, artifact, and repository signals. pdf=True; code=True; dataset=False; markers=artifact,code,github
Methodology quality 25%
40 Screens visible abstract and analysis fields for experiment, dataset, baseline, metric, and limitation evidence. markers=evaluation,result
Topical relevance 42%
10.7 Matches configured research keywords against title, abstract, tags, and analysis text. matched=3
Field roles
FrontierReproducibility anchor
Rank sensitivity
Stability: volatile; rank range: 90.