PASS Publication-oriented Agentic Scientific System

PASS — Publication-oriented Agentic Scientific System

Publication-oriented Agentic Scientific System

Manuscript

Manuscript-to-journal reasoning

PASS is an agentic system that understands manuscripts within their domain-specific literature context and predicts top-matched publication venues. Evaluated on a leakage-audited benchmark of over 2,000 preprints across 16 biomedical fields, PASS achieved Top-1 accuracy of 50.3% and Top-5 accuracy of 86.1%, outperforming state-of-the-art LLM baselines and established journal-selection tools.

Chen et al. Positioning manuscripts in the scientific landscape with agentic AI. arXiv:2609.13760 (2026).