**Recursive Quantum‑Causal Pattern Amplification for Exponential Hyperdimensional Learning**

1. Introduction The proliferation of multimodal scientific literature presents a severe bottleneck in the accurate, rapid, and global assessment of research quality. Traditional evaluation pipelines rely on human peer review or heuristic scoring systems that are intrinsically limited in scalability and consistency. Recent advances in hyperdimensional computing demonstrate that high‑dimensional vector algebra can faithfully encode structured information, enabling efficient similarity assessment and knowledge integration...