RANGER: Sparsely-Gated Mixture-of-Experts with Adaptive Retrieval Re-ranking for Pathology Report Generation

Researchers introduce RANGER, a new AI framework using sparsely-gated Mixture-of-Experts architecture for generating pathology reports from medical images. The system achieves superior performance on standard benchmarks by enabling dynamic expert specialization and reducing noise through adaptive retrieval re-ranking.