When Does Explicit View Routing Work? A Controlled Study of Multi-View Graph-Text Alignment
The controlled version of MV-GTA uses deterministic, verifiable text segments; isolated text encoders; view-specific graph heads; and relevance derived from external labels or RDKit descriptors, but does not establish free-form routing, consistent three-view specialization, statistical equivalence to specialists, or superior downstream prediction.