ResonatE: A Smaller Orchestra for Drug–Disease Reasoning

Field notes

ResonatE represents entities as vectors in a 144-dimensional complex space and relations as free 4×4 block operators, making a multi-hop query a chain of small matrix operations followed by one lookup. The page reports 27,124,129 parameters and compares the complex formulation with an equivalent real-valued version. Its benchmark claims cover drug, disease, and gene relationships in ogbl-biokg, while a larger ogbl-wikikg2 run is presented as a dress rehearsal rather than a completed leaderboard result.