SpatialReasoner: benchmark results

Provider: Johns Hopkins University. Access: Open.

Aggregate Rating 1543 ± 50, rank #1796 of 10916 rated models, from 11 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
SpatialThinker Release - SpatialReasonerEval76.4Accuracy (%)66.7
MultihopSpatial - 3-Hop Ego-Centric18Multiple-choice accuracy (%) on the 3-hop ego-centric questi61.1
MultihopSpatial - Acc@50IoU8.7Acc@50IoU (%): a prediction counts only when the answer is r33.3
SpatialThinker Release - SpatialBench59.2Accuracy (%)33.3
MultihopSpatial - 2-Hop Exo-Centric46Multiple-choice accuracy (%) on the 2-hop exo-centric questi19.4
MultihopSpatial - 3-Hop Exo-Centric34Multiple-choice accuracy (%) on the 3-hop exo-centric questi19.4
MultihopSpatial - 2-Hop Ego-Centric19.6Multiple-choice accuracy (%) on the 2-hop ego-centric questi18.1
MultihopSpatial - 1-Hop Exo-Centric51.5Multiple-choice accuracy (%) on the 1-hop exo-centric questi16.7
MultihopSpatial31.7Multiple-choice accuracy (%) over all 4,500 MultihopSpatial 13.9
SpatialThinker Release - MMVP64Accuracy (%)13.3
MultihopSpatial - 1-Hop Ego-Centric21.3Multiple-choice accuracy (%) on the 1-hop ego-centric questi11.1

Interactive version: theaggregate.ai/model?slug=spatialreasoner · How It Works · Data refreshed daily, snapshot 2026-11-08.