LLaVA-OneVision: benchmark results

Provider: LLaVA Team.

Aggregate Rating 1526 ± 33, rank #1994 of 10916 rated models, from 24 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
UniG2U-Bench (Direct) - Physics Reasoning44Accuracy (%) on the 200 mechanics and optics items, mean of 100
UniG2U-Bench (Direct) - Real-world Applications43Accuracy (%) on the 200 real-world application items (attent88.5
UniG2U-Bench (Direct)33.35Accuracy (%) over the 3,000 UniG2U-Bench image questions (2080.8
UniG2U-Bench (Direct) - Puzzles and Games24.48Accuracy (%) on the 537 puzzle and game items (mental recons80.8
UniG2U-Bench (Direct) - Perception Reasoning37.13Accuracy (%) on the 1,263 perception items (IllusionBench sc76.9
Video-MME - Long Videos (w/o subs)60Accuracy (%)76
Video-MME - Short Videos (w/ subs)79.3Accuracy (%)70
UniG2U-Bench (Direct) - Spatial Intelligence25.4Accuracy (%) on the 500 MMSI-Bench spatial items (multi-step65.4
Video-MME - Short Videos (w/o subs)76.7Accuracy (%)62
UniG2U-Bench (Direct) - Geometry Reasoning10.5Accuracy (%) on the 200 planar and solid geometry items, mea55.8
AICA-Bench - Emotion Understanding (Basic)54.02Weighted F1 (%) of emotion classification (expressed emotion54.5
UniG2U-Bench (Direct) - Chart Reasoning78Accuracy (%) on the 100 ChartQA items, from UniG2U-Bench, an53.8

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