Ovis1.6-Llama3.2-3B: benchmark results

Provider: Alibaba. Released 2024-10-22. Access: Open.

Aggregate Rating 1442 ± 34, rank #4121 of 10916 rated models, from 439 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
OpenVLM MMT-Bench - Depth Estimation90Score (%)100
OpenVLM MMT-Bench - Existence Hallucination100Score (%)99
OpenVLM MMT-Bench - Artwork Emotion Recognition65Score (%)98.8
OpenVLM MMT-Bench - Disaster Recognition100Score (%)96.8
OpenVLM MMT-Bench - PLP52.5Score (%)94.9
OpenVLM MMT-Bench - Weather Recognition100Score (%)94.4
OpenVLM MMT-Bench - Whoops95Score (%)94.2
OpenVLM Q-Bench - Yes-or-No (Distortion)88.3Accuracy (%)94
OpenVLM MMT-Bench - Shape Recognition95Score (%)93.7
OpenVLM Q-Bench - What (Distortion)78.7Accuracy (%)93.4
OpenVLM MMT-Bench - Pixel Localization45Score (%)93
OpenVLM MMT-Bench - 3D55Score (%)90.8

Interactive version: theaggregate.ai/model?slug=ovis1-6-llama3-2-3b · How It Works · Data refreshed daily, snapshot 2026-11-08.