MiniCPM-V-4.6: benchmark results

Provider: OpenBMB. Released 2026-05-11. Access: Open.

Aggregate Rating 1442 ± 34, rank #1014 of 1635 rated models, from 55 benchmark results.

Strongest benchmark results

BenchmarkScoreMetricPercentile
MathVista74.4Accuracy (%)89.3
AA TAU-2 Bench87.72Accuracy (%)81.9
Tau2-Bench Telecom87.72Success Rate (%)81.7
MMStar65.7Accuracy (%)77.7
HallusionBench53.9Overall Score76.9
AI2D82.4Accuracy (%)63.1
OpenVLM OCRBench80.6Score (normalized)60.9
MM-Vet58.6Score55.8
OpenCompass Multimodal - Average68.1Average Score43.3
AA Omniscience - Software Engineering (SWE) - Dart14Accuracy (%)36.2
OpenCompass Multimodal - MMMU51.9Score (%)35.6
PureDocBench - Clean - Reading Order Edit Distance43.7Reading-order normalized edit distance (%) between the predi35.1

Interactive version: theaggregate.ai/model?slug=minicpm-v-4-6 · How It Works · Data refreshed daily, snapshot 2026-11-05.