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ResearchFormerly WizWand

Multimodal Reasoning on MMStar (Acc., # Tokens)

72.8AccuracyLaRe
43.815251.340158.86566.3899Nov 4, 2025Dec 8, 2025Jan 11, 2026Feb 15, 2026Mar 21, 2026Apr 24, 2026May 29, 2026
Updated 5mo ago

Evaluation results

MethodLinks
LaReBase VLM=Qwen3-VL-4B-Instruct2025.1172.882.7
BaselineRetention level=100%2026.0572.472,058.5
FastV-VPRetention level=≤ 10%2026.0572.21,873.7
CoF*Base VLM=Qwen3-VL-4B-Instruct2025.1170.6224.4
FastV-VPRetention level=≤ 5%2026.0570.531,875.4
LVR*Base VLM=Qwen3-VL-4B-Instruct2025.1168.5125.3
MM-CoTBase VLM=Qwen3-VL-4B-Instruct2025.1167.8210.9
Standard CoTBase VLM=Qwen3-VL-4B-Instruct2025.1165.3217
CCoTBase VLM=Qwen3-VL-4B-Instruct2025.1164.2230.6
ICoTBase VLM=Qwen3-VL-4B-Instruct2025.1162.7200.7
MCOUTBase VLM=Qwen3-VL-4B-Instruct2025.1161.4145.5
LaReBase VLM=Qwen3-VL-2B-Instruct2025.1161.270.5
LOOK-MRetention level=≤ 10%2026.0558.872,090.6
MCOUTBase VLM=Qwen3-VL-2B-Instruct2025.1158.295.4
CoF*Base VLM=Qwen3-VL-2B-Instruct2025.1158.1208.9
MM-CoTBase VLM=Qwen3-VL-2B-Instruct2025.1157.8120.2
CCoTBase VLM=Qwen3-VL-2B-Instruct2025.1156.7174.4
Standard CoTBase VLM=Qwen3-VL-2B-Instruct2025.1156.6192.1
LVR*Base VLM=Qwen3-VL-2B-Instruct2025.1156.6108.2
LOOK-MRetention level=≤ 5%2026.0554.872,265.4
ICoTBase VLM=Qwen3-VL-2B-Instruct2025.1153.3164.1
VisionzipRetention level=≤ 10%2026.0551.532,496.8
FastVRetention level=≤ 10%2026.0550.42,275.3
FastVRetention level=≤ 5%2026.0550.132,040.4
VisionzipRetention level=≤ 5%2026.0544.932,289.6