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ResearchFormerly WizWand

Spatial Understanding on RealWorldQA

66.01RWQA ScoreUniMRG
-2.1370415.5549833.24750.93902Aug 3, 2024Nov 1, 2024Jan 31, 2025May 2, 2025Jul 31, 2025Oct 30, 2025Jan 29, 2026
Updated 8mo ago

Evaluation results

MethodLinks
UniMRGType=Unified, # LLM Params=2B2026.0166.01
InternVL3Type=Und. Only, # LLM Params=2B2026.0165.23
OpenUniType=Unified, # LLM Params=2B2026.0165.23
UniLIPType=Unified, # LLM Params=2B2026.0164.18
Emu3-ChatType=Und. Only, # LLM Params=8B2026.0156.99
HarmonType=Unified, # LLM Params=1.5B2026.0146.67
LLaVA-OVType=Und. Only, # LLM Params=0.5B2026.0146.41
JanusType=Unified, # LLM Params=1.3B2026.0143.66
Janus-ProType=Unified, # LLM Params=7B2026.0141.83
Show-oType=Unified, # LLM Params=1.3B2026.0138.17
Cambrian-34BSize=34B2024.080.671
LLaVA-NeXT-Yi-34BSize=34B2024.080.66
MiniCPM-Llama3-V 2.5Size=8.5B2024.080.635
GPT-4V (2023.11.06)2024.080.63
CogVLM2-19B-ChatSize=19B2024.080.629
Idefics2Size=8.0B2024.080.607
Gemini Pro2024.080.604
CogVLM-ChatSize=17B2024.080.603
LLaVA-NeXT-Llama3-8BSize=8.4B2024.080.6
Cambrian-8BSize=8.3B2024.080.6
Phi-3-vision-128k-instructSize=4.2B2024.080.588
Bunny-Llama-3-8BSize=8.4B2024.080.588
MiniCPM-V 2.0Size=2.8B2024.080.558
Yi-VL-34BSize=34B2024.080.548
DeepSeek-VL-7BSize=7.3B2024.080.542
Yi-VL-6BSize=6.7B2024.080.535
MiniCPM-V 1.0Size=2.8B2024.080.512
DeepSeek-VL-1.3BSize=1.7B2024.080.497
Qwen-VL-ChatSize=9.6B2024.080.493
Claude 3 Opus2024.080.484