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Spatial Relationship Understanding on VSR

73.9Overall AccuracyUniMRG
50.572856.628962.68568.7411May 10, 2023Oct 22, 2023Apr 5, 2024Sep 18, 2024Mar 3, 2025Aug 16, 2025Jan 29, 2026

Evaluation results

MethodLinks
UniMRGType=Unified, # LLM Params=2B2026.0173.9
Emu3-ChatType=Und. Only, # LLM Params=8B2026.0171.93
Janus-ProType=Unified, # LLM Params=7B2026.0171.03
InternVL3Type=Und. Only, # LLM Params=2B2026.0166.69
OpenUniType=Unified, # LLM Params=2B2026.0166.69
UniLIPType=Unified, # LLM Params=2B2026.0165.55
SGVLBackbone=BLIP22023.0563.4
SGVLBackbone=BLIP2023.0562.4
NegBLIP22023.0562.1
BLIP22023.0561.9
JanusType=Unified, # LLM Params=1.3B2026.0161.37
HarmonType=Unified, # LLM Params=1.5B2026.0160.88
NegBLIP2023.0557.9
BLIP2023.0556.5
Show-oType=Unified, # LLM Params=1.3B2026.0154.26
FLAVA2023.0554.1
LLaVA-OVType=Und. Only, # LLM Params=0.5B2026.0151.47