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Visual Understanding on MME (MME-P and MME-S scores)

1,699MME-P ScoreLVRPO
1,072.921,235.461,3981,560.54Mar 29, 2026

Evaluation results

MethodLinks
LVRPOType=Unified (>1.5B), # LLM Params=7B2026.031,6992,399
BAGELType=Unified (>1.5B), # LLM Params=7B2026.031,6872,388
MetaQuery-XLType=Unified (>1.5B), # LLM Params=7B2026.031,685—
LVRPOType=Unified, # LLM Params=1.5B2026.031,6582,298
InternVL2Type=Und. Only, # LLM Params=7B2026.031,6482,210
BAGELType=Unified, # LLM Params=1.5B2026.031,6102,183
LlamaFusionType=Unified (>1.5B), # LLM Params=8B2026.031,604—
LLava-OVType=Und. Only, # LLM Params=7B2026.031,580—
Janus-ProType=Unified (>1.5B), # LLM Params=7B2026.031,567—
TokenFlow-XLType=Unified (>1.5B), # LLM Params=13B2026.031,546—
SEED-XType=Unified (>1.5B), # LLM Params=13B2026.031,457—
ILLUMEType=Unified (>1.5B), # LLM Params=7B2026.031,445—
Janus-ProType=Unified, # LLM Params=1.5B2026.031,444—
InternVL2Type=Und. Only, # LLM Params=1.8B2026.031,4401,877
JanusType=Unified, # LLM Params=1.5B2026.031,338—
VILA-UType=Unified (>1.5B), # LLM Params=7B2026.031,336—
Emu3-ChatType=Und. Only, # LLM Params=8B2026.031,244—
Show-o512Type=Unified, # LLM Params=1.3B2026.031,097—
InternVL2.5Type=Und. Only, # LLM Params=1.8B2026.03—2,138
InternVL2.5Type=Und. Only, # LLM Params=7B2026.03—2,344
Qwen2-VLType=Und. Only, # LLM Params=1.5B2026.03—1,872
Qwen2-VLType=Und. Only, # LLM Params=7B2026.03—2,327
Qwen2.5-VLType=Und. Only, # LLM Params=3B2026.03—2,157
Qwen2.5-VLType=Und. Only, # LLM Params=7B2026.03—2,347