Visual Understanding on MME (MME-P and MME-S scores)
1,699MME-P ScoreLVRPO
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LVRPOType=Unified (>1.5B), # LLM Params=7B2026.03 | 1,699 | 2,399 | |
| BAGELType=Unified (>1.5B), # LLM Params=7B2026.03 | 1,687 | 2,388 | |
| MetaQuery-XLType=Unified (>1.5B), # LLM Params=7B2026.03 | 1,685 | — | |
| LVRPOType=Unified, # LLM Params=1.5B2026.03 | 1,658 | 2,298 | |
| InternVL2Type=Und. Only, # LLM Params=7B2026.03 | 1,648 | 2,210 | |
| BAGELType=Unified, # LLM Params=1.5B2026.03 | 1,610 | 2,183 | |
| LlamaFusionType=Unified (>1.5B), # LLM Params=8B2026.03 | 1,604 | — | |
| LLava-OVType=Und. Only, # LLM Params=7B2026.03 | 1,580 | — | |
| Janus-ProType=Unified (>1.5B), # LLM Params=7B2026.03 | 1,567 | — | |
| TokenFlow-XLType=Unified (>1.5B), # LLM Params=13B2026.03 | 1,546 | — | |
| SEED-XType=Unified (>1.5B), # LLM Params=13B2026.03 | 1,457 | — | |
| ILLUMEType=Unified (>1.5B), # LLM Params=7B2026.03 | 1,445 | — | |
| Janus-ProType=Unified, # LLM Params=1.5B2026.03 | 1,444 | — | |
| InternVL2Type=Und. Only, # LLM Params=1.8B2026.03 | 1,440 | 1,877 | |
| JanusType=Unified, # LLM Params=1.5B2026.03 | 1,338 | — | |
| VILA-UType=Unified (>1.5B), # LLM Params=7B2026.03 | 1,336 | — | |
| Emu3-ChatType=Und. Only, # LLM Params=8B2026.03 | 1,244 | — | |
| Show-o512Type=Unified, # LLM Params=1.3B2026.03 | 1,097 | — | |
| 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 |