Text-to-Image Generation on TIIF-Bench
89.8Basic Short ScoreAlphaGRPO
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AlphaGRPOResolution=512, Self-Reflective Refinement=true2026.05 | 89.8 | — | — | 88.8 | 88.2 | 88.7 | 84.7 | 83.2 | 83.9 | 83.2 | — | — | — | — | |
| AlphaGRPOResolution=1024, Self-Reflective Refinement=true2026.05 | 89.4 | — | — | 88.4 | 88.4 | 84.2 | 79.9 | 84 | 82.2 | 81.4 | — | — | — | — | |
| AlphaGRPOResolution=5122026.05 | 85.6 | — | — | 83.3 | 77.1 | 79.9 | 83.6 | 84.7 | 79.1 | 79.5 | — | — | — | — | |
| AlphaGRPO (RT2I)Resolution=512, Reasoning text-to-image generation task=RT2I2026.05 | 85.5 | — | — | 84.2 | 77.4 | 78.9 | 84.3 | 86.6 | 78.9 | 79.5 | — | — | — | — | |
| AlphaGRPOResolution=10242026.05 | 85.4 | — | — | 82.9 | 75.6 | 77.5 | 81.7 | 84.3 | 77.7 | 78.1 | — | — | — | — | |
| AlphaGRPO (RT2I)Resolution=1024, Reasoning text-to-image generation task=RT2I2026.05 | 84.8 | — | — | 85.9 | 79.9 | 78.4 | 80.2 | 80.2 | 78.7 | 79.5 | — | — | — | — | |
| BAGELResolution=10242026.05 | 83.4 | — | — | 83.7 | 75.2 | 76.7 | 79.8 | 73.5 | 76.4 | 76.2 | — | — | — | — | |
| FLUX.1 devCategory=Generation Only Models2026.05 | 83.1 | — | — | 78.7 | 65.8 | 68.5 | 70.7 | 71.5 | 71.1 | 71.8 | — | — | — | — | |
| BAGELResolution=5122026.05 | 81.7 | — | — | 86.1 | 73.7 | 77.6 | 84.7 | 82.1 | 75.2 | 78.6 | — | — | — | — | |
| JanusProCategory=Unified Multimodal Models2026.05 | 79.3 | — | — | 78.3 | 59.7 | 58.8 | 65.8 | 60.3 | 66.5 | 65 | — | — | — | — | |
| SD3 MediumCategory=Generation Only Models2026.05 | 78.3 | — | — | 77.8 | 61.5 | 59.6 | 63.2 | 67.3 | 64.8 | 64.8 | — | — | — | — | |
| Show-oCategory=Unified Multimodal Models2026.05 | 73.1 | — | — | 75.8 | 55 | 50.9 | 53.7 | 50.4 | 59.7 | 58.9 | — | — | — | — | |
| AR-GRPO#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 19.59 | 14.91 | 17.91 | 16.22 | |
| AR-GRPO + BoN#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 25.67 | 19.91 | 20.69 | 21.08 | |
| AR-GRPO + IS#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 26 | 19.03 | 17.62 | 19.84 | |
| AR-GRPO + ScalingAR#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 29.71 | 26.43 | 25.9 | 26.35 | |
| BAGELMeta-TTRL=false2026.03 | — | 71.65 | 70.32 | — | — | — | — | — | — | — | — | — | — | — | |
| BAGELMeta-TTRL=true2026.03 | — | 75.98 | 74.59 | — | — | — | — | — | — | — | — | — | — | — | |
| DALLE·3#Params=-, Arch.=Diff.2025.09 | — | — | — | — | — | — | — | — | — | — | 78.4 | 68.45 | 62.69 | 72.94 | |
| Infinity#Params=2B, Arch.=VAR2025.09 | — | — | — | — | — | — | — | — | — | — | 71.63 | 57.81 | 61.19 | 59.66 | |
| Janus-Pro-7BMeta-TTRL=false2026.03 | — | 64.41 | 66.94 | — | — | — | — | — | — | — | — | — | — | — | |
| Janus-Pro-7BMeta-TTRL=true2026.03 | — | 71.42 | 70.74 | — | — | — | — | — | — | — | — | — | — | — | |
| LightGen#Params=0.8B, Arch.=MAR2025.09 | — | — | — | — | — | — | — | — | — | — | 53.99 | 45.76 | 59.7 | 46.42 | |
| LlamaGen#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 49.58 | 40.44 | 40.3 | 40.35 | |
| LlamaGen + BoN#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 54.79 | 40.78 | 37.69 | 42.02 | |
| LlamaGen + IS#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 54.81 | 40.34 | 39.93 | 42.44 | |
| LlamaGen + ScalingAR#Params=0.8B, Arch.=AR2025.09 | — | — | — | — | — | — | — | — | — | — | 57.36 | 44.13 | 42.54 | 46.47 | |
| Qwen-ImageMeta-TTRL=false2026.03 | — | 83.45 | 82.48 | — | — | — | — | — | — | — | — | — | — | — | |
| Qwen-ImageMeta-TTRL=true2026.03 | — | 85.28 | 84.67 | — | — | — | — | — | — | — | — | — | — | — | |
| Show-o#Params=1.3B, Arch.=Diff.+AR2025.09 | — | — | — | — | — | — | — | — | — | — | 71.3 | 59.89 | 68.66 | 59.24 |