Image Generation on MS-COCO 2017 (val)
11.84Latency (s)Parallel Jacobi Decoding
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Parallel Jacobi DecodingModel=LlamaGen-XL, Context size (c)=62026.06 | 11.84 | 213 | 4.19 | 4.81 | 45.12 | 28.67 | 22.07 | |
| Parallel Jacobi DecodingModel=LlamaGen-XL, Context size (c)=82026.06 | 13.8 | 248 | 3.59 | 4.13 | 46.23 | 28.66 | 21.57 | |
| Grouped Speculative DecodingModel=LlamaGen-XL2026.06 | 19.31 | 383 | 2.57 | 2.67 | 47.13 | 28.12 | 20.89 | |
| Parallel Jacobi DecodingModel=Lumina-mGPT, Context size (c)=92026.06 | 22.62 | 328 | 8.72 | 7.18 | 32.98 | 31.48 | 31.01 | |
| Parallel Jacobi DecodingModel=Lumina-mGPT, Context size (c)=112026.06 | 24.78 | 371 | 7.96 | 6.35 | 32.38 | 31.53 | 31.23 | |
| Speculative Jacobi DecodingModel=LlamaGen-XL2026.06 | 27.55 | 631 | 1.8 | 1.62 | 46.18 | 28.58 | 21.83 | |
| Parallel Jacobi DecodingModel=Lumina-mGPT, Context size (c)=162026.06 | 32.91 | 476 | 5.99 | 4.95 | 31.94 | 31.55 | 31.54 | |
| Grouped Speculative DecodingModel=Lumina-mGPT2026.06 | 34.36 | 698 | 5.74 | 3.38 | 33.41 | 31.46 | 31.48 | |
| Vanilla ARModel=LlamaGen-XL2026.06 | 49.58 | 1,024 | 1 | 1 | 45.02 | 28.59 | 22.11 | |
| Speculative Jacobi DecodingModel=Lumina-mGPT2026.06 | 52.97 | 1,056 | 3.72 | 2.23 | 30.87 | 31.65 | 32.94 | |
| Vanilla ARModel=Lumina-mGPT2026.06 | 197.16 | 2,357 | 1 | 1 | 30.79 | 31.31 | 32.81 |