| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Inference Efficiency | 1024-token sequences (inference summary) | Throughput (Samples/s)499.49 | 11 | |
| Video Encryption | Four sequences (test) | PSNR17.29 | 6 | |
| Joint 3D Reconstruction and Instance Segmentation | 100-frame sequences | Inference Time (s)7.52 | 4 | |
| KV cache compression | 5 sequences Seq 4 easy | KL Divergence0.0096 | 2 | |
| KV cache compression | 5 sequences Seq 3 easy | KL Divergence0.0097 | 2 | |
| KV cache compression | 5 sequences Seq 2 hard | KL Divergence0.143 | 2 | |
| KV cache compression | 5 sequences Seq 1 (hard) | KL Divergence (Seq 1 hard)0.117 | 2 | |
| Similarity search (affinity computation) | 10^7 sequences extrapolated from 10K-sequence component-level benchmark | Kernel throughput (k seq/s)89.4 | 2 | |
| 3D Gaussian Splatting reconstruction | 7 sequences (test) | Metric- | 0 |