| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Constrained LLM Decoding | Qwen2-14B INT8 | Inference Time (ms)16.52 | 14 | |
| Steganography | Qwen2 | Entropy (bit/token)1.6734 | 9 | |
| Training Efficiency | Qwen2-57B-A14B Fine-grained | MFU39 | 5 | |
| Autotuning | Qwen2-1.5B on vLLM concurrent harness | Fast Cluster Trials10.2 | 2 |