Agentic Workflow Performance (Retry Loops) on SWE-bench + AutoGen
118.61Latency (s)Full PBKV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full PBKVModel=Qwen3-14B2026.05 | 118.61 | 2.05 | 77.07 | |
| PBKV-HEModel=Qwen3-14B2026.05 | 141.53 | 2.19 | 73.36 | |
| Full PBKVModel=Qwen3-32B2026.05 | 160.18 | 2.27 | 79.94 | |
| PBKV-HEModel=Qwen3-32B2026.05 | 177.22 | 2.46 | 75.31 | |
| PBKV-LAEModel=Qwen3-14B2026.05 | 177.5 | 3.26 | 60.41 | |
| LRUModel=Qwen3-14B2026.05 | 214.74 | 4.18 | 48.53 | |
| PBKV-LAEModel=Qwen3-32B2026.05 | 233.86 | 3.73 | 59.51 | |
| LRUModel=Qwen3-32B2026.05 | 271.9 | 5.04 | 46.34 |