Agentic Workflow Performance (Iterative Refinement Loops) on HoVer + LangChain
76.15Latency (s)Full PBKV
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Full PBKVModel=Qwen3-14B2026.05 | 76.15 | 5.5 | 68.29 | |
| PBKV-HEModel=Qwen3-14B2026.05 | 80.62 | 6.53 | 64.15 | |
| Full PBKVModel=Qwen3-32B2026.05 | 102.6 | 8.22 | 69.1 | |
| PBKV-HEModel=Qwen3-32B2026.05 | 108.86 | 8.95 | 66.01 | |
| PBKV-LAEModel=Qwen3-14B2026.05 | 119.13 | 9.57 | 41.18 | |
| LRUModel=Qwen3-14B2026.05 | 139.59 | 10.9 | 28.79 | |
| PBKV-LAEModel=Qwen3-32B2026.05 | 146.67 | 11.83 | 44.91 | |
| LRUModel=Qwen3-32B2026.05 | 189.66 | 16.65 | 27.09 |