Count-Frequency on CF DeepSeek-V4-Flash (fulltest)
7.87RMSESelf-evolved free-DAG (best-so-far graph: hybrid reduce-audit)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Self-evolved free-DAG (best-so-far graph: hybrid reduce-audit)Method family=Self-evolved free-DAG, Setting=best-so-far graph: hybrid reduce-audit2026.06 | 7.87 | 8 | 15 | 19.4 | |
| Fixed topology (one-peer exponential DAG star)Method family=Fixed topology, Setting=one-peer exponential DAG star2026.06 | 12.53 | 31 | 33 | 48.1 | |
| Self-evolved free-DAG (best-so-far round aggregate)Method family=Self-evolved free-DAG, Setting=best-so-far round aggregate2026.06 | 12.64 | 17 | 22.5 | 31.7 | |
| Fixed topology (mesh-star)Method family=Fixed topology, Setting=mesh-star2026.06 | 12.89 | 63 | 17.25 | 38.1 | |
| Fixed topology (tree)Method family=Fixed topology, Setting=tree2026.06 | 15.14 | 7 | 15 | 18.9 | |
| Cold free-DAG (binary-tree merge)Method family=Cold free-DAG, Setting=binary-tree merge2026.06 | 16.63 | 7 | 13.5 | 17.3 |