Mathematical Reasoning on GSM8K (Wall-clock time)
0.16Wall-clock Time (s)CGES-RM
Evaluation Results
| Method | Links | |
|---|---|---|
| CGES-RMBudget (B)=16, LLM batch size=12025.11 | 0.16 | |
| CGES-LNS (arith)Budget (B)=16, LLM batch size=12025.11 | 0.18 | |
| CGES-DeepConf (B10)Budget (B)=16, LLM batch size=1, DeepConf setting=B102025.11 | 0.18 | |
| CGES-DeepConf (tail)Budget (B)=16, LLM batch size=1, DeepConf setting=tail2025.11 | 0.18 | |
| CGES-LNS (geom)Budget (B)=16, LLM batch size=12025.11 | 0.23 | |
| DSCBudget (B)=16, LLM batch size=12025.11 | 0.24 | |
| ASC-βBudget (B)=16, LLM batch size=12025.11 | 0.37 | |
| ESCBudget (B)=16, LLM batch size=1, window size w=42025.11 | 0.38 | |
| ASC-DirBudget (B)=16, LLM batch size=12025.11 | 0.38 | |
| ESCBudget (B)=16, LLM batch size=1, window size w=82025.11 | 0.7 | |
| CGES-MARSBudget (B)=16, LLM batch size=12025.11 | 0.77 | |
| SCBudget (B)=16, LLM batch size=12025.11 | 1.18 |