Cross-domain LLM Evaluation on MMLU, GSM8K, MultiArith, SVAMP, AQuA, and HumanEval
90.32Average ScoreRADAR
Evaluation Results
| Method | Links | |
|---|---|---|
| RADARAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 90.32 | |
| ARG-DesignerAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 88.57 | |
| MaASAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 88.5 | |
| G-DesignerAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 88.23 | |
| AFlowAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 88.22 | |
| AgentPruneAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 88.22 | |
| DyLANAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 87.61 | |
| LLM-DebateAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 87.46 | |
| GTDAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 87.42 | |
| SC (COT×5)Autonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=12026.05 | 87.28 | |
| AgentSquareAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 87.26 | |
| GPTSwarmAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 87.17 | |
| LLM-BlenderAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 86.84 | |
| AgentVerseAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 86.82 | |
| MultiPersonaAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 86.21 | |
| AutoAgentsAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 86.05 | |
| VanillaAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=12026.05 | 85.92 | |
| ComplexCoTAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=12026.05 | 85.69 | |
| CoTAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=12026.05 | 85.55 | |
| MacNetAutonomous Topology=false, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 85.55 | |
| ADASAutonomous Topology=true, Base LLM=gpt-4o-mini, Number of Agents=52026.05 | 84.79 |