General Reasoning and Language Understanding on MMLU (test)
84.97gpt4o-mini ScoreCARD
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CARDMulti-agent=Yes, Automated Topology=Yes, Conditional Configuration=Yes2026.03 | 84.97 | 93.46 | 80.39 | 89.54 | 84.97 | 86.67 | |
| G-designerMulti-agent=Yes, Automated Topology=Yes, Conditional Configuration=No2026.03 | 83 | 90.85 | 77.12 | 86.93 | 84.31 | 84.44 | |
| GPTswarmMulti-agent=Yes, Automated Topology=Yes, Conditional Configuration=No2026.03 | 82.35 | 89.54 | 77.78 | 86.27 | 84.31 | 84.05 | |
| CoTMulti-agent=No, Automated Topology=No, Conditional Configuration=No2026.03 | 81.05 | 92.16 | 75.16 | 88.89 | 83.66 | 84.18 | |
| LLM-DebateMulti-agent=Yes, Automated Topology=No, Conditional Configuration=No2026.03 | 80.39 | 90.2 | 76.47 | 88.24 | 84.31 | 83.92 | |
| Random-graphMulti-agent=Yes, Automated Topology=No, Conditional Configuration=No2026.03 | 79.74 | 90.85 | 75.82 | 86.93 | 83 | 83.27 | |
| AflowMulti-agent=Yes, Automated Topology=Yes, Conditional Configuration=No2026.03 | 79.74 | 84.97 | 77.12 | 89.54 | 83 | 82.87 | |
| VanillaMulti-agent=No, Automated Topology=No, Conditional Configuration=No2026.03 | 77.12 | 86.27 | 75.16 | 86.93 | 79.74 | 81.04 |