Tabular Data Analysis on DataBench
35.6AccuracyWeak-to-Strong (AEA)
Evaluation Results
| Method | Links | |
|---|---|---|
| Weak-to-Strong (AEA)Base Model=Claude 3.7 Sonnet, Aligned=true, AEA Model=AEA-4B2026.05 | 35.6 | |
| Weak-to-Strong (AEA)Base Model=Claude 3.5 Sonnet, Aligned=true, AEA Model=AEA-4B2026.05 | 35 | |
| Multi AgentBase Model=Claude 3.5 Sonnet, Aligned=false, AEA Model=None2026.05 | 32.5 | |
| Weak-to-Strong (AEA)Base Model=GPT-4o, Aligned=true, AEA Model=AEA-4B2026.05 | 31.2 | |
| Multi AgentBase Model=GPT-4o, Aligned=false, AEA Model=None2026.05 | 30.7 | |
| Self-Reflection (AEA)Base Model=Claude 3.5 Sonnet, Aligned=true, AEA Model=Claude 3.5 Sonnet2026.05 | 29.7 | |
| Weak-to-Strong (AEA)Base Model=GPT-4o-mini, Aligned=true, AEA Model=AEA-4B2026.05 | 29.7 | |
| Self-Reflection (AEA)Base Model=Claude 3.7 Sonnet, Aligned=true, AEA Model=Claude 3.7 Sonnet2026.05 | 29.3 | |
| Multi AgentBase Model=GPT-4o-mini, Aligned=false, AEA Model=None2026.05 | 28.8 | |
| Self-Reflection (AEA)Base Model=GPT-4o, Aligned=true, AEA Model=GPT-4o2026.05 | 27.7 | |
| Self-Reflection (AEA)Base Model=Claude 3 Haiku, Aligned=true, AEA Model=Claude 3 Haiku2026.05 | 27.3 | |
| Single AgentBase Model=Claude 3.5 Sonnet, Aligned=false, AEA Model=None2026.05 | 27.3 | |
| Self-Reflection (AEA)Base Model=GPT-4o-mini, Aligned=true, AEA Model=GPT-4o-mini2026.05 | 27.3 | |
| Single AgentBase Model=GPT-4o, Aligned=false, AEA Model=None2026.05 | 27.3 | |
| Single AgentBase Model=GPT-4o-mini, Aligned=false, AEA Model=None2026.05 | 26.2 | |
| Weak-to-Strong (AEA)Base Model=Claude 3 Haiku, Aligned=true, AEA Model=AEA-4B2026.05 | 23.9 | |
| Single AgentBase Model=Claude 3.7 Sonnet, Aligned=false, AEA Model=None2026.05 | 15.2 | |
| Multi AgentBase Model=Claude 3 Haiku, Aligned=false, AEA Model=None2026.05 | 11.7 | |
| Multi AgentBase Model=Claude 3.7 Sonnet, Aligned=false, AEA Model=None2026.05 | 10.5 | |
| Single AgentBase Model=Claude 3 Haiku, Aligned=false, AEA Model=None2026.05 | 9.3 |