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ResearchFormerly WizWand

Autonomous Agentic Data Engineering on Autonomous Agentic Data Engineering Science

7.13MATSDeepSeek-V3.1
0.75482.40994.0655.7201May 28, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DeepSeek-V3.1Agent Mode=Iterative Agent, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.057.1345.91
Claude-4-SonnetAgent Mode=One-Shot, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05330.17
GPT-5.2Agent Mode=Iterative Agent, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05382.23
DeepSeek-R1Agent Mode=Iterative Agent, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.7589.76
Claude-4-SonnetAgent Mode=Iterative Agent, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.6158.93
DeepSeek-R1Agent Mode=One-Shot, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.547.94
DeepSeek-V3.1Agent Mode=One-Shot, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.518.04
DeepSeek-V3.1Agent Mode=One-Shot, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.552.78
Claude-4-SonnetAgent Mode=One-Shot, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.579.48
Claude-4-SonnetAgent Mode=Iterative Agent, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.1782.08
DeepSeek-R1Agent Mode=Iterative Agent, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.052.1337.01
GPT-5.2Agent Mode=One-Shot, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05235.66
Gemini-2.5-ProAgent Mode=One-Shot, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05235.63
Qwen3-MaxAgent Mode=One-Shot, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05249.34
Qwen3-MaxAgent Mode=Iterative Agent, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.051.7574.67
Gemini-2.5-ProAgent Mode=Iterative Agent, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.051.6346.62
Gemini-2.5-ProAgent Mode=Iterative Agent, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.051.641.79
Qwen3-MaxAgent Mode=Iterative Agent, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.051.5858.24
GPT-5.2Agent Mode=Iterative Agent, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.051.5370.58
DeepSeek-V3.1Agent Mode=Iterative Agent, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.051.4778.14
Qwen3-MaxAgent Mode=One-Shot, Data Initialization Setting=From Scratch, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05137.69
GPT-5.2Agent Mode=One-Shot, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05158.24
DeepSeek-R1Agent Mode=One-Shot, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05183.6
Gemini-2.5-ProAgent Mode=One-Shot, Data Initialization Setting=With Seed, Teacher Model=Qwen3-30B-A3B, Student Model=Llama-3.1-8B-Instruct2026.05187.01