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ResearchFormerly WizWand

Engineering Design Workflow Evaluation on Beams2D

100TCGPT-5-mini
-4235077May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GPT-5-miniStyle=FULL2026.0510065
GPT-5-miniStyle=W-RAND2026.0510066
GPT-5-miniStyle=W-DERIVED2026.0510065
GPT-5-miniStyle=W-DISTRACT2026.0510063
Gemini-3-FlashStyle=NATURAL2026.0510088
Gemini-3-FlashStyle=W-RAND2026.0510065
Gemini-3-FlashStyle=W-DERIVED2026.0510064
Gemini-3-FlashStyle=W-DISTRACT2026.0510063
Gemini-3-FlashStyle=W-MULTI2026.0510070
Qwen3-4BStyle=W-RAND2026.0510064
Qwen3-4BStyle=W-DISTRACT2026.0510061
Qwen3-4BStyle=W-MULTI2026.0510065
Qwen3.5-4BStyle=W-RAND2026.0510069
Qwen3.5-4BStyle=W-MULTI2026.0510069
GPT-5-miniStyle=W-COND2026.059366
GPT-5-miniStyle=W-MULTI2026.059366
Gemini-3-FlashStyle=FULL2026.059369
Qwen3.5-4BStyle=W-DISTRACT2026.059366
GPT-5-miniStyle=NATURAL2026.058782
Gemini-3-FlashStyle=W-COND2026.058765
Qwen3.5-4BStyle=W-DERIVED2026.058566
Qwen3.5-4BStyle=FULL2026.057359
Qwen3.5-4BStyle=W-COND2026.056062
Qwen3-4BStyle=W-DERIVED2026.054753
Qwen3-4BStyle=W-COND2026.054057
Qwen3.5-4BStyle=NATURAL2026.053348
GPT-5-miniWorkflow Style=W-RAND2026.0510.66
GPT-5-miniWorkflow Style=W-DISTRACT2026.0510.63
Gemini-3-FlashWorkflow Style=W-RAND2026.0510.65
Gemini-3-FlashWorkflow Style=W-DISTRACT2026.0510.63
Qwen3-4BWorkflow Style=W-RAND2026.0510.64
Qwen3-4BWorkflow Style=W-DISTRACT2026.0510.61
Qwen3.5-4BWorkflow Style=W-RAND2026.0510.69
GPT-5-miniWorkflow Style=W-COND2026.050.930.66
Qwen3.5-4BWorkflow Style=W-DISTRACT2026.050.930.66
Gemini-3-FlashWorkflow Style=W-COND2026.050.870.65
Qwen3.5-4BWorkflow Style=W-COND2026.050.60.62
Qwen3-4BWorkflow Style=W-COND2026.050.40.57
Qwen3-4BStyle=FULL2026.05045
Qwen3-4BStyle=NATURAL2026.05029