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Failure Attribution on Who&When

60.79Agent AccuracyAEA-4B
7.469221.312135.15548.9979May 22, 2026

Evaluation results

MethodLinks
AEA-4BReasoning Strategy=All at Once2026.0560.7932.7
Claude 3.7 SonnetReasoning Strategy=All at Once2026.0558.724.6
Qwen2.5-72BReasoning Strategy=All at Once2026.0555.5610.32
Qwen3-32BReasoning Strategy=All at Once2026.0553.9715.87
GPT-4oReasoning Strategy=All at Once2026.055030.95
Llama-3.1-70BReasoning Strategy=All at Once2026.0548.4116.67
AEA-4BReasoning Strategy=Step by Step2026.0548.4125.87
Claude 3.7 SonnetReasoning Strategy=Step by Step2026.0546.0330.95
Qwen3-32BReasoning Strategy=Step by Step2026.0538.123.02
GPT-4o-miniReasoning Strategy=All at Once2026.0535.7119.84
GPT-4oReasoning Strategy=Step by Step2026.0533.3326.43
Qwen3-8BReasoning Strategy=All at Once2026.0531.755.56
Llama-3.1-70BReasoning Strategy=Step by Step2026.0530.9519.84
GPT-4o-miniReasoning Strategy=Step by Step2026.0530.9519.05
Llama-3.1-8BReasoning Strategy=Step by Step2026.0524.613.49
Claude 3.5 HaikuReasoning Strategy=Step by Step2026.0521.4316.67
Qwen2.5-72BReasoning Strategy=Step by Step2026.0520.6316.67
Qwen3-8BReasoning Strategy=Step by Step2026.0520.6310.32
Claude 3.5 HaikuReasoning Strategy=All at Once2026.0512.77.94
Qwen2.5-7BReasoning Strategy=Step by Step2026.0511.116.35
Qwen2.5-7BReasoning Strategy=All at Once2026.0510.325.56
Llama-3.1-8BReasoning Strategy=All at Once2026.059.522.38