Herculean benchmark shows frontier agents handle trading and market insights better than hedging and auditing workflows that demand state consistency and structured verification.
arXiv:2602.18998 (2026)
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A Context-Contaminated Restart Model derives exact success probabilities and an optimal pipeline depth T* = sqrt(B * log(1/(1-ε1)) / log(1/(1-ε0))) for fixed budget B, validated on SWE-bench where it fits data far better than IID assumptions.
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Why Retrying Fails: Context Contamination in LLM Agent Pipelines
A Context-Contaminated Restart Model derives exact success probabilities and an optimal pipeline depth T* = sqrt(B * log(1/(1-ε1)) / log(1/(1-ε0))) for fixed budget B, validated on SWE-bench where it fits data far better than IID assumptions.