The new DMAIC-Bench tests whether an analytical agent changes its next action … · @ktwu01 · TwKit

@ktwu01

The new DMAIC-Bench tests whether an analytical agent changes its next action after reviewing intermediate evidence, a capability it calls self-restraint. Its 97 seeded tasks include paired counterfactual variants that require opposite actions at the same workflow position, distinguishing justified stopping or redirection from indiscriminate refusal. If you are evaluating agents for multi-stage analysis, a plausible self-critique does not show that evidence affected behavior. The paired design provides a way to test whether an agent continues when prerequisites hold and stops or redirects when they do not, rather than rewarding commentary or final-answer quality alone

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