Unverified50% confidenceFactExact time
D&A's explicit scoring criteria are externally specified by the task definition, turning evaluation into several discrete, verifiable judgment items and reducing the room for the model to improvise.
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11/3/2026
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UnverifiedAn evaluation benchmark usually refers to a set of public or semi-public tasks and scoring rules used to compare the performance of different systems under the same standard.73% similarUnverifiedAgentic benchmarks are fundamentally different from traditional single-turn question-answering evaluations: the former simulate a complete workflow, requiring the model to autonomously decompose tasks, call tools, maintain multi-step intermediate state, and deliver verifiable results.71% similarUnverifiedResults from a single private benchmark are better suited as directional reference than as an absolute ranking, and practical application still requires testing combined with specific tasks.71% similarUnverifiedThe evaluation tool independently scores two dimensions: notice (whether the warning is mentioned in the conversation trajectory) and action (whether the final tool call violates forbidden_actions).71% similarUnverifiedThe "evaluation" method is essentially unit testing for skills: launching multiple sub-agents, with the main coordinating agent setting the scoring criteria, the sub-agents executing tasks in independent directories, and the directory names deliberately designed so the sub-agents do not realize they are being evaluated.71% similar
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