Unverified50% confidenceFactExact time
SWE-bench and WebArena are representative evaluation benchmarks under the agent paradigm.
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50%
Confidence
Long-term
Relevance
9/18/2026
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UnverifiedAgentic benchmark evaluations typically involve a weighted aggregation of multiple sub-benchmarks such as SWE-bench, WebArena, and GAIA.75% similarUnverifiedHumanEval、SWE-bench等代码评测基准的排名是评估执行型Agent底层模型选型的重要参考维度74% similarUnverified学术界代表性Agent评测基准包括WebArena、AgentBench和ToolBench,均将执行轨迹作为核心评测维度74% similarUnverifiedCurrent mainstream Agent evaluation approaches fall into three categories: task completion rate based on deterministic assertions, LLM-as-Judge, and end-to-end benchmark test sets (such as SWE-Bench and WebArena).70% similarUnverifiedSWE-bench involves high-level capabilities such as cross-file dependency analysis, version compatibility judgment, and regression test passing, making it more reflective of real engineering scenarios than function-writing benchmarks such as HumanEval67% similar
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