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Agent Performance research benchmarks · SOTA2 Research

Agent Performance

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

78.3Retail Accuracy

55

Feb 26, 2026

78Agent Score

36

Feb 26, 2026

9.75Avg@4

10

May 27, 2026

VitaBench In-Store

32.25Avg@4

10

May 27, 2026

VitaBench Delivery

29Avg@4

10

May 27, 2026

Tau-bench Telecom

45.39Avg@4 Score

10

May 27, 2026

Tau-bench Retail

60.31Avg@4

10

May 27, 2026

AgentNoiseBench-Vita Noisy setting 1.0 (test)

28.75Delivery Avg@4 Score

10

May 27, 2026

AgentNoiseBench Noisy setting tau2 1.0 (test)

43.2Retail Avg@4 Score

10

May 27, 2026

52.1HotpotQA Score

7

Feb 26, 2026

WindowsAgentArena (test)

30.4Office Score

6

Feb 26, 2026

AgentInstruct HELD-IN

2.75HELD-IN

6

Feb 26, 2026

Popular datasets

Tau-bench VitaBench AgentNoiseBench AgentInstruct HELD-OUT Suite

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