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Papers Benchmarks Datasets Tasks

Language Agent Task research benchmarks · SOTA2 Research

Language Agent Task

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100Success Rate (SR)

17

Jun 25, 2026

AgentGym All (test)

69.3Success Rate

5

Jun 25, 2026

AgentGym ALFWorld (test)

36Success Rate

5

Jun 25, 2026

AgentGym WebShop (test)

97.5Success Rate

5

Jun 25, 2026

AgentGym SciWorld (test)

91.2Success Rate

5

Jun 25, 2026

Task-Perturbed NLL Optimization

49.6Score

4

Jun 26, 2026

ScienceWorld (OOD)

Task-Perturbed NLL Optimization

29.6Score

4

Jun 26, 2026

Task-Perturbed NLL Optimization

58.7Score

4

Jun 26, 2026

Popular datasets

AgentGym AlfWorld Webshop ScienceWorld TextCraft

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