ResearchTasksAgent Behavior AdaptationAgent Behavior AdaptationFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedWebShop (WS) (test)Qwen3-4B-Instruct36.7Loop Ratio17Feb 26, 2026AlfWorld (AW) (test)Mistral-7B-Instruct1,040Loop Ratio17Feb 26, 2026Sudoku (Su) (test)Qwen3-4B-Thinking34.3Loop Ratio17Feb 26, 2026FrozenLake (FL) (test)DeepSeek-V3.20Loop Ratio17Feb 26, 2026BlocksWorld (BW) (test)Mistral-7B-Instruct51Loop Ratio17Feb 26, 2026