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ResearchFormerly WizWand

Interactive Reasoning

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

ScienceWorld (Seen)

63.91Success Rate

31

Feb 26, 2026

47.9Average Reasoning Length (tokens)

18

Mar 13, 2026

34.9Zork1 Score

7

Feb 26, 2026

ScienceWorld (Unseen)

0.586Success Rate

7

Feb 26, 2026

ScienceWorld 30 tasks

84.7Score

6

Mar 19, 2026

HCO Challenges Interactive reasoning 1.0 (test)

Human participants

85Success Rate

2

Feb 26, 2026

ScienceWorld 26 tasks, up to 10 var. (241 ep.)

54Score

1

Mar 19, 2026

HCO Interactive reasoning

85Human Success Rate

1

Feb 26, 2026