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Interactive Task Completion on ALFWorld 140 scenes (IID)

97.14Success Count @ 7 StepsREUSERL-SegCost
-0.172825.091150.35575.6189May 29, 2026

Evaluation results

MethodLinks
REUSERL-SegCostBuffer=Global success buffer2026.0597.14
Pure Round-Length2026.0596.43
REUSERL-SegCost (no buffer)Buffer=None2026.0593.57
Vanilla GRPO2026.0584.29
Vanilla2026.053.57