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Reinforcement Learning on Sokoban

0.87RewardERL
0.00680.23090.4550.6791Feb 15, 2026

Evaluation results

MethodLinks
ERLBackbone=Qwen3-4B-Instruct-2507, Method variant=Full2026.020.87
ERL w/o Mem.Backbone=Qwen3-4B-Instruct-2507, Method variant=Without memory reuse2026.020.87
ERL w/o Refl.Backbone=Qwen3-4B-Instruct-2507, Method variant=Without structured reflection2026.020.59
ERL w/o Mem.Backbone=Olmo3-7B-Instruct, Method variant=Without memory reuse2026.020.24
ERLBackbone=Olmo3-7B-Instruct, Method variant=Full2026.020.2
RLVRBackbone=Qwen3-4B-Instruct-25072026.020.06
ERL w/o Refl.Backbone=Olmo3-7B-Instruct, Method variant=Without structured reflection2026.020.06
RLVRBackbone=Olmo3-7B-Instruct2026.020.04