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Puzzle Solving on Sokoban (In Distribution)

89.7Average Score @128Markov
-3.3820.78544.9569.115Mar 20, 2026

Evaluation results

MethodLinks
MarkovModel=Qwen2.5-3B-It, Training Stage=RL post-training2026.0389.793
MarkovModel=Qwen3-4B, Training Stage=RL post-training2026.0376.181
State-action-sequenceModel=Qwen3-4B, Training Stage=RL post-training2026.0357.467
State-action-sequenceModel=Qwen2.5-3B-It, Training Stage=RL post-training2026.0343.650
Action-sequenceModel=Qwen3-4B, Training Stage=RL post-training2026.032.34
State-action-sequenceModel=Qwen3-4B, Training Stage=SFT Warm-up2026.031.461
Action-sequenceModel=Qwen2.5-3B-It, Training Stage=RL post-training2026.0311
State-action-sequenceModel=Qwen2.5-3B-It, Training Stage=SFT Warm-up2026.030.641
Action-sequenceModel=Qwen2.5-3B-It, Training Stage=SFT Warm-up2026.030.537
MarkovModel=Qwen3-4B, Training Stage=SFT Warm-up2026.030.428
Action-sequenceModel=Qwen3-4B, Training Stage=SFT Warm-up2026.030.222
MarkovModel=Qwen2.5-3B-It, Training Stage=SFT Warm-up2026.030.214