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ResearchFormerly WizWand

Agentic Decision Making on Movie

0.9ScoreAMC
0.397680.528090.65850.78891Jun 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
AMCPolicy Model=GPT-5.1, Search Budget=5, Value Model=Llama-3.2-11B2026.060.9
SMC (Zero-shot)Policy Model=GPT-5.1, Search Budget=15, Value Model=Llama-3.2-11B2026.060.9
AMCPolicy Model=GPT-5.1, Search Budget=15, Value Model=Llama-3.2-11B2026.060.9
AMCPolicy Model=Llama-3.2-11B, Search Budget=15, Value Model=Llama-3.2-11B2026.060.883
Best-of-5Policy Model=GPT-5.12026.060.883
Best-of-15Policy Model=GPT-5.12026.060.883
ReActPolicy Model=GPT-5.12026.060.867
SMC (Zero-shot)Policy Model=GPT-5.1, Search Budget=5, Value Model=Llama-3.2-11B2026.060.867
Best-of-15Policy Model=Llama-3.2-11B2026.060.85
SMC (Zero-shot)Policy Model=Llama-3.2-11B, Search Budget=15, Value Model=Llama-3.2-11B2026.060.85
AMCPolicy Model=GPT-4.1-mini, Search Budget=5, Value Model=Llama-3.2-11B2026.060.85
Best-of-15Policy Model=GPT-4.1-mini2026.060.85
SMC (Zero-shot)Policy Model=GPT-4.1-mini, Search Budget=15, Value Model=Llama-3.2-11B2026.060.85
AMCPolicy Model=GPT-4.1-mini, Search Budget=15, Value Model=Llama-3.2-11B2026.060.85
Best-of-5Policy Model=Llama-3.2-11B2026.060.833
SMC (Zero-shot)Policy Model=GPT-4.1-mini, Search Budget=5, Value Model=Llama-3.2-11B2026.060.817
Best-of-5Policy Model=GPT-4.1-mini2026.060.8
AMCPolicy Model=Llama-3.2-11B, Search Budget=5, Value Model=Llama-3.2-11B2026.060.783
SMC (Zero-shot)Policy Model=Llama-3.2-11B, Search Budget=5, Value Model=Llama-3.2-11B2026.060.767
ReActPolicy Model=GPT-4.1-mini2026.060.75
ReActPolicy Model=Llama-3.2-11B2026.060.417