Agentic Decision Making on Movie
0.9ScoreAMC
Evaluation Results
| Method | Links | |
|---|---|---|
| AMCPolicy Model=GPT-5.1, Search Budget=5, Value Model=Llama-3.2-11B2026.06 | 0.9 | |
| SMC (Zero-shot)Policy Model=GPT-5.1, Search Budget=15, Value Model=Llama-3.2-11B2026.06 | 0.9 | |
| AMCPolicy Model=GPT-5.1, Search Budget=15, Value Model=Llama-3.2-11B2026.06 | 0.9 | |
| AMCPolicy Model=Llama-3.2-11B, Search Budget=15, Value Model=Llama-3.2-11B2026.06 | 0.883 | |
| Best-of-5Policy Model=GPT-5.12026.06 | 0.883 | |
| Best-of-15Policy Model=GPT-5.12026.06 | 0.883 | |
| ReActPolicy Model=GPT-5.12026.06 | 0.867 | |
| SMC (Zero-shot)Policy Model=GPT-5.1, Search Budget=5, Value Model=Llama-3.2-11B2026.06 | 0.867 | |
| Best-of-15Policy Model=Llama-3.2-11B2026.06 | 0.85 | |
| SMC (Zero-shot)Policy Model=Llama-3.2-11B, Search Budget=15, Value Model=Llama-3.2-11B2026.06 | 0.85 | |
| AMCPolicy Model=GPT-4.1-mini, Search Budget=5, Value Model=Llama-3.2-11B2026.06 | 0.85 | |
| Best-of-15Policy Model=GPT-4.1-mini2026.06 | 0.85 | |
| SMC (Zero-shot)Policy Model=GPT-4.1-mini, Search Budget=15, Value Model=Llama-3.2-11B2026.06 | 0.85 | |
| AMCPolicy Model=GPT-4.1-mini, Search Budget=15, Value Model=Llama-3.2-11B2026.06 | 0.85 | |
| Best-of-5Policy Model=Llama-3.2-11B2026.06 | 0.833 | |
| SMC (Zero-shot)Policy Model=GPT-4.1-mini, Search Budget=5, Value Model=Llama-3.2-11B2026.06 | 0.817 | |
| Best-of-5Policy Model=GPT-4.1-mini2026.06 | 0.8 | |
| AMCPolicy Model=Llama-3.2-11B, Search Budget=5, Value Model=Llama-3.2-11B2026.06 | 0.783 | |
| SMC (Zero-shot)Policy Model=Llama-3.2-11B, Search Budget=5, Value Model=Llama-3.2-11B2026.06 | 0.767 | |
| ReActPolicy Model=GPT-4.1-mini2026.06 | 0.75 | |
| ReActPolicy Model=Llama-3.2-11B2026.06 | 0.417 |