Fx-chain Estimation on LP-Fx (test)
1.75L/RDeepAFx-ST
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DeepAFx-STtraining_objective=Perceptual Distance2025.12 | 1.75 | — | — | — | 2.06 | 3.95 | 0.62 | 0.66 | |
| LLM2Fx-ToolsBackbone=Qwen3, Chain-of-Thought=true, Number Token Loss=true, Multi-Stage Training=true2025.12 | 3.13 | 80 | 0.56 | 0.23 | 3.27 | 8.29 | 0.68 | 0.67 | |
| MultiTask2025.12 | 3.17 | 61 | 0 | 0.23 | 3.39 | 8.39 | 0.63 | 0.66 | |
| LLM2Fx-ToolsBackbone=Qwen3, Chain-of-Thought=true, Number Token Loss=true, Multi-Stage Training=false2025.12 | 3.21 | 76 | 0.55 | 0.25 | 3.32 | 8.3 | 0.67 | 0.64 | |
| LLM2Fx-ToolsBackbone=Qwen3, Chain-of-Thought=false, Number Token Loss=true, Multi-Stage Training=true2025.12 | 3.34 | 67 | 0.49 | 0.24 | 3.38 | 8.39 | 0.64 | 0.66 | |
| Gemini2.5 Flash2025.12 | 3.42 | 78 | 0.54 | 0.32 | 4.24 | 14.97 | 0.56 | 0.5 | |
| LLM2Fx-ToolsBackbone=Qwen3, Chain-of-Thought=true, Number Token Loss=false, Multi-Stage Training=true2025.12 | 3.69 | 73 | 0.51 | 0.32 | 3.52 | 8.47 | 0.61 | 0.63 | |
| Regression2025.12 | 3.81 | 55 | -0.03 | 0.2 | 4.12 | 9.2 | 0.62 | 0.64 | |
| Random Fx2025.12 | 8.07 | 52 | -0.01 | 0.39 | 8.9 | 13.7 | 0.41 | 0.34 | |
| No Fx2025.12 | 13.11 | — | — | — | 13.49 | 14.82 | 0.5 | 0.3 |