Paralinguistic dialogue behavior on EchoMind
4.87Contextual Fit Score (CCtxFit)ParaBridge
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ParaBridgeInference Setting=Scaffolded2026.06 | 4.87 | — | 4.69 | 4.3 | 3.71 | 4.39 | |
| BaselineInference Setting=Scaffolded2026.06 | 4.86 | — | 4.66 | 4.24 | 3.48 | 4.31 | |
| GRPOInference Setting=Scaffolded2026.06 | 4.84 | — | 4.64 | 4.24 | 3.51 | 4.31 | |
| RFTInference Setting=Scaffolded2026.06 | 4.81 | — | 4.68 | 4.37 | 3.69 | 4.39 | |
| ParaBridgeInference Setting=Scaffold-free2026.06 | 4.39 | — | 3.89 | 3.92 | 3.46 | 3.92 | |
| RFTInference Setting=Scaffold-free2026.06 | 4.34 | — | 3.83 | 3.84 | 3.21 | 3.8 | |
| GRPOInference Setting=Scaffold-free2026.06 | 4.03 | — | 3.2 | 3.23 | 2.66 | 3.28 | |
| BaselineInference Setting=Scaffold-free2026.06 | 4.01 | — | 3.18 | 3.23 | 2.64 | 3.27 |