Goal-oriented Dialogue on Restaurant
83.38Success RateDyBBT-8B
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DyBBT-8BEpoch=5002025.09 | 83.38 | 36.74 | 14.86 | |
| DyBBT-4BEpoch=5002025.09 | 80.55 | 35.49 | 15.37 | |
| DyBBT-8BEpoch=2502025.09 | 79.54 | 35.05 | 15.81 | |
| EIERLEpochs=5002025.06 | 79.35 | 34.99 | 16.07 | |
| EIERLEpoch=5002025.09 | 79.35 | 34.99 | 16.07 | |
| DyBBT-1.7BEpoch=5002025.09 | 77.71 | 34.24 | 15.85 | |
| DyBBT-4BEpoch=2502025.09 | 74.86 | 32.98 | 16.78 | |
| DyBBT-0.6BEpoch=5002025.09 | 74.85 | 33.08 | 16.52 | |
| DyBBT-1.7BEpoch=2502025.09 | 70.14 | 30.9 | 17.25 | |
| EIERLEpochs=2502025.06 | 69.75 | 24.79 | 17.98 | |
| EIERLEpoch=2502025.09 | 69.75 | 24.79 | 17.98 | |
| DyBBT-0.6BEpoch=2502025.09 | 65.44 | 28.83 | 17.86 | |
| DyBBT-8BEpoch=502025.09 | 60.7 | 26.74 | 18.69 | |
| DQN_EPSILON_0.05Epochs=5002025.06 | 58.17 | 12.79 | 21.12 | |
| DQN_ϵ_0.05Epoch=5002025.09 | 57.17 | 12.79 | 21.12 | |
| DQN_ϵ_0.05Epoch=2502025.09 | 57.12 | 12.3 | 20.21 | |
| DQN_EPSILON_0.0Epochs=5002025.06 | 56.71 | 11.63 | 23.22 | |
| DQN_ϵ_0.0Epoch=5002025.09 | 56.71 | 11.63 | 23.22 | |
| DyBBT-4BEpoch=502025.09 | 56.03 | 24.68 | 19.67 | |
| DyBBT-1.7BEpoch=502025.09 | 51.32 | 22.59 | 20.71 | |
| DQN_ϵ_0.0Epoch=2502025.09 | 49.07 | 4.1 | 22.13 | |
| DyBBT-0.6BEpoch=502025.09 | 46.73 | 20.5 | 21.67 | |
| LLM_DPEpochs=5002025.06 | 38.96 | -5.96 | 29.16 | |
| LLM_DPEpoch=502025.09 | 38.96 | -5.96 | 20.16 | |
| LLM_DPEpoch=2502025.09 | 38.96 | -5.96 | 29.16 | |
| LLM_DPEpoch=5002025.09 | 38.96 | -5.96 | 29.16 | |
| NOISY_DQNEpochs=5002025.06 | 29.88 | -15.2 | 26.18 | |
| NOISY_DQNEpoch=5002025.09 | 29.88 | -15.2 | 26.18 | |
| NOISY_DQNEpoch=2502025.09 | 16.69 | -28.25 | 28.55 | |
| DQN_ϵ_0.05Epoch=502025.09 | 7.26 | -36.28 | 27.63 | |
| DQN_ϵ_0.0Epoch=502025.09 | 6.95 | -36.57 | 27.66 | |
| EIERLEpoch=502025.09 | 1.81 | -41.09 | 27.44 | |
| ICM_DQNEpochs=5002025.06 | 0.82 | -32.88 | 9.25 | |
| NOISY_DQNEpoch=502025.09 | 0 | -43.92 | 29.84 |