Goal-oriented Dialogue on Movie
89.52Success RateDyBBT-8B
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DyBBT-8BEpoch=5002025.09 | 89.52 | 57.64 | 15.13 | |
| DyBBT-4BEpoch=5002025.09 | 86.47 | 55.71 | 15.64 | |
| EIERLEpochs=5002025.06 | 85.52 | 55.29 | 16.66 | |
| EIERLEpoch=5002025.09 | 85.52 | 55.29 | 16.66 | |
| DyBBT-8BEpoch=2502025.09 | 85.39 | 55.06 | 16.18 | |
| DyBBT-1.7BEpoch=5002025.09 | 83.42 | 53.77 | 16.12 | |
| DyBBT-4BEpoch=2502025.09 | 80.35 | 51.83 | 17.15 | |
| DyBBT-0.6BEpoch=5002025.09 | 80.34 | 51.82 | 16.79 | |
| EIERLEpochs=2502025.06 | 80.33 | 48.21 | 18.36 | |
| EIERLEpoch=2502025.09 | 80.33 | 48.21 | 18.36 | |
| DQN_EPSILON_0.05Epochs=5002025.06 | 76.68 | 43.42 | 19.21 | |
| DQN_ϵ_0.05Epoch=5002025.09 | 76.68 | 43.42 | 19.21 | |
| DyBBT-1.7BEpoch=2502025.09 | 75.28 | 48.59 | 17.63 | |
| NOISY_DQNEpochs=5002025.06 | 72.8 | 39.38 | 20.16 | |
| NOISY_DQNEpoch=5002025.09 | 72.8 | 39.38 | 20.16 | |
| NOISY_DQNEpochs=2502025.06 | 71.41 | 36.68 | 20.04 | |
| NOISY_DQNEpoch=2502025.09 | 71.41 | 36.68 | 20.04 | |
| DyBBT-0.6BEpoch=2502025.09 | 70.23 | 45.37 | 18.24 | |
| DQN_EPSILON_0.05Epochs=2502025.06 | 67.95 | 31.84 | 21.39 | |
| DQN_ϵ_0.05Epoch=2502025.09 | 67.95 | 31.84 | 21.39 | |
| DyBBT-8BEpoch=502025.09 | 65.24 | 42.14 | 19.17 | |
| DyBBT-4BEpoch=502025.09 | 60.21 | 38.91 | 20.14 | |
| DQN_EPSILON_0.0Epochs=5002025.06 | 55.53 | 14.95 | 25.37 | |
| DQN_ϵ_0.0Epoch=5002025.09 | 55.53 | 14.95 | 25.37 | |
| DyBBT-1.7BEpoch=502025.09 | 55.15 | 35.68 | 21.18 | |
| DQN_EPSILON_0.0Epochs=2502025.06 | 54.03 | 12.99 | 25.7 | |
| DQN_ϵ_0.0Epoch=2502025.09 | 54.03 | 12.99 | 25.7 | |
| ICM_DQNEpochs=5002025.06 | 53.11 | 12.49 | 24.47 | |
| ICM_DQNEpochs=2502025.06 | 51.66 | 10.37 | 25.23 | |
| DyBBT-0.6BEpoch=502025.09 | 50.12 | 32.45 | 22.13 | |
| LLM_DPEpochs=502025.06 | 41.56 | -3.09 | 27.34 | |
| LLM_DPEpoch=502025.09 | 41.56 | -3.09 | 27.34 | |
| LLM_DPEpoch=2502025.09 | 41.56 | -3.09 | 27.34 | |
| LLM_DPEpoch=5002025.09 | 41.56 | -3.09 | 27.34 | |
| NOISY_DQNEpochs=502025.06 | 41.37 | -4.73 | 30.75 | |
| NOISY_DQNEpoch=502025.09 | 41.37 | -4.73 | 30.75 | |
| DQN_EPSILON_0.0Epochs=502025.06 | 35.05 | -13 | 32.11 | |
| DQN_ϵ_0.0Epoch=502025.09 | 35.05 | -13 | 32.11 | |
| DQN_EPSILON_0.05Epochs=502025.06 | 30.93 | -18.61 | 33.44 | |
| DQN_ϵ_0.05Epoch=502025.09 | 30.93 | -18.61 | 33.44 | |
| LLM_DP_NLGEpochs=502025.06 | 25.64 | -24.98 | 30.96 | |
| EIERLEpochs=502025.06 | 23.72 | -27.53 | 34.01 | |
| EIERLEpoch=502025.09 | 23.72 | -27.53 | 34.01 | |
| ICM_DQNEpochs=502025.06 | 14.75 | -37.81 | 33 |