Automatic Diagnosis on Muzhi
75Disease AccuracyCoAD*
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoAD*limited turns=202023.07 | 75 | 83 | 0.79 | 13.4 | |
| CoADMax Turns=152023.07 | 75 | 80 | 0.77 | 13.6 | |
| Diaformerlimited turns=202023.07 | 74 | 75 | 0.75 | 15.3 | |
| PPOMax Turns=152023.07 | 74 | 24 | 0.37 | 4 | |
| DiaformerMax Turns=152023.07 | 74 | 73 | 0.69 | 13.8 | |
| BERT fulllimited turns=202023.07 | 73 | — | — | — | |
| DiaformerMax Turns=102023.07 | 73 | 66 | 0.69 | 9.8 | |
| CoAD_w/o sMax Turns=102023.07 | 73 | 70 | 0.71 | 9.5 | |
| CoADMax Turns=102023.07 | 73 | 70 | 0.71 | 9.4 | |
| PPOlimited turns=202023.07 | 72 | 23 | 0.35 | 4.5 | |
| GPT-2 dislimited turns=202023.07 | 72 | 74 | 0.73 | 17.6 | |
| CoAD w/o dlimited turns=202023.07 | 72 | 83 | 0.77 | 16.2 | |
| PPOMax Turns=52023.07 | 72 | 18 | 0.29 | 2.1 | |
| DiaformerMax Turns=52023.07 | 72 | 47 | 0.57 | 5 | |
| CoADMax Turns=52023.07 | 72 | 53 | 0.61 | 4.8 | |
| CoAD_w/o dMax Turns=152023.07 | 72 | 80 | 0.76 | 14.3 | |
| GPT-2disMax Turns=102023.07 | 71 | 70 | 0.7 | 9.7 | |
| CoAD_w/o dMax Turns=102023.07 | 71 | 71 | 0.71 | 9.6 | |
| CoAD_w/o sMax Turns=152023.07 | 71 | 80 | 0.75 | 14.6 | |
| CoAD w/o slimited turns=202023.07 | 70 | 81 | 0.75 | 15.2 | |
| GPT-2disMax Turns=52023.07 | 70 | 51 | 0.6 | 5 | |
| CoAD_w/o dMax Turns=52023.07 | 70 | 52 | 0.6 | 5 | |
| CoAD_w/o sMax Turns=52023.07 | 70 | 51 | 0.59 | 5 | |
| H-DQN+Max Turns=102023.07 | 70 | 27 | 0.39 | 3.3 | |
| H-DQN+Max Turns=152023.07 | 70 | 27 | 0.39 | 3.4 | |
| DQN+limited turns=202023.07 | 69 | 30 | 0.42 | 3.1 | |
| H-DQN+limited turns=202023.07 | 69 | 28 | 0.4 | 3.5 | |
| H-DQN+Max Turns=52023.07 | 68 | 29 | 0.4 | 2.9 | |
| DQN+Max Turns=102023.07 | 68 | 30 | 0.41 | 3 | |
| PPOMax Turns=102023.07 | 68 | 20 | 0.31 | 2.4 | |
| DQN+Max Turns=152023.07 | 68 | 30 | 0.41 | 3 | |
| GPT-2disMax Turns=152023.07 | 68 | 76 | 0.72 | 14.8 | |
| DQN+Max Turns=52023.07 | 64 | 29 | 0.4 | 2.9 |