Results of open classification with different known intent ratios (KIR, 0.25, 0.5, 0.75), and labeled ratios (LR, 0.2, 0.4, 0.6, 0.8, 1.0) on BANKING, OOS and StackOverflow datasets. “Open” and “Known” denote the macro f1-score over open class and known classes respectively.
| dataset | method | KIR | LR | Known | Open | F1 | Acc |
|---|---|---|---|---|---|---|---|
| banking | (K+1)-way | 0.25 | 0.2 | 63.47 | 87.46 | 64.67 | 81.01 |
| banking | (K+1)-way | 0.25 | 0.4 | 67.77 | 86.3 | 68.7 | 80.2 |
| banking | (K+1)-way | 0.25 | 0.6 | 68.61 | 84.68 | 69.41 | 78.61 |
| banking | (K+1)-way | 0.25 | 0.8 | 68.46 | 84.0 | 69.23 | 78.0 |
| banking | (K+1)-way | 0.25 | 1.0 | 67.7 | 82.66 | 68.44 | 76.66 |
| banking | (K+1)-way | 0.5 | 0.2 | 68.33 | 76.34 | 68.54 | 72.66 |
| banking | (K+1)-way | 0.5 | 0.4 | 75.91 | 76.74 | 75.93 | 75.77 |
| banking | (K+1)-way | 0.5 | 0.6 | 77.55 | 75.77 | 77.51 | 75.99 |
| banking | (K+1)-way | 0.5 | 0.8 | 77.78 | 74.61 | 77.7 | 75.54 |
| banking | (K+1)-way | 0.5 | 1.0 | 77.97 | 72.58 | 77.83 | 74.65 |
| banking | (K+1)-way | 0.75 | 0.2 | 73.53 | 58.1 | 73.27 | 68.96 |
| banking | (K+1)-way | 0.75 | 0.4 | 81.6 | 62.18 | 81.27 | 76.37 |
| banking | (K+1)-way | 0.75 | 0.6 | 83.52 | 62.42 | 83.17 | 78.1 |
| banking | (K+1)-way | 0.75 | 0.8 | 84.57 | 62.11 | 84.19 | 79.03 |
| banking | (K+1)-way | 0.75 | 1.0 | 85.14 | 59.89 | 84.71 | 79.18 |
| banking | ADB | 0.25 | 0.2 | 64.0 | 82.87 | 64.94 | 75.86 |
| banking | ADB | 0.25 | 0.4 | 67.42 | 83.68 | 68.24 | 77.32 |
| banking | ADB | 0.25 | 0.6 | 68.19 | 83.51 | 68.95 | 77.32 |
| banking | ADB | 0.25 | 0.8 | 69.23 | 84.05 | 69.97 | 78.04 |
| banking | ADB | 0.25 | 1.0 | 70.92 | 85.05 | 71.63 | 79.33 |
| banking | ADB | 0.5 | 0.2 | 72.87 | 74.69 | 72.91 | 73.11 |
| banking | ADB | 0.5 | 0.4 | 78.17 | 77.12 | 78.14 | 76.84 |
| banking | ADB | 0.5 | 0.6 | 80.15 | 78.54 | 80.11 | 78.54 |
| banking | ADB | 0.5 | 0.8 | 80.87 | 78.9 | 80.82 | 79.07 |
| banking | ADB | 0.5 | 1.0 | 81.39 | 79.43 | 81.34 | 79.61 |
| banking | ADB | 0.75 | 0.2 | 77.87 | 58.9 | 77.55 | 72.7 |
| banking | ADB | 0.75 | 0.4 | 82.21 | 61.78 | 81.86 | 76.77 |
| banking | ADB | 0.75 | 0.6 | 84.62 | 64.49 | 84.28 | 79.24 |
| banking | ADB | 0.75 | 0.8 | 85.62 | 65.96 | 85.29 | 80.41 |
| banking | ADB | 0.75 | 1.0 | 86.44 | 67.34 | 86.11 | 81.39 |
| banking | ARPL | 0.25 | 0.2 | 0.22 | 85.94 | 4.5 | 75.35 |
| banking | ARPL | 0.25 | 0.4 | 4.73 | 85.93 | 8.79 | 75.56 |
| banking | ARPL | 0.25 | 0.6 | 30.17 | 86.92 | 33.01 | 78.42 |
| banking | ARPL | 0.25 | 0.8 | 55.1 | 85.82 | 56.64 | 78.68 |
| banking | ARPL | 0.25 | 1.0 | 62.99 | 83.39 | 64.01 | 76.8 |
| banking | ARPL | 0.5 | 0.2 | 0.33 | 67.26 | 2.04 | 50.72 |
| banking | ARPL | 0.5 | 0.4 | 26.08 | 70.4 | 27.21 | 58.81 |
| banking | ARPL | 0.5 | 0.6 | 70.8 | 77.55 | 70.97 | 75.32 |
| banking | ARPL | 0.5 | 0.8 | 76.68 | 75.77 | 76.66 | 75.9 |
| banking | ARPL | 0.5 | 1.0 | 77.93 | 71.79 | 77.77 | 74.11 |
| banking | ARPL | 0.75 | 0.2 | 1.1 | 39.71 | 1.75 | 25.21 |
| banking | ARPL | 0.75 | 0.4 | 52.99 | 50.6 | 52.95 | 55.5 |
| banking | ARPL | 0.75 | 0.6 | 81.82 | 62.75 | 81.5 | 77.08 |
| banking | ARPL | 0.75 | 0.8 | 84.63 | 62.32 | 84.25 | 79.1 |
| banking | ARPL | 0.75 | 1.0 | 85.58 | 61.26 | 85.16 | 79.6 |
| banking | DA-ADB | 0.25 | 0.2 | 66.55 | 87.71 | 67.61 | 81.55 |
| banking | DA-ADB | 0.25 | 0.4 | 71.1 | 87.43 | 71.92 | 81.83 |
| banking | DA-ADB | 0.25 | 0.6 | 71.95 | 87.18 | 72.71 | 81.66 |
| banking | DA-ADB | 0.25 | 0.8 | 73.29 | 86.96 | 73.98 | 81.62 |
| banking | DA-ADB | 0.25 | 1.0 | 73.05 | 86.57 | 73.73 | 81.19 |
| banking | DA-ADB | 0.5 | 0.2 | 70.52 | 78.39 | 70.72 | 74.94 |
| banking | DA-ADB | 0.5 | 0.4 | 78.42 | 80.8 | 78.48 | 79.25 |
| banking | DA-ADB | 0.5 | 0.6 | 80.65 | 81.55 | 80.67 | 80.56 |
| banking | DA-ADB | 0.5 | 0.8 | 81.72 | 81.85 | 81.72 | 81.14 |
| banking | DA-ADB | 0.5 | 1.0 | 82.54 | 81.93 | 82.53 | 81.51 |
| banking | DA-ADB | 0.75 | 0.2 | 72.16 | 58.84 | 71.93 | 68.27 |
| banking | DA-ADB | 0.75 | 0.4 | 80.08 | 64.21 | 79.81 | 75.33 |
| banking | DA-ADB | 0.75 | 0.6 | 83.19 | 66.84 | 82.91 | 78.36 |
| banking | DA-ADB | 0.75 | 0.8 | 84.68 | 68.14 | 84.4 | 79.84 |
| banking | DA-ADB | 0.75 | 1.0 | 85.93 | 69.37 | 85.65 | 81.12 |
| banking | DOC | 0.25 | 0.2 | 11.7 | 77.82 | 15.01 | 69.2 |
| banking | DOC | 0.25 | 0.4 | 62.13 | 83.56 | 63.21 | 76.54 |
| banking | DOC | 0.25 | 0.6 | 64.64 | 80.12 | 65.41 | 73.37 |
| banking | DOC | 0.25 | 0.8 | 65.89 | 78.4 | 66.52 | 71.95 |
| banking | DOC | 0.25 | 1.0 | 65.16 | 76.64 | 65.74 | 70.31 |
| banking | DOC | 0.5 | 0.2 | 0.39 | 55.18 | 1.8 | 40.74 |
| banking | DOC | 0.5 | 0.4 | 52.42 | 67.69 | 52.81 | 62.89 |
| banking | DOC | 0.5 | 0.6 | 71.67 | 75.9 | 71.78 | 74.18 |
| banking | DOC | 0.5 | 0.8 | 76.1 | 74.72 | 76.07 | 74.87 |
| banking | DOC | 0.5 | 1.0 | 78.38 | 72.66 | 78.24 | 74.6 |
| banking | DOC | 0.75 | 0.2 | 0.12 | 23.95 | 0.53 | 15.4 |
| banking | DOC | 0.75 | 0.4 | 29.28 | 40.69 | 29.47 | 38.0 |
| banking | DOC | 0.75 | 0.6 | 72.6 | 58.28 | 72.36 | 69.48 |
| banking | DOC | 0.75 | 0.8 | 80.07 | 62.37 | 79.77 | 75.75 |
| banking | DOC | 0.75 | 1.0 | 84.14 | 63.51 | 83.79 | 78.94 |
| banking | DeepUnk | 0.25 | 0.2 | 52.93 | 65.27 | 53.55 | 58.32 |
| banking | DeepUnk | 0.25 | 0.4 | 62.24 | 75.55 | 62.9 | 68.66 |
| banking | DeepUnk | 0.25 | 0.6 | 65.44 | 79.04 | 66.12 | 72.71 |
| banking | DeepUnk | 0.25 | 0.8 | 65.01 | 77.12 | 65.62 | 70.82 |
| banking | DeepUnk | 0.25 | 1.0 | 64.97 | 76.98 | 65.57 | 70.68 |
| banking | DeepUnk | 0.5 | 0.2 | 64.36 | 59.23 | 64.23 | 61.64 |
| banking | DeepUnk | 0.5 | 0.4 | 72.02 | 65.51 | 71.85 | 68.04 |
| banking | DeepUnk | 0.5 | 0.6 | 73.33 | 65.8 | 73.14 | 68.87 |
| banking | DeepUnk | 0.5 | 0.8 | 74.7 | 66.11 | 74.48 | 69.74 |
| banking | DeepUnk | 0.5 | 1.0 | 75.61 | 67.8 | 75.41 | 71.01 |
| banking | DeepUnk | 0.75 | 0.2 | 68.8 | 43.61 | 68.37 | 64.46 |
| banking | DeepUnk | 0.75 | 0.4 | 76.43 | 48.21 | 75.95 | 70.45 |
| banking | DeepUnk | 0.75 | 0.6 | 79.87 | 49.74 | 79.36 | 73.16 |
| banking | DeepUnk | 0.75 | 0.8 | 80.86 | 50.23 | 80.34 | 74.07 |
| banking | DeepUnk | 0.75 | 1.0 | 81.65 | 50.57 | 81.12 | 74.73 |
| banking | KNNCL | 0.25 | 0.2 | 41.22 | 53.93 | 41.86 | 47.06 |
| banking | KNNCL | 0.25 | 0.4 | 62.14 | 79.69 | 63.02 | 72.38 |
| banking | KNNCL | 0.25 | 0.6 | 65.75 | 81.77 | 66.55 | 75.1 |
| banking | KNNCL | 0.25 | 0.8 | 66.66 | 81.62 | 67.41 | 75.19 |
| banking | KNNCL | 0.25 | 1.0 | 65.54 | 79.34 | 66.23 | 73.01 |
| banking | KNNCL | 0.5 | 0.2 | 48.52 | 44.93 | 48.43 | 47.81 |
| banking | KNNCL | 0.5 | 0.4 | 66.23 | 60.43 | 66.08 | 62.92 |
| banking | KNNCL | 0.5 | 0.6 | 71.57 | 64.19 | 71.38 | 67.21 |
| banking | KNNCL | 0.5 | 0.8 | 74.32 | 66.61 | 74.12 | 69.65 |
| banking | KNNCL | 0.5 | 1.0 | 75.16 | 67.21 | 74.96 | 70.41 |
| banking | KNNCL | 0.75 | 0.2 | 49.99 | 29.95 | 49.58 | 49.08 |
| banking | KNNCL | 0.75 | 0.4 | 69.16 | 42.99 | 68.72 | 64.44 |
| banking | KNNCL | 0.75 | 0.6 | 76.22 | 47.56 | 75.74 | 70.12 |
| banking | KNNCL | 0.75 | 0.8 | 79.63 | 49.93 | 79.13 | 72.92 |
| banking | KNNCL | 0.75 | 1.0 | 81.76 | 51.42 | 81.25 | 74.78 |
| banking | LOF | 0.25 | 0.2 | 54.11 | 64.83 | 54.65 | 58.5 |
| banking | LOF | 0.25 | 0.4 | 61.21 | 72.81 | 61.79 | 66.38 |
| banking | LOF | 0.25 | 0.6 | 61.66 | 72.19 | 62.18 | 66.04 |
| banking | LOF | 0.25 | 0.8 | 60.64 | 70.02 | 61.11 | 64.04 |
| banking | LOF | 0.25 | 1.0 | 62.89 | 72.64 | 63.38 | 66.73 |
| banking | LOF | 0.5 | 0.2 | 68.13 | 60.62 | 67.94 | 64.03 |
| banking | LOF | 0.5 | 0.4 | 75.65 | 70.25 | 75.51 | 72.03 |
| banking | LOF | 0.5 | 0.6 | 76.46 | 69.38 | 76.28 | 72.08 |
| banking | LOF | 0.5 | 0.8 | 76.51 | 67.71 | 76.29 | 71.44 |
| banking | LOF | 0.5 | 1.0 | 76.51 | 66.81 | 76.26 | 71.13 |
| banking | LOF | 0.75 | 0.2 | 75.53 | 48.45 | 75.07 | 69.34 |
| banking | LOF | 0.75 | 0.4 | 80.91 | 51.7 | 80.41 | 74.07 |
| banking | LOF | 0.75 | 0.6 | 82.89 | 53.94 | 82.4 | 76.01 |
| banking | LOF | 0.75 | 0.8 | 83.67 | 54.55 | 83.18 | 76.87 |
| banking | LOF | 0.75 | 1.0 | 84.15 | 54.19 | 83.64 | 77.21 |
| banking | MDF | 0.25 | 0.2 | 0.1 | 85.93 | 4.39 | 75.33 |
| banking | MDF | 0.25 | 0.4 | 0.13 | 85.93 | 4.42 | 75.34 |
| banking | MDF | 0.25 | 0.6 | 11.81 | 86.56 | 15.55 | 76.66 |
| banking | MDF | 0.25 | 0.8 | 32.6 | 86.86 | 35.32 | 77.97 |
| banking | MDF | 0.25 | 1.0 | 44.8 | 85.7 | 46.85 | 77.17 |
| banking | MDF | 0.5 | 0.2 | 0.04 | 67.25 | 1.76 | 50.66 |
| banking | MDF | 0.5 | 0.4 | 31.98 | 69.11 | 32.93 | 57.6 |
| banking | MDF | 0.5 | 0.6 | 53.43 | 66.09 | 53.75 | 60.55 |
| banking | MDF | 0.5 | 0.8 | 61.02 | 61.79 | 61.04 | 60.72 |
| banking | MDF | 0.5 | 1.0 | 64.27 | 57.72 | 64.1 | 60.18 |
| banking | MDF | 0.75 | 0.2 | 7.52 | 40.33 | 8.07 | 27.54 |
| banking | MDF | 0.75 | 0.4 | 56.93 | 41.39 | 56.67 | 51.19 |
| banking | MDF | 0.75 | 0.6 | 69.58 | 39.14 | 69.06 | 60.16 |
| banking | MDF | 0.75 | 0.8 | 73.74 | 35.86 | 73.09 | 63.33 |
| banking | MDF | 0.75 | 1.0 | 75.47 | 33.43 | 74.76 | 64.59 |
| banking | MSP | 0.25 | 0.2 | 51.82 | 54.5 | 51.95 | 50.69 |
| banking | MSP | 0.25 | 0.4 | 51.83 | 47.51 | 51.61 | 46.68 |
| banking | MSP | 0.25 | 0.6 | 51.15 | 43.81 | 50.78 | 44.59 |
| banking | MSP | 0.25 | 0.8 | 51.64 | 44.17 | 51.27 | 44.92 |
| banking | MSP | 0.25 | 1.0 | 50.47 | 39.42 | 49.92 | 42.19 |
| banking | MSP | 0.5 | 0.2 | 71.16 | 63.69 | 70.97 | 67.02 |
| banking | MSP | 0.5 | 0.4 | 73.16 | 54.83 | 72.69 | 64.37 |
| banking | MSP | 0.5 | 0.6 | 73.39 | 51.82 | 72.83 | 63.55 |
| banking | MSP | 0.5 | 0.8 | 72.97 | 46.47 | 72.29 | 61.6 |
| banking | MSP | 0.5 | 1.0 | 73.2 | 46.29 | 72.51 | 61.67 |
| banking | MSP | 0.75 | 0.2 | 78.32 | 55.78 | 77.94 | 72.92 |
| banking | MSP | 0.75 | 0.4 | 83.27 | 53.99 | 82.77 | 76.57 |
| banking | MSP | 0.75 | 0.6 | 84.28 | 49.97 | 83.7 | 76.93 |
| banking | MSP | 0.75 | 0.8 | 84.75 | 48.71 | 84.14 | 77.22 |
| banking | MSP | 0.75 | 1.0 | 84.99 | 46.05 | 84.33 | 77.08 |
| banking | OpenMax | 0.25 | 0.2 | 59.71 | 82.37 | 60.84 | 74.88 |
| banking | OpenMax | 0.25 | 0.4 | 60.03 | 67.83 | 60.42 | 61.92 |
| banking | OpenMax | 0.25 | 0.6 | 56.52 | 58.37 | 56.61 | 54.53 |
| banking | OpenMax | 0.25 | 0.8 | 55.89 | 56.75 | 55.94 | 53.44 |
| banking | OpenMax | 0.25 | 1.0 | 53.42 | 48.52 | 53.18 | 47.76 |
| banking | OpenMax | 0.5 | 0.2 | 52.81 | 74.9 | 53.38 | 68.61 |
| banking | OpenMax | 0.5 | 0.4 | 74.05 | 70.14 | 73.95 | 71.61 |
| banking | OpenMax | 0.5 | 0.6 | 74.7 | 63.9 | 74.42 | 69.03 |
| banking | OpenMax | 0.5 | 0.8 | 74.94 | 56.44 | 74.46 | 66.0 |
| banking | OpenMax | 0.5 | 1.0 | 75.16 | 55.03 | 74.64 | 65.53 |
| banking | OpenMax | 0.75 | 0.2 | 26.53 | 44.19 | 26.83 | 38.92 |
| banking | OpenMax | 0.75 | 0.4 | 74.78 | 58.85 | 74.51 | 71.67 |
| banking | OpenMax | 0.75 | 0.6 | 82.56 | 58.18 | 82.15 | 76.92 |
| banking | OpenMax | 0.75 | 0.8 | 84.14 | 55.08 | 83.65 | 77.57 |
| banking | OpenMax | 0.75 | 1.0 | 85.5 | 53.02 | 84.95 | 78.32 |
| banking | SEG | 0.25 | 0.2 | 31.32 | 33.31 | 31.42 | 30.75 |
| banking | SEG | 0.25 | 0.4 | 47.22 | 56.14 | 47.66 | 50.08 |
| banking | SEG | 0.25 | 0.6 | 51.1 | 57.09 | 51.4 | 52.01 |
| banking | SEG | 0.25 | 0.8 | 50.97 | 54.13 | 51.12 | 50.26 |
| banking | SEG | 0.25 | 1.0 | 51.48 | 51.58 | 51.49 | 48.73 |
| banking | SEG | 0.5 | 0.2 | 39.47 | 24.85 | 39.09 | 35.44 |
| banking | SEG | 0.5 | 0.4 | 53.85 | 38.13 | 53.45 | 48.05 |
| banking | SEG | 0.5 | 0.6 | 58.91 | 41.73 | 58.47 | 52.07 |
| banking | SEG | 0.5 | 0.8 | 62.26 | 43.9 | 61.79 | 54.53 |
| banking | SEG | 0.5 | 1.0 | 63.85 | 43.03 | 63.32 | 55.11 |
| banking | SEG | 0.75 | 0.2 | 41.77 | 19.57 | 41.4 | 40.03 |
| banking | SEG | 0.75 | 0.4 | 57.27 | 30.43 | 56.82 | 54.39 |
| banking | SEG | 0.75 | 0.6 | 64.67 | 35.01 | 64.16 | 60.51 |
| banking | SEG | 0.75 | 0.8 | 67.69 | 38.04 | 67.19 | 63.18 |
| banking | SEG | 0.75 | 1.0 | 70.1 | 37.22 | 69.54 | 64.65 |
| oos | (K+1)-way | 0.25 | 0.2 | 71.52 | 92.92 | 72.07 | 88.5 |
| oos | (K+1)-way | 0.25 | 0.4 | 76.08 | 93.06 | 76.52 | 89.01 |
| oos | (K+1)-way | 0.25 | 0.6 | 76.11 | 92.18 | 76.52 | 87.9 |
| oos | (K+1)-way | 0.25 | 0.8 | 75.57 | 91.71 | 75.98 | 87.26 |
| oos | (K+1)-way | 0.25 | 1.0 | 74.02 | 90.27 | 74.43 | 85.36 |
| oos | (K+1)-way | 0.5 | 0.2 | 76.5 | 86.73 | 76.63 | 82.8 |
| oos | (K+1)-way | 0.5 | 0.4 | 80.8 | 87.05 | 80.88 | 84.1 |
| oos | (K+1)-way | 0.5 | 0.6 | 81.72 | 86.05 | 81.78 | 83.55 |
| oos | (K+1)-way | 0.5 | 0.8 | 81.43 | 84.48 | 81.47 | 82.3 |
| oos | (K+1)-way | 0.5 | 1.0 | 81.52 | 84.25 | 81.56 | 82.19 |
| oos | (K+1)-way | 0.75 | 0.2 | 79.53 | 79.59 | 79.53 | 79.79 |
| oos | (K+1)-way | 0.75 | 0.4 | 85.0 | 81.79 | 84.97 | 83.48 |
| oos | (K+1)-way | 0.75 | 0.6 | 86.43 | 82.15 | 86.39 | 84.41 |
| oos | (K+1)-way | 0.75 | 0.8 | 86.8 | 81.31 | 86.75 | 84.24 |
| oos | (K+1)-way | 0.75 | 1.0 | 86.72 | 79.59 | 86.66 | 83.51 |
| oos | ADB | 0.25 | 0.2 | 72.18 | 90.32 | 72.65 | 85.16 |
| oos | ADB | 0.25 | 0.4 | 75.49 | 91.45 | 75.9 | 86.93 |
| oos | ADB | 0.25 | 0.6 | 75.99 | 91.63 | 76.4 | 87.19 |
| oos | ADB | 0.25 | 0.8 | 76.96 | 92.06 | 77.35 | 87.82 |
| oos | ADB | 0.25 | 1.0 | 77.85 | 92.36 | 78.23 | 88.3 |
| oos | ADB | 0.5 | 0.2 | 79.5 | 85.34 | 79.58 | 82.23 |
| oos | ADB | 0.5 | 0.4 | 82.35 | 86.75 | 82.41 | 84.23 |
| oos | ADB | 0.5 | 0.6 | 83.56 | 87.36 | 83.61 | 85.06 |
| oos | ADB | 0.5 | 0.8 | 84.03 | 87.65 | 84.07 | 85.44 |
| oos | ADB | 0.5 | 1.0 | 85.12 | 88.6 | 85.16 | 86.54 |
| oos | ADB | 0.75 | 0.2 | 84.15 | 81.19 | 84.12 | 82.69 |
| oos | ADB | 0.75 | 0.4 | 86.64 | 82.62 | 86.61 | 84.7 |
| oos | ADB | 0.75 | 0.6 | 87.74 | 83.64 | 87.71 | 85.76 |
| oos | ADB | 0.75 | 0.8 | 88.45 | 84.33 | 88.41 | 86.46 |
| oos | ADB | 0.75 | 1.0 | 88.97 | 84.85 | 88.94 | 86.99 |
| oos | ARPL | 0.25 | 0.2 | 0.02 | 88.89 | 2.3 | 80.0 |
| oos | ARPL | 0.25 | 0.4 | 14.09 | 89.73 | 16.03 | 81.79 |
| oos | ARPL | 0.25 | 0.6 | 63.12 | 92.4 | 63.87 | 87.61 |
| oos | ARPL | 0.25 | 0.8 | 72.24 | 90.66 | 72.71 | 85.8 |
| oos | ARPL | 0.25 | 1.0 | 73.01 | 89.63 | 73.44 | 84.51 |
| oos | ARPL | 0.5 | 0.2 | 0.57 | 75.47 | 1.55 | 60.66 |
| oos | ARPL | 0.5 | 0.4 | 67.9 | 85.83 | 68.14 | 81.02 |
| oos | ARPL | 0.5 | 0.6 | 82.25 | 85.58 | 82.29 | 83.38 |
| oos | ARPL | 0.5 | 0.8 | 82.07 | 84.2 | 82.09 | 82.34 |
| oos | ARPL | 0.5 | 1.0 | 80.87 | 81.81 | 80.88 | 80.36 |
| oos | ARPL | 0.75 | 0.2 | 5.05 | 59.03 | 5.53 | 43.08 |
| oos | ARPL | 0.75 | 0.4 | 80.78 | 80.74 | 80.78 | 81.54 |
| oos | ARPL | 0.75 | 0.6 | 87.25 | 80.82 | 87.19 | 84.27 |
| oos | ARPL | 0.75 | 0.8 | 86.84 | 77.93 | 86.77 | 82.89 |
| oos | ARPL | 0.75 | 1.0 | 86.1 | 74.67 | 86.0 | 81.29 |
| oos | DA-ADB | 0.25 | 0.2 | 75.16 | 93.56 | 75.64 | 89.63 |
| oos | DA-ADB | 0.25 | 0.4 | 78.03 | 93.39 | 78.43 | 89.6 |
| oos | DA-ADB | 0.25 | 0.6 | 78.63 | 93.31 | 79.01 | 89.56 |
| oos | DA-ADB | 0.25 | 0.8 | 79.1 | 93.19 | 79.47 | 89.43 |
| oos | DA-ADB | 0.25 | 1.0 | 79.57 | 93.2 | 79.92 | 89.48 |
| oos | DA-ADB | 0.5 | 0.2 | 77.55 | 88.13 | 77.69 | 84.42 |
| oos | DA-ADB | 0.5 | 0.4 | 82.51 | 89.36 | 82.6 | 86.56 |
| oos | DA-ADB | 0.5 | 0.6 | 84.1 | 89.75 | 84.18 | 87.27 |
| oos | DA-ADB | 0.5 | 0.8 | 85.08 | 90.05 | 85.15 | 87.76 |
| oos | DA-ADB | 0.5 | 1.0 | 85.58 | 90.1 | 85.64 | 87.93 |
| oos | DA-ADB | 0.75 | 0.2 | 78.4 | 80.14 | 78.42 | 79.79 |
| oos | DA-ADB | 0.75 | 0.4 | 83.97 | 83.08 | 83.97 | 83.78 |
| oos | DA-ADB | 0.75 | 0.6 | 86.32 | 84.4 | 86.3 | 85.56 |
| oos | DA-ADB | 0.75 | 0.8 | 87.35 | 85.18 | 87.33 | 86.44 |
| oos | DA-ADB | 0.75 | 1.0 | 88.43 | 86.0 | 88.41 | 87.39 |
| oos | DOC | 0.25 | 0.2 | 2.19 | 69.51 | 3.91 | 61.61 |
| oos | DOC | 0.25 | 0.4 | 70.11 | 92.67 | 70.69 | 88.18 |
| oos | DOC | 0.25 | 0.6 | 74.99 | 91.79 | 75.42 | 87.3 |
| oos | DOC | 0.25 | 0.8 | 75.15 | 91.0 | 75.55 | 86.31 |
| oos | DOC | 0.25 | 1.0 | 75.46 | 90.78 | 75.86 | 86.08 |
| oos | DOC | 0.5 | 0.2 | 0.03 | 67.87 | 0.93 | 54.54 |
| oos | DOC | 0.5 | 0.4 | 40.98 | 80.96 | 41.51 | 71.95 |
| oos | DOC | 0.5 | 0.6 | 80.64 | 88.12 | 80.74 | 85.02 |
| oos | DOC | 0.5 | 0.8 | 83.0 | 87.31 | 83.06 | 84.85 |
| oos | DOC | 0.5 | 1.0 | 83.84 | 87.45 | 83.89 | 85.19 |
| oos | DOC | 0.75 | 0.2 | 0.03 | 45.42 | 0.43 | 31.14 |
| oos | DOC | 0.75 | 0.4 | 10.27 | 48.78 | 10.61 | 37.14 |
| oos | DOC | 0.75 | 0.6 | 78.78 | 79.67 | 78.78 | 79.87 |
| oos | DOC | 0.75 | 0.8 | 86.36 | 83.34 | 86.33 | 84.94 |
| oos | DOC | 0.75 | 1.0 | 87.91 | 83.87 | 87.87 | 85.93 |
| oos | DeepUnk | 0.25 | 0.2 | 55.03 | 69.4 | 55.4 | 60.91 |
| oos | DeepUnk | 0.25 | 0.4 | 76.94 | 92.44 | 77.33 | 88.19 |
| oos | DeepUnk | 0.25 | 0.6 | 77.12 | 92.32 | 77.51 | 88.0 |
| oos | DeepUnk | 0.25 | 0.8 | 77.21 | 92.1 | 77.59 | 87.78 |
| oos | DeepUnk | 0.25 | 1.0 | 76.95 | 91.61 | 77.32 | 87.18 |
| oos | DeepUnk | 0.5 | 0.2 | 68.4 | 69.72 | 68.42 | 67.58 |
| oos | DeepUnk | 0.5 | 0.4 | 80.96 | 86.23 | 81.03 | 83.17 |
| oos | DeepUnk | 0.5 | 0.6 | 82.57 | 87.26 | 82.63 | 84.53 |
| oos | DeepUnk | 0.5 | 0.8 | 82.65 | 86.86 | 82.71 | 84.24 |
| oos | DeepUnk | 0.5 | 1.0 | 83.3 | 87.48 | 83.35 | 84.95 |
| oos | DeepUnk | 0.75 | 0.2 | 74.7 | 67.53 | 74.64 | 71.98 |
| oos | DeepUnk | 0.75 | 0.4 | 83.67 | 80.68 | 83.64 | 82.09 |
| oos | DeepUnk | 0.75 | 0.6 | 85.34 | 82.13 | 85.32 | 83.68 |
| oos | DeepUnk | 0.75 | 0.8 | 86.26 | 82.67 | 86.23 | 84.44 |
| oos | DeepUnk | 0.75 | 1.0 | 86.57 | 82.67 | 86.53 | 84.61 |
| oos | KNNCL | 0.25 | 0.2 | 46.64 | 66.13 | 47.14 | 56.78 |
| oos | KNNCL | 0.25 | 0.4 | 73.44 | 91.73 | 73.91 | 87.02 |
| oos | KNNCL | 0.25 | 0.6 | 77.09 | 92.97 | 77.5 | 88.95 |
| oos | KNNCL | 0.25 | 0.8 | 78.1 | 93.31 | 78.49 | 89.48 |
| oos | KNNCL | 0.25 | 1.0 | 78.85 | 93.56 | 79.23 | 89.87 |
| oos | KNNCL | 0.5 | 0.2 | 57.02 | 63.24 | 57.1 | 59.38 |
| oos | KNNCL | 0.5 | 0.4 | 76.55 | 82.22 | 76.63 | 78.76 |
| oos | KNNCL | 0.5 | 0.6 | 80.34 | 85.36 | 80.41 | 82.44 |
| oos | KNNCL | 0.5 | 0.8 | 82.19 | 87.03 | 82.26 | 84.35 |
| oos | KNNCL | 0.5 | 1.0 | 83.25 | 87.85 | 83.31 | 85.32 |
| oos | KNNCL | 0.75 | 0.2 | 57.48 | 57.97 | 57.48 | 58.87 |
| oos | KNNCL | 0.75 | 0.4 | 78.64 | 74.79 | 78.6 | 76.71 |
| oos | KNNCL | 0.75 | 0.6 | 83.18 | 78.72 | 83.14 | 80.94 |
| oos | KNNCL | 0.75 | 0.8 | 85.26 | 81.04 | 85.22 | 83.17 |
| oos | KNNCL | 0.75 | 1.0 | 86.14 | 82.05 | 86.1 | 84.12 |
| oos | LOF | 0.25 | 0.2 | 52.58 | 65.86 | 52.92 | 57.93 |
| oos | LOF | 0.25 | 0.4 | 76.42 | 92.07 | 76.82 | 87.8 |
| oos | LOF | 0.25 | 0.6 | 75.66 | 91.15 | 76.06 | 86.51 |
| oos | LOF | 0.25 | 0.8 | 76.49 | 91.46 | 76.87 | 86.94 |
| oos | LOF | 0.25 | 1.0 | 77.77 | 91.96 | 78.13 | 87.77 |
| oos | LOF | 0.5 | 0.2 | 70.03 | 69.35 | 70.02 | 68.05 |
| oos | LOF | 0.5 | 0.4 | 81.44 | 86.5 | 81.51 | 83.69 |
| oos | LOF | 0.5 | 0.6 | 82.62 | 86.85 | 82.68 | 84.33 |
| oos | LOF | 0.5 | 0.8 | 82.62 | 86.24 | 82.67 | 83.84 |
| oos | LOF | 0.5 | 1.0 | 83.81 | 87.57 | 83.86 | 85.22 |
| oos | LOF | 0.75 | 0.2 | 78.59 | 68.97 | 78.51 | 74.6 |
| oos | LOF | 0.75 | 0.4 | 84.99 | 81.22 | 84.96 | 83.22 |
| oos | LOF | 0.75 | 0.6 | 86.12 | 81.71 | 86.08 | 83.95 |
| oos | LOF | 0.75 | 0.8 | 86.91 | 82.58 | 86.88 | 84.81 |
| oos | LOF | 0.75 | 1.0 | 87.24 | 82.81 | 87.2 | 85.07 |
| oos | MDF | 0.25 | 0.2 | 0.0 | 88.89 | 2.28 | 80.0 |
| oos | MDF | 0.25 | 0.4 | 11.66 | 89.46 | 13.65 | 81.17 |
| oos | MDF | 0.25 | 0.6 | 37.75 | 89.86 | 39.09 | 82.61 |
| oos | MDF | 0.25 | 0.8 | 46.77 | 87.81 | 47.82 | 80.16 |
| oos | MDF | 0.25 | 1.0 | 49.43 | 84.89 | 50.34 | 76.56 |
| oos | MDF | 0.5 | 0.2 | 9.62 | 76.26 | 10.49 | 62.45 |
| oos | MDF | 0.5 | 0.4 | 51.06 | 75.64 | 51.39 | 67.65 |
| oos | MDF | 0.5 | 0.6 | 58.73 | 70.23 | 58.88 | 64.99 |
| oos | MDF | 0.5 | 0.8 | 60.77 | 65.8 | 60.84 | 62.57 |
| oos | MDF | 0.5 | 1.0 | 61.6 | 62.31 | 61.61 | 60.72 |
| oos | MDF | 0.75 | 0.2 | 39.8 | 63.14 | 40.01 | 55.05 |
| oos | MDF | 0.75 | 0.4 | 65.42 | 61.22 | 65.38 | 63.89 |
| oos | MDF | 0.75 | 0.6 | 69.77 | 56.58 | 69.65 | 64.25 |
| oos | MDF | 0.75 | 0.8 | 71.34 | 53.58 | 71.18 | 64.13 |
| oos | MDF | 0.75 | 1.0 | 72.21 | 51.33 | 72.02 | 63.98 |
| oos | MSP | 0.25 | 0.2 | 58.94 | 76.35 | 59.39 | 68.67 |
| oos | MSP | 0.25 | 0.4 | 54.48 | 67.22 | 54.8 | 60.07 |
| oos | MSP | 0.25 | 0.6 | 53.56 | 65.11 | 53.86 | 58.27 |
| oos | MSP | 0.25 | 0.8 | 51.68 | 61.11 | 51.93 | 54.81 |
| oos | MSP | 0.25 | 1.0 | 51.02 | 59.26 | 51.23 | 53.38 |
| oos | MSP | 0.5 | 0.2 | 76.74 | 78.27 | 76.76 | 76.35 |
| oos | MSP | 0.5 | 0.4 | 75.03 | 71.39 | 74.98 | 71.61 |
| oos | MSP | 0.5 | 0.6 | 73.68 | 67.04 | 73.6 | 68.74 |
| oos | MSP | 0.5 | 0.8 | 73.6 | 66.07 | 73.51 | 68.22 |
| oos | MSP | 0.5 | 1.0 | 72.82 | 63.71 | 72.7 | 66.68 |
| oos | MSP | 0.75 | 0.2 | 84.13 | 77.43 | 84.07 | 81.09 |
| oos | MSP | 0.75 | 0.4 | 84.94 | 73.57 | 84.84 | 80.1 |
| oos | MSP | 0.75 | 0.6 | 84.45 | 69.61 | 84.31 | 78.49 |
| oos | MSP | 0.75 | 0.8 | 84.51 | 68.67 | 84.37 | 78.24 |
| oos | MSP | 0.75 | 1.0 | 83.65 | 63.86 | 83.48 | 76.19 |
| oos | OpenMax | 0.25 | 0.2 | 30.49 | 90.72 | 32.04 | 83.82 |
| oos | OpenMax | 0.25 | 0.4 | 70.27 | 92.07 | 70.83 | 87.46 |
| oos | OpenMax | 0.25 | 0.6 | 69.79 | 87.19 | 70.23 | 81.33 |
| oos | OpenMax | 0.25 | 0.8 | 65.91 | 81.58 | 66.32 | 74.73 |
| oos | OpenMax | 0.25 | 1.0 | 62.65 | 77.51 | 63.03 | 70.27 |
| oos | OpenMax | 0.5 | 0.2 | 3.56 | 75.82 | 4.51 | 61.41 |
| oos | OpenMax | 0.5 | 0.4 | 40.99 | 81.15 | 41.52 | 72.46 |
| oos | OpenMax | 0.5 | 0.6 | 68.95 | 85.31 | 69.17 | 80.92 |
| oos | OpenMax | 0.5 | 0.8 | 78.66 | 84.91 | 78.74 | 82.24 |
| oos | OpenMax | 0.5 | 1.0 | 79.83 | 82.15 | 79.86 | 80.22 |
| oos | OpenMax | 0.75 | 0.2 | 0.27 | 58.25 | 0.79 | 41.15 |
| oos | OpenMax | 0.75 | 0.4 | 14.33 | 60.63 | 14.74 | 47.03 |
| oos | OpenMax | 0.75 | 0.6 | 42.7 | 66.95 | 42.91 | 60.65 |
| oos | OpenMax | 0.75 | 0.8 | 66.39 | 74.06 | 66.46 | 73.11 |
| oos | OpenMax | 0.75 | 1.0 | 71.14 | 75.18 | 71.17 | 75.36 |
| oos | SEG | 0.25 | 0.2 | 31.63 | 42.73 | 31.92 | 35.7 |
| oos | SEG | 0.25 | 0.4 | 45.21 | 64.33 | 45.7 | 54.91 |
| oos | SEG | 0.25 | 0.6 | 48.81 | 67.62 | 49.29 | 58.82 |
| oos | SEG | 0.25 | 0.8 | 47.97 | 64.36 | 48.39 | 56.26 |
| oos | SEG | 0.25 | 1.0 | 46.67 | 59.22 | 47.0 | 52.18 |
| oos | SEG | 0.5 | 0.2 | 34.54 | 32.4 | 34.51 | 33.27 |
| oos | SEG | 0.5 | 0.4 | 42.85 | 42.9 | 42.85 | 41.91 |
| oos | SEG | 0.5 | 0.6 | 52.09 | 51.14 | 52.08 | 50.2 |
| oos | SEG | 0.5 | 0.8 | 58.35 | 57.85 | 58.35 | 56.77 |
| oos | SEG | 0.5 | 1.0 | 62.57 | 61.34 | 62.55 | 60.67 |
| oos | SEG | 0.75 | 0.2 | 24.18 | 28.04 | 24.22 | 26.46 |
| oos | SEG | 0.75 | 0.4 | 25.86 | 26.32 | 25.86 | 27.44 |
| oos | SEG | 0.75 | 0.6 | 29.38 | 29.48 | 29.38 | 30.72 |
| oos | SEG | 0.75 | 0.8 | 33.67 | 34.76 | 33.68 | 35.19 |
| oos | SEG | 0.75 | 1.0 | 42.72 | 40.74 | 42.7 | 42.78 |
| stackoverflow | (K+1)-way | 0.25 | 0.2 | 67.06 | 85.28 | 70.04 | 79.07 |
| stackoverflow | (K+1)-way | 0.25 | 0.4 | 62.78 | 77.47 | 65.23 | 70.9 |
| stackoverflow | (K+1)-way | 0.25 | 0.6 | 56.78 | 68.48 | 58.73 | 62.23 |
| stackoverflow | (K+1)-way | 0.25 | 0.8 | 54.55 | 61.33 | 55.68 | 56.59 |
| stackoverflow | (K+1)-way | 0.25 | 1.0 | 50.54 | 52.23 | 50.82 | 49.75 |
| stackoverflow | (K+1)-way | 0.5 | 0.2 | 76.97 | 79.16 | 77.17 | 77.67 |
| stackoverflow | (K+1)-way | 0.5 | 0.4 | 75.37 | 72.53 | 75.11 | 73.52 |
| stackoverflow | (K+1)-way | 0.5 | 0.6 | 73.28 | 64.6 | 72.49 | 68.95 |
| stackoverflow | (K+1)-way | 0.5 | 0.8 | 72.05 | 58.93 | 70.85 | 66.16 |
| stackoverflow | (K+1)-way | 0.5 | 1.0 | 70.53 | 51.69 | 68.81 | 62.57 |
| stackoverflow | (K+1)-way | 0.75 | 0.2 | 81.64 | 65.0 | 80.6 | 76.89 |
| stackoverflow | (K+1)-way | 0.75 | 0.4 | 81.58 | 58.57 | 80.14 | 75.84 |
| stackoverflow | (K+1)-way | 0.75 | 0.6 | 81.66 | 54.76 | 79.98 | 75.64 |
| stackoverflow | (K+1)-way | 0.75 | 0.8 | 81.76 | 52.42 | 79.93 | 75.43 |
| stackoverflow | (K+1)-way | 0.75 | 1.0 | 81.2 | 45.22 | 78.95 | 74.0 |
| stackoverflow | ADB | 0.25 | 0.2 | 73.38 | 86.99 | 75.65 | 81.99 |
| stackoverflow | ADB | 0.25 | 0.4 | 74.91 | 88.61 | 77.2 | 83.9 |
| stackoverflow | ADB | 0.25 | 0.6 | 77.3 | 91.18 | 79.62 | 87.01 |
| stackoverflow | ADB | 0.25 | 0.8 | 77.22 | 90.89 | 79.5 | 86.64 |
| stackoverflow | ADB | 0.25 | 1.0 | 77.62 | 90.96 | 79.85 | 86.75 |
| stackoverflow | ADB | 0.5 | 0.2 | 83.02 | 85.7 | 83.27 | 84.22 |
| stackoverflow | ADB | 0.5 | 0.4 | 84.37 | 86.97 | 84.61 | 85.63 |
| stackoverflow | ADB | 0.5 | 0.6 | 84.84 | 87.32 | 85.07 | 86.08 |
| stackoverflow | ADB | 0.5 | 0.8 | 84.96 | 87.36 | 85.17 | 86.13 |
| stackoverflow | ADB | 0.5 | 1.0 | 85.32 | 87.7 | 85.54 | 86.49 |
| stackoverflow | ADB | 0.75 | 0.2 | 85.47 | 72.4 | 84.65 | 81.29 |
| stackoverflow | ADB | 0.75 | 0.4 | 86.17 | 73.0 | 85.34 | 81.99 |
| stackoverflow | ADB | 0.75 | 0.6 | 86.51 | 73.52 | 85.69 | 82.4 |
| stackoverflow | ADB | 0.75 | 0.8 | 86.76 | 73.97 | 85.96 | 82.74 |
| stackoverflow | ADB | 0.75 | 1.0 | 86.91 | 74.1 | 86.11 | 82.89 |
| stackoverflow | ARPL | 0.25 | 0.2 | 47.75 | 87.67 | 54.41 | 80.5 |
| stackoverflow | ARPL | 0.25 | 0.4 | 67.95 | 85.69 | 70.91 | 79.73 |
| stackoverflow | ARPL | 0.25 | 0.6 | 62.91 | 77.67 | 65.37 | 71.37 |
| stackoverflow | ARPL | 0.25 | 0.8 | 62.43 | 75.47 | 64.61 | 69.01 |
| stackoverflow | ARPL | 0.25 | 1.0 | 60.55 | 72.95 | 62.62 | 66.76 |
| stackoverflow | ARPL | 0.5 | 0.2 | 61.82 | 79.71 | 63.45 | 74.82 |
| stackoverflow | ARPL | 0.5 | 0.4 | 81.49 | 82.95 | 81.62 | 81.97 |
| stackoverflow | ARPL | 0.5 | 0.6 | 79.8 | 78.6 | 79.69 | 78.69 |
| stackoverflow | ARPL | 0.5 | 0.8 | 78.52 | 75.22 | 78.22 | 76.51 |
| stackoverflow | ARPL | 0.5 | 1.0 | 78.26 | 73.97 | 77.87 | 75.65 |
| stackoverflow | ARPL | 0.75 | 0.2 | 80.02 | 67.78 | 79.25 | 76.65 |
| stackoverflow | ARPL | 0.75 | 0.4 | 86.06 | 71.21 | 85.14 | 81.78 |
| stackoverflow | ARPL | 0.75 | 0.6 | 85.51 | 66.96 | 84.35 | 80.58 |
| stackoverflow | ARPL | 0.75 | 0.8 | 85.28 | 64.4 | 83.97 | 79.93 |
| stackoverflow | ARPL | 0.75 | 1.0 | 85.24 | 62.99 | 83.85 | 79.64 |
| stackoverflow | DA-ADB | 0.25 | 0.2 | 79.95 | 92.22 | 81.99 | 88.4 |
| stackoverflow | DA-ADB | 0.25 | 0.4 | 80.4 | 92.58 | 82.43 | 88.92 |
| stackoverflow | DA-ADB | 0.25 | 0.6 | 81.38 | 93.39 | 83.38 | 90.05 |
| stackoverflow | DA-ADB | 0.25 | 0.8 | 80.96 | 92.93 | 82.96 | 89.41 |
| stackoverflow | DA-ADB | 0.25 | 1.0 | 80.87 | 92.65 | 82.83 | 89.07 |
| stackoverflow | DA-ADB | 0.5 | 0.2 | 84.99 | 87.91 | 85.26 | 86.54 |
| stackoverflow | DA-ADB | 0.5 | 0.4 | 85.54 | 88.1 | 85.77 | 86.84 |
| stackoverflow | DA-ADB | 0.5 | 0.6 | 86.18 | 88.5 | 86.39 | 87.34 |
| stackoverflow | DA-ADB | 0.5 | 0.8 | 86.36 | 88.53 | 86.56 | 87.41 |
| stackoverflow | DA-ADB | 0.5 | 1.0 | 86.71 | 88.86 | 86.91 | 87.78 |
| stackoverflow | DA-ADB | 0.75 | 0.2 | 86.23 | 73.63 | 85.45 | 82.19 |
| stackoverflow | DA-ADB | 0.75 | 0.4 | 87.02 | 74.11 | 86.22 | 82.94 |
| stackoverflow | DA-ADB | 0.75 | 0.6 | 87.22 | 74.07 | 86.39 | 83.07 |
| stackoverflow | DA-ADB | 0.75 | 0.8 | 87.38 | 74.07 | 86.55 | 83.19 |
| stackoverflow | DA-ADB | 0.75 | 1.0 | 87.66 | 74.55 | 86.84 | 83.56 |
| stackoverflow | DOC | 0.25 | 0.2 | 64.84 | 79.08 | 67.21 | 72.91 |
| stackoverflow | DOC | 0.25 | 0.4 | 58.47 | 67.92 | 60.04 | 62.01 |
| stackoverflow | DOC | 0.25 | 0.6 | 59.88 | 69.9 | 61.55 | 64.2 |
| stackoverflow | DOC | 0.25 | 0.8 | 57.97 | 66.11 | 59.32 | 60.9 |
| stackoverflow | DOC | 0.25 | 1.0 | 56.3 | 62.5 | 57.34 | 57.75 |
| stackoverflow | DOC | 0.5 | 0.2 | 79.55 | 80.26 | 79.62 | 79.4 |
| stackoverflow | DOC | 0.5 | 0.4 | 78.58 | 76.8 | 78.42 | 77.09 |
| stackoverflow | DOC | 0.5 | 0.6 | 78.07 | 74.11 | 77.71 | 75.47 |
| stackoverflow | DOC | 0.5 | 0.8 | 76.74 | 71.31 | 76.24 | 73.64 |
| stackoverflow | DOC | 0.5 | 1.0 | 77.37 | 71.18 | 76.8 | 73.88 |
| stackoverflow | DOC | 0.75 | 0.2 | 85.26 | 70.86 | 84.36 | 81.17 |
| stackoverflow | DOC | 0.75 | 0.4 | 85.27 | 68.57 | 84.23 | 80.83 |
| stackoverflow | DOC | 0.75 | 0.6 | 85.4 | 67.84 | 84.3 | 80.86 |
| stackoverflow | DOC | 0.75 | 0.8 | 85.49 | 66.42 | 84.3 | 80.66 |
| stackoverflow | DOC | 0.75 | 1.0 | 85.64 | 65.32 | 84.37 | 80.55 |
| stackoverflow | DeepUnk | 0.25 | 0.2 | 56.41 | 57.68 | 56.62 | 55.22 |
| stackoverflow | DeepUnk | 0.25 | 0.4 | 50.86 | 49.11 | 50.57 | 47.52 |
| stackoverflow | DeepUnk | 0.25 | 0.6 | 49.43 | 44.76 | 48.65 | 44.81 |
| stackoverflow | DeepUnk | 0.25 | 0.8 | 48.61 | 42.21 | 47.54 | 43.06 |
| stackoverflow | DeepUnk | 0.25 | 1.0 | 47.39 | 36.87 | 45.64 | 40.03 |
| stackoverflow | DeepUnk | 0.5 | 0.2 | 68.97 | 47.87 | 67.06 | 59.48 |
| stackoverflow | DeepUnk | 0.5 | 0.4 | 69.45 | 45.75 | 67.3 | 58.98 |
| stackoverflow | DeepUnk | 0.5 | 0.6 | 69.02 | 40.74 | 66.44 | 57.2 |
| stackoverflow | DeepUnk | 0.5 | 0.8 | 68.84 | 39.86 | 66.21 | 57.12 |
| stackoverflow | DeepUnk | 0.5 | 1.0 | 67.67 | 35.8 | 64.78 | 55.46 |
| stackoverflow | DeepUnk | 0.75 | 0.2 | 79.32 | 43.74 | 77.1 | 71.76 |
| stackoverflow | DeepUnk | 0.75 | 0.4 | 79.63 | 37.99 | 77.03 | 71.27 |
| stackoverflow | DeepUnk | 0.75 | 0.6 | 80.03 | 37.95 | 77.4 | 71.64 |
| stackoverflow | DeepUnk | 0.75 | 0.8 | 79.96 | 34.05 | 77.09 | 71.1 |
| stackoverflow | DeepUnk | 0.75 | 1.0 | 80.51 | 34.38 | 77.63 | 71.56 |
| stackoverflow | KNNCL | 0.25 | 0.2 | 45.63 | 35.9 | 44.01 | 39.88 |
| stackoverflow | KNNCL | 0.25 | 0.4 | 46.13 | 35.91 | 44.43 | 40.34 |
| stackoverflow | KNNCL | 0.25 | 0.6 | 43.06 | 22.41 | 39.62 | 31.94 |
| stackoverflow | KNNCL | 0.25 | 0.8 | 43.0 | 19.77 | 39.13 | 31.04 |
| stackoverflow | KNNCL | 0.25 | 1.0 | 41.79 | 15.26 | 37.37 | 28.65 |
| stackoverflow | KNNCL | 0.5 | 0.2 | 61.62 | 22.86 | 58.09 | 48.52 |
| stackoverflow | KNNCL | 0.5 | 0.4 | 61.47 | 13.4 | 57.1 | 46.27 |
| stackoverflow | KNNCL | 0.5 | 0.6 | 61.46 | 10.83 | 56.86 | 45.8 |
| stackoverflow | KNNCL | 0.5 | 0.8 | 61.43 | 9.09 | 56.67 | 45.49 |
| stackoverflow | KNNCL | 0.5 | 1.0 | 61.5 | 8.5 | 56.69 | 45.38 |
| stackoverflow | KNNCL | 0.75 | 0.2 | 74.3 | 18.76 | 70.82 | 64.77 |
| stackoverflow | KNNCL | 0.75 | 0.4 | 74.97 | 11.66 | 71.01 | 64.64 |
| stackoverflow | KNNCL | 0.75 | 0.6 | 75.6 | 10.01 | 71.5 | 64.98 |
| stackoverflow | KNNCL | 0.75 | 0.8 | 76.0 | 9.17 | 71.82 | 65.22 |
| stackoverflow | KNNCL | 0.75 | 1.0 | 76.16 | 7.19 | 71.85 | 65.01 |
| stackoverflow | LOF | 0.25 | 0.2 | 41.75 | 17.81 | 37.76 | 29.33 |
| stackoverflow | LOF | 0.25 | 0.4 | 40.61 | 11.73 | 35.8 | 26.65 |
| stackoverflow | LOF | 0.25 | 0.6 | 40.15 | 8.99 | 34.96 | 25.63 |
| stackoverflow | LOF | 0.25 | 0.8 | 40.56 | 10.32 | 35.52 | 26.31 |
| stackoverflow | LOF | 0.25 | 1.0 | 40.92 | 7.14 | 35.29 | 25.02 |
| stackoverflow | LOF | 0.5 | 0.2 | 60.92 | 14.07 | 56.66 | 46.29 |
| stackoverflow | LOF | 0.5 | 0.4 | 61.45 | 9.75 | 56.75 | 45.47 |
| stackoverflow | LOF | 0.5 | 0.6 | 61.7 | 6.71 | 56.7 | 44.93 |
| stackoverflow | LOF | 0.5 | 0.8 | 61.67 | 6.66 | 56.67 | 45.0 |
| stackoverflow | LOF | 0.5 | 1.0 | 61.71 | 5.18 | 56.57 | 44.56 |
| stackoverflow | LOF | 0.75 | 0.2 | 75.23 | 13.19 | 71.36 | 65.2 |
| stackoverflow | LOF | 0.75 | 0.4 | 75.77 | 7.43 | 71.5 | 64.95 |
| stackoverflow | LOF | 0.75 | 0.6 | 75.94 | 6.49 | 71.6 | 65.0 |
| stackoverflow | LOF | 0.75 | 0.8 | 76.06 | 5.02 | 71.62 | 64.87 |
| stackoverflow | LOF | 0.75 | 1.0 | 76.31 | 5.22 | 71.87 | 65.05 |
| stackoverflow | MDF | 0.25 | 0.2 | 0.01 | 85.72 | 14.3 | 75.0 |
| stackoverflow | MDF | 0.25 | 0.4 | 0.05 | 85.72 | 14.33 | 75.01 |
| stackoverflow | MDF | 0.25 | 0.6 | 12.86 | 86.37 | 25.11 | 76.4 |
| stackoverflow | MDF | 0.25 | 0.8 | 39.32 | 86.56 | 47.19 | 77.84 |
| stackoverflow | MDF | 0.25 | 1.0 | 48.13 | 83.03 | 53.95 | 74.1 |
| stackoverflow | MDF | 0.5 | 0.2 | 0.03 | 66.67 | 6.09 | 50.01 |
| stackoverflow | MDF | 0.5 | 0.4 | 39.96 | 69.86 | 42.68 | 59.66 |
| stackoverflow | MDF | 0.5 | 0.6 | 58.45 | 64.37 | 58.99 | 61.16 |
| stackoverflow | MDF | 0.5 | 0.8 | 61.55 | 56.23 | 61.07 | 58.35 |
| stackoverflow | MDF | 0.5 | 1.0 | 62.6 | 50.19 | 61.47 | 56.46 |
| stackoverflow | MDF | 0.75 | 0.2 | 11.86 | 41.25 | 13.7 | 29.49 |
| stackoverflow | MDF | 0.75 | 0.4 | 63.01 | 41.88 | 61.69 | 55.4 |
| stackoverflow | MDF | 0.75 | 0.6 | 70.39 | 35.02 | 68.18 | 60.32 |
| stackoverflow | MDF | 0.75 | 0.8 | 72.73 | 30.98 | 70.12 | 61.99 |
| stackoverflow | MDF | 0.75 | 1.0 | 73.96 | 28.52 | 71.12 | 62.98 |
| stackoverflow | MSP | 0.25 | 0.2 | 42.1 | 16.39 | 37.81 | 29.42 |
| stackoverflow | MSP | 0.25 | 0.4 | 42.16 | 14.14 | 37.49 | 28.69 |
| stackoverflow | MSP | 0.25 | 0.6 | 42.36 | 13.02 | 37.47 | 28.32 |
| stackoverflow | MSP | 0.25 | 0.8 | 43.2 | 14.48 | 38.41 | 29.07 |
| stackoverflow | MSP | 0.25 | 1.0 | 42.66 | 11.66 | 37.49 | 27.91 |
| stackoverflow | MSP | 0.5 | 0.2 | 66.65 | 39.93 | 64.22 | 56.66 |
| stackoverflow | MSP | 0.5 | 0.4 | 66.45 | 33.14 | 63.42 | 54.71 |
| stackoverflow | MSP | 0.5 | 0.6 | 67.07 | 32.85 | 63.96 | 54.88 |
| stackoverflow | MSP | 0.5 | 0.8 | 66.92 | 30.01 | 63.57 | 54.06 |
| stackoverflow | MSP | 0.5 | 1.0 | 66.28 | 26.94 | 62.7 | 53.23 |
| stackoverflow | MSP | 0.75 | 0.2 | 79.5 | 41.89 | 77.15 | 72.0 |
| stackoverflow | MSP | 0.75 | 0.4 | 80.11 | 37.67 | 77.46 | 72.04 |
| stackoverflow | MSP | 0.75 | 0.6 | 80.11 | 33.79 | 77.22 | 71.78 |
| stackoverflow | MSP | 0.75 | 0.8 | 80.57 | 33.78 | 77.65 | 72.15 |
| stackoverflow | MSP | 0.75 | 1.0 | 81.42 | 37.86 | 78.7 | 73.2 |
| stackoverflow | OpenMax | 0.25 | 0.2 | 50.5 | 50.9 | 50.56 | 48.85 |
| stackoverflow | OpenMax | 0.25 | 0.4 | 47.45 | 41.47 | 46.45 | 42.92 |
| stackoverflow | OpenMax | 0.25 | 0.6 | 45.94 | 33.66 | 43.9 | 38.34 |
| stackoverflow | OpenMax | 0.25 | 0.8 | 47.66 | 37.56 | 45.98 | 40.77 |
| stackoverflow | OpenMax | 0.25 | 1.0 | 47.51 | 34.52 | 45.35 | 38.97 |
| stackoverflow | OpenMax | 0.5 | 0.2 | 73.69 | 66.05 | 72.99 | 69.68 |
| stackoverflow | OpenMax | 0.5 | 0.4 | 70.3 | 52.37 | 68.67 | 62.82 |
| stackoverflow | OpenMax | 0.5 | 0.6 | 70.65 | 51.58 | 68.91 | 62.54 |
| stackoverflow | OpenMax | 0.5 | 0.8 | 69.96 | 47.49 | 67.92 | 60.91 |
| stackoverflow | OpenMax | 0.5 | 1.0 | 69.88 | 46.11 | 67.72 | 60.27 |
| stackoverflow | OpenMax | 0.75 | 0.2 | 82.56 | 59.18 | 81.1 | 76.72 |
| stackoverflow | OpenMax | 0.75 | 0.4 | 82.09 | 52.15 | 80.22 | 75.42 |
| stackoverflow | OpenMax | 0.75 | 0.6 | 82.57 | 51.92 | 80.65 | 75.84 |
| stackoverflow | OpenMax | 0.75 | 0.8 | 82.12 | 46.54 | 79.9 | 74.73 |
| stackoverflow | OpenMax | 0.75 | 1.0 | 82.98 | 49.69 | 80.9 | 75.78 |
| stackoverflow | SEG | 0.25 | 0.2 | 39.07 | 15.93 | 35.21 | 27.18 |
| stackoverflow | SEG | 0.25 | 0.4 | 39.15 | 8.33 | 34.01 | 24.34 |
| stackoverflow | SEG | 0.25 | 0.6 | 40.0 | 5.31 | 34.22 | 23.44 |
| stackoverflow | SEG | 0.25 | 0.8 | 40.01 | 5.3 | 34.23 | 23.53 |
| stackoverflow | SEG | 0.25 | 1.0 | 40.44 | 4.19 | 34.4 | 23.33 |
| stackoverflow | SEG | 0.5 | 0.2 | 59.07 | 19.13 | 55.44 | 45.15 |
| stackoverflow | SEG | 0.5 | 0.4 | 59.11 | 8.8 | 54.53 | 42.96 |
| stackoverflow | SEG | 0.5 | 0.6 | 59.49 | 4.63 | 54.51 | 42.25 |
| stackoverflow | SEG | 0.5 | 0.8 | 59.84 | 4.6 | 54.82 | 42.74 |
| stackoverflow | SEG | 0.5 | 1.0 | 60.14 | 4.72 | 55.1 | 43.04 |
| stackoverflow | SEG | 0.75 | 0.2 | 71.4 | 16.56 | 67.97 | 61.23 |
| stackoverflow | SEG | 0.75 | 0.4 | 72.26 | 8.74 | 68.29 | 61.34 |
| stackoverflow | SEG | 0.75 | 0.6 | 73.0 | 6.7 | 68.86 | 61.82 |
| stackoverflow | SEG | 0.75 | 0.8 | 73.6 | 6.76 | 69.43 | 62.24 |
| stackoverflow | SEG | 0.75 | 1.0 | 74.24 | 6.0 | 69.97 | 62.72 |