premise string | hypothesis string | label int64 |
|---|---|---|
| SVV:v(0)...v(12)ff |
| --- |
| 0000000111111 |
| 0000001111111 |
| 0010000111011 |
| 0010001111011 |
| 1000100101110 |
| 1000101101110 |
| 1010100101010 |
| 1010101101010 | | | 0101010010101 |
| --- |
| 0101011010101 |
| 0111010010001 |
| 0111011010001 |
| 1101110000100 |
| 1101111000100 |
| 1111110000000 | | 1 |
| SVV:v(0)...v(12)ff |
| --- |
| 0000000111111 |
| 0000001111111 |
| 0010000111011 |
| 0010001111011 |
| 1000100101110 |
| 1000101101110 |
| 1010100101010 |
| 1010101101010 | | | GLK<br>0.815 | 0000000001011111000000000101111100000000010111110000000001011111<br>0000000001011111111111110101111100000000010111111111111101011111 |
| --- | --- |
| Das<br>0.823 | 0000000000101111000000110101111100000000000111111100111100011111<br>0000000000101111111111000101111100000000000111111111111100011111 |
| ... | 0 |
| SVV:v(0)...v(12)ff |
| --- |
| 0000000111111 |
| 0000001111111 |
| 0010000111011 |
| 0010001111011 |
| 1000100101110 |
| 1000101101110 |
| 1010100101010 | | | 1010101101010 |
| --- |
| 0101010010101 |
| 0101011010101 |
| 0111010010001 |
| 0111011010001 |
| 1101110000100 |
| 1101111000100 |
| 1111110000000 | | 1 |
| SVV:v(0)...v(12)ff |
| --- |
| 0000000111111 |
| 0000001111111 |
| 0010000111011 |
| 0010001111011 |
| 1000100101110 |
| 1000101101110 |
| 1010100101010 | | | Davis<br>0.818 | 0000011100000000000001111111111100001111000000000000111111111111<br>0000111100000000000001111111111100001111001100010000111111111111 |
| --- | --- |
| ABK<br>0.824 | 0000010100000000010101010000010100000101000000000101010100000101<br>0101010111111111010101011111111101010101111111110101010111111111 |
... | 0 |
| Dataset/Descriptor | FPFH | SHOT | USC | RoPS | 3DBS-32 | 3DBS-64 |
| --- | --- | --- | --- | --- | --- | --- |
| RandomViews | 0.24334 | 0.24799 | 0.05982 | 0.20001 | 0.22341 | 0.24010 | | | LaserScanner | 0.07341 | 0.05018 | 0.01103 | 0.16310 | 0.155953 | 0.16389 |
| --- | --- | --- | --- | --- | --- | --- |
| LIDAR | 0.00198 | 0.00136 | 0.00164 | 0.00521 | 0.004682 | 0.004897 |
| Retrieval | 0.49319 | 0.56114 | 0.59521 | 0.52457 | 0.61109 | 0.64120 | | 1 |
| Dataset/Descriptor | FPFH | SHOT | USC | RoPS | 3DBS-32 | 3DBS-64 |
| --- | --- | --- | --- | --- | --- | --- |
| RandomViews | 0.24334 | 0.24799 | 0.05982 | 0.20001 | 0.22341 | 0.24010 | | | DatasetName | #Model | #Scene |
| --- | --- | --- |
| RandomViews | 6 | 36 |
| LaserScanner | 5 | 10 |
| LIDAR | 5 | 10 |
| Retrieval | 6 | 18 | | 0 |
| Dataset/Descriptor | FPFH | SHOT | USC | RoPS | 3DBS-32 | 3DBS-64 |
| --- | --- | --- | --- | --- | --- | --- |
| RandomViews | 0.24334 | 0.24799 | 0.05982 | 0.20001 | 0.22341 | 0.24010 |
| LaserScanner | 0.07341 | 0.05018 | 0.01103 | 0.16310 | 0.155953 | 0.16389 | | | LIDAR | 0.00198 | 0.00136 | 0.00164 | 0.00521 | 0.004682 | 0.004897 |
| --- | --- | --- | --- | --- | --- | --- |
| Retrieval | 0.49319 | 0.56114 | 0.59521 | 0.52457 | 0.61109 | 0.64120 | | 1 |
| Dataset/Descriptor | FPFH | SHOT | USC | RoPS | 3DBS-32 | 3DBS-64 |
| --- | --- | --- | --- | --- | --- | --- |
| RandomViews | 0.24334 | 0.24799 | 0.05982 | 0.20001 | 0.22341 | 0.24010 |
| LaserScanner | 0.07341 | 0.05018 | 0.01103 | 0.16310 | 0.155953 | 0.16389 | | | LIDAR | 5 | 10 |
| --- | --- | --- |
| Retrieval | 6 | 18 | | 0 |
| Fine-tunelevel | F16⊕F19FeatureVector | F19FeatureVector | F22FeatureVector | | | |
| --- | --- | --- | --- | --- | --- | --- |
| MeanLength | Mean | Length | Mean | Length | | |
| F19=2048<br>F19=4096 | 64.46<br>70.71 | 6144<br>8192 | 65.34<br>70.79 | 2048<br>4096 | 63.83<br>70.58 | 1000<br>1000 | | | F19=8192<br>F19=6144<br>F19=5120 | 70.00<br>72.30<br>70.21 | 12288<br>10240<br>9216 | 70.16<br>72.22<br>69.95 | 8192<br>6144<br>5120 | 67.98<br>72.30<br>68.19 | 1000<br>1000<br>1000 |
| --- | --- | --- | --- | --- | --- | --- |
| F19=7168 | 69.29 | 11264 | 69.16 | 71.68 | 70.42 | 1000 | | 1 |
| Fine-tunelevel | F16⊕F19FeatureVector | F19FeatureVector | F22FeatureVector | | | |
| --- | --- | --- | --- | --- | --- | --- |
| MeanLength | Mean | Length | Mean | Length | | |
| F19=2048<br>F19=4096 | 64.46<br>70.71 | 6144<br>8192 | 65.34<br>70.79 | 2048<br>4096 | 63.83<br>70.58 | 1000<br>1000 | | | FineTuningLevel | F16⊕F19featureaccuracy | F22featureaccuracy |
| --- | --- | --- |
| F22=9<br>F22=500 | 65.46<br>69.36 | 66.01<br>62.56 |
| F22=1000 | 69.36 | 62.56 |
| F22=2000 | 60.34 | 58.79 |
| †<br>F22=1000 | 72.20 | 58.52 | | 0 |
| Fine-tunelevel | F16⊕F19FeatureVector | F19FeatureVector | F22FeatureVector | |
| --- | --- | --- | --- | --- |
| MeanLength | Mean | Length | Mean | Length | | | F19=2048<br>F19=4096 | 64.46<br>70.71 | 6144<br>8192 | 65.34<br>70.79 | 2048<br>4096 | 63.83<br>70.58 | 1000<br>1000 |
| --- | --- | --- | --- | --- | --- | --- |
| F19=8192<br>F19=6144<br>F19=5120 | 70.00<br>72.30<br>70.21 | 12288<br>10240<br>9216 | 70.16<br>72.22<br>69.95 | 8192<br>6144<br>5120 | 67.98<br>72.30<br>... | 1 |
| Fine-tunelevel | F16⊕F19FeatureVector | F19FeatureVector | F22FeatureVector | |
| --- | --- | --- | --- | --- |
| MeanLength | Mean | Length | Mean | Length | | | F22=1000 | 69.36 | 62.56 |
| --- | --- | --- |
| F22=2000 | 60.34 | 58.79 |
| †<br>F22=1000 | 72.20 | 58.52 | | 0 |
| image | #functions(r) | IBFStime(sec) |
| --- | --- | --- |
| bee | 1431361 | 14.5125 |
| octopus | 1431361 | 12.9877 | | | penguin | 808001 | 7.58177 |
| --- | --- | --- |
| plant | 1431361 | 13.7403 |
| plane | 808001 | 7.67518 | | 1 |
| image | #functions(r) | IBFStime(sec) |
| --- | --- | --- |
| bee | 1431361 | 14.5125 |
| octopus | 1431361 | 12.9877 | | | image | #functions(r) | IBFStime(sec) |
| --- | --- | --- |
| bee | 1431411 | 14.7271 |
| octopus | 1431411 | 12.698 |
| penguin | 808051 | 7.51067 |
| plant | 1431411 | 13.6282 |
| plane | 808051 | 7.64527 | | 0 |
| image | #functions(r) | IBFStime(sec) |
| --- | --- | --- |
| bee | 1431361 | 14.5125 |
| octopus | 1431361 | 12.9877 | | | penguin | 808001 | 7.58177 |
| --- | --- | --- |
| plant | 1431361 | 13.7403 |
| plane | 808001 | 7.67518 | | 1 |
| image | #functions(r) | IBFStime(sec) |
| --- | --- | --- |
| bee | 1431361 | 14.5125 |
| octopus | 1431361 | 12.9877 | | | plant | 1431411 | 13.6282 |
| --- | --- | --- |
| plane | 808051 | 7.64527 | | 0 |
| | Noiseless | Noisy | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ratio | 0.05 | 0.1 | 0.2 | 0.3 | 0.05 | 0.1 | 0.2 | 0.3 |
| TV | 24.09 | 26.00 | 28.46 | 30.45 | 21.96 | 22.95 | 24.17 | 25.16 |
| FCN-CS | 25.92 | 27.54 | 29.85 | 31.57 | 25.89 | 27.29 | 29.03 | 30.74 |
| D-AMP | 25.48... | | ConvCSNet-baseline | 26.25 | 28.12 | 30.36 | 33.08 | 25.80 | 27.66 | 28.96 | 31.15 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ConvCSNet | 26.47 | 28.19 | 31.03 | 33.49 | 26.22 | 28.09 | 29.63 | 32.25 | | 1 |
| | Noiseless | Noisy | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ratio | 0.05 | 0.1 | 0.2 | 0.3 | 0.05 | 0.1 | 0.2 | 0.3 |
| TV | 24.09 | 26.00 | 28.46 | 30.45 | 21.96 | 22.95 | 24.17 | 25.16 |
| FCN-CS | 25.92 | 27.54 | 29.85 | 31.57 | 25.89 | 27.29 | 29.03 | 30.74 |
| D-AMP | 25.48... | | Network | nC | Smin | R@50 | R@100 | Model | Speed | Network | nC | Smin | R@50 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| PNet | 1 | 16 | 0.9604 | 0.9712 | 28KB | 25.17FPS | APN24 | 3 | 16 | 0.9920 |
| PNet | 1 | 20 | 0.9557 | 0.9700 | 28KB | 33.75FPS | APN24 | 3 | 20 | 0.9898 |
| PNet |... | 0 |
| | Noiseless | Noisy | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ratio | 0.05 | 0.1 | 0.2 | 0.3 | 0.05 | 0.1 | 0.2 | 0.3 |
| TV | 24.09 | 26.00 | 28.46 | 30.45 | 21.96 | 22.95 | 24.17 | 25.16 |
| FCN-CS | 25.92 | 27.54 | 29.85 | 31.57 | 25.89 | 27.29 | 29.03 | 30.74 | | | D-AMP | 25.48 | 27.66 | 30.65 | 33.12 | 22.63 | 23.72 | 24.95 | 25.81 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| ConvCSNet-baseline | 26.25 | 28.12 | 30.36 | 33.08 | 25.80 | 27.66 | 28.96 | 31.15 |
| ConvCSNet | 26.47 | 28.19 | 31.03 | 33.49 | 26.22 | 28.09 | 29.63 | 32.25 | | 1 |
| | Noiseless | Noisy | | | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Ratio | 0.05 | 0.1 | 0.2 | 0.3 | 0.05 | 0.1 | 0.2 | 0.3 |
| TV | 24.09 | 26.00 | 28.46 | 30.45 | 21.96 | 22.95 | 24.17 | 25.16 |
| FCN-CS | 25.92 | 27.54 | 29.85 | 31.57 | 25.89 | 27.29 | 29.03 | 30.74 | | | APN24 | 2 | 16 | 0.9907 | 0.9946 | 360KB | 20.82FPS | APN24(S) | 2 | 16 | 0.9760 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| APN24 | 2 | 20 | 0.9888 | 0.9921 | 360KB | 29.68FPS | APN24(S) | 2 | 20 | 0.9604 |
| APN24 | 2 | 24 | 0.9859 | 0.9901 | 360KB | 38.02FPS | APN24(S) | 2 | 24 | 0.9564... | 0 |
| CIFAR-100 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 70.43 | 62.35 | 63.82 | 64.16 | 65.87 | | | VGG-16 | 73.55 | 69.03 | 70.14 | 71.41 | 72.10 |
| --- | --- | --- | --- | --- | --- |
| ResNet-56 | 70.86 | 66.73 | 67.65 | 68.26 | 69.83 |
| ResNet-110 | 73.21 | 68.67 | 69.85 | 68.95 | 72.32 |
| ResNet-18 | 76.32 | 72.31 | 74.04 | 73.15 | 75.24 |
| ResNet-34 | 77.23 | 72.92 | 75.62 | 74.43 | 76.16 | | 1 |
| CIFAR-100 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 70.43 | 62.35 | 63.82 | 64.16 | 65.87 | | | CIFAR-10 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 91.93 | 88.70 | 89.28 | 90.48 | 91.01 |
| VGG-16 | 93.59 | 91.60 | 91.98 | 92.75 | 93.20 |
| ResNet-20 | 92.68 | 87.44 | 87.82 | 88.65 | 90.07 |
| ResNet-32 | 93.40 | 89.49 | 90.65 | 90.94 | ... | 0 |
| CIFAR-100 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 70.43 | 62.35 | 63.82 | 64.16 | 65.87 | | | VGG-16 | 73.55 | 69.03 | 70.14 | 71.41 | 72.10 |
| --- | --- | --- | --- | --- | --- |
| ResNet-56 | 70.86 | 66.73 | 67.65 | 68.26 | 69.83 |
| ResNet-110 | 73.21 | 68.67 | 69.85 | 68.95 | 72.32 |
| ResNet-18 | 76.32 | 72.31 | 74.04 | 73.15 | 75.24 |
| ResNet-34 | 77.23 | 72.92 | 75.62 | 74.43 | 76.16 | | 1 |
| CIFAR-100 | Float | Binary | Ternary | | |
| --- | --- | --- | --- | --- | --- |
| BWN | Ours | TWN | Ours | | |
| VGG-11 | 70.43 | 62.35 | 63.82 | 64.16 | 65.87 | | | ResNet-18 | 95.49 | 92.72 | 94.19 | 93.55 | 94.98 |
| --- | --- | --- | --- | --- | --- |
| ResNet-34 | 95.70 | 93.25 | 94.66 | 94.05 | 95.07 | | 0 |
| Vertices | Density | Ourtime<br>[Sec.] | Boosttime<br>[Sec.] | speedup |
| --- | --- | --- | --- | --- |
| 100,000 | 2.5 | 0.01 | 0.08 | 8.00 |
| 1,000,000 | 2.5 | 0.23 | 0.53 | 2.30 |
| 5,000,000 | 2.5 | 1.45 | 4.14 | 2.86 |
| 10,000,000 | 2.5 | 3.05 | 9.7 | 3.18 |
| 20,000,000 | 2.5 | 6.68 | 21.97 | 3.29 |
| 100,00... | | 2,000,000 | 15 | 1.5 | 2.51 | 1.67 |
| --- | --- | --- | --- | --- |
| 3,000,000 | 15 | 2.36 | 4.12 | 1.75 |
| 5,000,000 | 15 | 4.18 | 7.59 | 1.82 |
| roadUSA<br>23,947,347 | 2.44 | 2.57 | 6.25 | 2.43 | | 1 |
| Vertices | Density | Ourtime<br>[Sec.] | Boosttime<br>[Sec.] | speedup |
| --- | --- | --- | --- | --- |
| 100,000 | 2.5 | 0.01 | 0.08 | 8.00 |
| 1,000,000 | 2.5 | 0.23 | 0.53 | 2.30 |
| 5,000,000 | 2.5 | 1.45 | 4.14 | 2.86 |
| 10,000,000 | 2.5 | 3.05 | 9.7 | 3.18 |
| 20,000,000 | 2.5 | 6.68 | 21.97 | 3.29 |
| 100,00... | | | VA | Priors | t-link | Graph<br>cuts |
| --- | --- | --- | --- | --- |
| CPU | 32.9 | 148.1 | 218.6 | 97.0 |
| GPU | 22.2 | 1.9 | 109.6 | 69.0 |
| CPU | 58.8 | 372.8 | 350.8 | 246.5 |
| GPU | 30.4 | 3.5 | 120.8 | 27.7 |
| CPU | 109.8 | 814.5 | 602.6 | 664.5 |
| GPU | 45.2 | 6.2 | 142.6 | 232.3 | | 0 |
| Vertices | Density | Ourtime<br>[Sec.] | Boosttime<br>[Sec.] | speedup |
| --- | --- | --- | --- | --- |
| 100,000 | 2.5 | 0.01 | 0.08 | 8.00 |
| 1,000,000 | 2.5 | 0.23 | 0.53 | 2.30 |
| 5,000,000 | 2.5 | 1.45 | 4.14 | 2.86 |
| 10,000,000 | 2.5 | 3.05 | 9.7 | 3.18 | | | 20,000,000 | 2.5 | 6.68 | 21.97 | 3.29 |
| --- | --- | --- | --- | --- |
| 100,000 | 15 | 0.03 | 0.11 | 3.67 |
| 1,000,000 | 15 | 0.68 | 1 | 1.47 |
| 2,000,000 | 15 | 1.5 | 2.51 | 1.67 |
| 3,000,000 | 15 | 2.36 | 4.12 | 1.75 |
| 5,000,000 | 15 | 4.18 | 7.59 | 1.82 |
| roadUSA<br>23,947,347 | 2.44 | 2.57 | 6.25 | 2.43... | 1 |
| Vertices | Density | Ourtime<br>[Sec.] | Boosttime<br>[Sec.] | speedup |
| --- | --- | --- | --- | --- |
| 100,000 | 2.5 | 0.01 | 0.08 | 8.00 |
| 1,000,000 | 2.5 | 0.23 | 0.53 | 2.30 |
| 5,000,000 | 2.5 | 1.45 | 4.14 | 2.86 |
| 10,000,000 | 2.5 | 3.05 | 9.7 | 3.18 | | | CPU | 58.8 | 372.8 | 350.8 | 246.5 |
| --- | --- | --- | --- | --- |
| GPU | 30.4 | 3.5 | 120.8 | 27.7 |
| CPU | 109.8 | 814.5 | 602.6 | 664.5 |
| GPU | 45.2 | 6.2 | 142.6 | 232.3 | | 0 |
| Process | LayerName | LayerType | fpoperationsperimage | Device |
| --- | --- | --- | --- | --- |
| Forward | FC6 | FC-dropout | 75497472 | K40-cudnn |
| FC7 | FC-dropout | 33554432 | K40-cudnn | |
| FC8 | FC-softmax | 8192000 | K40-cudnn | |
| FC6 | FC-dropout | 75497472 | K40-cublas | |
| FC7 | FC-dropout | 3355... | | FC7 | FC-dropout | 67108864 | K40-cudnn |
| --- | --- | --- | --- |
| FC8 | FC-softmax | 16384000 | K40-cudnn |
| FC6 | FC-dropout | 150994944 | K40-cublas |
| FC7 | FC-dropout | 67108864 | K40-cublas |
| FC8 | FC-softmax | 16384000 | K40-cublas | | 1 |
| Process | LayerName | LayerType | fpoperationsperimage | Device |
| --- | --- | --- | --- | --- |
| Forward | FC6 | FC-dropout | 75497472 | K40-cudnn |
| FC7 | FC-dropout | 33554432 | K40-cudnn | |
| FC8 | FC-softmax | 8192000 | K40-cudnn | |
| FC6 | FC-dropout | 75497472 | K40-cublas | |
| FC7 | FC-dropout | 3355... | | LayerswithDropout | Dropoutratio | |
| --- | --- | --- |
| 0.4 | 0.5 | |
| fc7+fc6 | 0.854 | 0.853 |
| fc7+fc6+conv5 | 0.853 | 0.854 |
| fc7+fc6+conv5+conv4 | 0.863 | 0.860 |
| fc7+fc6+conv5+conv4+conv3 | 0.855 | 0.856 |
| fc7+fc6+conv5+conv4+conv3+conv2 | 0.842 | 0.843 |
| fc7+fc6+conv5+conv4+conv3+conv2+conv1 | 0... | 0 |
| Process | LayerName | LayerType | fpoperationsperimage | Device |
| --- | --- | --- | --- | --- |
| Forward | FC6 | FC-dropout | 75497472 | K40-cudnn |
| FC7 | FC-dropout | 33554432 | K40-cudnn | |
| FC8 | FC-softmax | 8192000 | K40-cudnn | |
| FC6 | FC-dropout | 75497472 | K40-cublas | |
| FC7 | FC-dropout | 3355... | | FC7 | FC-dropout | 67108864 | K40-cudnn |
| --- | --- | --- | --- |
| FC8 | FC-softmax | 16384000 | K40-cudnn |
| FC6 | FC-dropout | 150994944 | K40-cublas |
| FC7 | FC-dropout | 67108864 | K40-cublas |
| FC8 | FC-softmax | 16384000 | K40-cublas | | 1 |
| Process | LayerName | LayerType | fpoperationsperimage | Device |
| --- | --- | --- | --- | --- |
| Forward | FC6 | FC-dropout | 75497472 | K40-cudnn |
| FC7 | FC-dropout | 33554432 | K40-cudnn | |
| FC8 | FC-softmax | 8192000 | K40-cudnn | |
| FC6 | FC-dropout | 75497472 | K40-cublas | |
| FC7 | FC-dropout | 3355... | | fc7+fc6+conv5+conv4+conv3 | 0.855 | 0.856 |
| --- | --- | --- |
| fc7+fc6+conv5+conv4+conv3+conv2 | 0.842 | 0.843 |
| fc7+fc6+conv5+conv4+conv3+conv2+conv1 | 0.799 | 0.782 | | 0 |
| Method | mAP |
| --- | --- |
| SIFT | 0.115 |
| SURF | 0.106 |
| BRISK | 0.035 |
| ORB | 0.098 | | | KAZE | 0.283 |
| --- | --- |
| DoLF | 0.517 |
| ProposedRLF | 0.490 | | 1 |
| Method | mAP |
| --- | --- |
| SIFT | 0.115 |
| SURF | 0.106 |
| BRISK | 0.035 |
| ORB | 0.098 | | | Method | mAP |
| --- | --- |
| HoG | 0.584 |
| Loci | 0.419 |
| Graph-based | 0.565 |
| FFT | 0.771 |
| ProposedRLF | 0.783 | | 0 |
| Method | mAP |
| --- | --- |
| SIFT | 0.115 |
| SURF | 0.106 |
| BRISK | 0.035 |
| ORB | 0.098 |
| KAZE | 0.283 | | | DoLF | 0.517 |
| --- | --- |
| ProposedRLF | 0.490 | | 1 |
| Method | mAP |
| --- | --- |
| SIFT | 0.115 |
| SURF | 0.106 |
| BRISK | 0.035 |
| ORB | 0.098 |
| KAZE | 0.283 | | | FFT | 0.771 |
| --- | --- |
| ProposedRLF | 0.783 | | 0 |
| CH | SWB | | |
| --- | --- | --- | --- |
| ASR | Human | ASR | Human |
| 15:a | 10:i | 19:i | 12:i |
| 15:is | 9:and | 9:and | 11:and |
| 11:i | 8:a | 7:of | 9:you |
| 11:the | 8:that | 6:do | 8:is |
| 11:you | 8:the | 6:is | 6:they | | | 9:it | 7:have | 5:but | 5:do |
| --- | --- | --- | --- |
| 7:oh | 5:you | 5:yeah | 5:have |
| 6:and | 4:are | 4:air | 5:it |
| 6:in | 4:is | 4:in | 5:yeah |
| 6:know | 4:they | 4:you | 4:a | | 1 |
| CH | SWB | | |
| --- | --- | --- | --- |
| ASR | Human | ASR | Human |
| 15:a | 10:i | 19:i | 12:i |
| 15:is | 9:and | 9:and | 11:and |
| 11:i | 8:a | 7:of | 9:you |
| 11:the | 8:that | 6:do | 8:is |
| 11:you | 8:the | 6:is | 6:they | | | CH | SWB | | |
| --- | --- | --- | --- |
| ASR | Human | ASR | Human |
| 15:a | 10:i | 19:i | 12:i |
| 15:is | 9:and | 9:and | 11:and |
| 11:i | 8:a | 7:of | 9:you |
| 11:the | 8:that | 6:do | 8:is |
| 11:you | 8:the | 6:is | 6:they |
| 9:it | 7:have | 5:but | 5:do |
| 7:oh | 5:you | 5:yeah | 5:have |
| 6:and | 4:a... | 0 |
| CH | SWB | | |
| --- | --- | --- | --- |
| ASR | Human | ASR | Human | | | 15:a | 10:i | 19:i | 12:i |
| --- | --- | --- | --- |
| 15:is | 9:and | 9:and | 11:and |
| 11:i | 8:a | 7:of | 9:you |
| 11:the | 8:that | 6:do | 8:is |
| 11:you | 8:the | 6:is | 6:they |
| 9:it | 7:have | 5:but | 5:do |
| 7:oh | 5:you | 5:yeah | 5:have |
| 6:and | 4:are | 4:air | 5:it |
| 6:in | 4:is | 4:in | 5:yeah... | 1 |
| CH | SWB | | |
| --- | --- | --- | --- |
| ASR | Human | ASR | Human | | | 6:and | 4:are | 4:air | 5:it |
| --- | --- | --- | --- |
| 6:in | 4:is | 4:in | 5:yeah |
| 6:know | 4:they | 4:you | 4:a | | 0 |
| Patient | Jaccard | Precision | Recall | F1score | HD(pix.) |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.44,0.19 | 0.96,0.08 | 0.46,0.21 | 0.58,0.22 | 34.3,19.1 |
| 0.38,0.18 | 0.97,0.07 | 0.40,0.20 | 0.53,0.20 | 34.6,18.7 | |
| 0.75,0.20 | 0.86,0.18 | 0.86,0.17 | 0.84,0.17 | 22.0,25.6 | |
| 0.81,0.14 | 0.93,0.1... | | 0.64,0.16 | 0.98,0.07 | 0.66,0.16 | 0.77,0.13 | 24.3,17.9 | |
| --- | --- | --- | --- | --- | --- |
| 0.80,0.15 | 0.90,0.13 | 0.89,0.12 | 0.88,0.11 | 13.8,18.4 | |
| 0.83,0.15 | 0.91,0.12 | 0.91,0.12 | 0.90,0.11 | 13.6,20.1 | |
| 3 | 0.49,0.18 | 0.94,0.11 | 0.52,0.21 | 0.63,0.19 | 32.2,23.5 |
| 0.54,0.17 | 0.97,0.... | 1 |
| Patient | Jaccard | Precision | Recall | F1score | HD(pix.) |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.44,0.19 | 0.96,0.08 | 0.46,0.21 | 0.58,0.22 | 34.3,19.1 |
| 0.38,0.18 | 0.97,0.07 | 0.40,0.20 | 0.53,0.20 | 34.6,18.7 | |
| 0.75,0.20 | 0.86,0.18 | 0.86,0.17 | 0.84,0.17 | 22.0,25.6 | |
| 0.81,0.14 | 0.93,0.1... | | Dataset | F1score | accuracy | precision | recall | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| before | after | before | after | before | after | before | after | |
| Healthy | 0.669 | 0.712 | 0.836 | 0.843 | 0.606 | 0.675 | 0.746 | 0.753 |
| Diabeticretinopathy | 0.495 | 0.532 | 0.819 | 0... | 0 |
| Patient | Jaccard | Precision | Recall | F1score | HD(pix.) |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.44,0.19 | 0.96,0.08 | 0.46,0.21 | 0.58,0.22 | 34.3,19.1 |
| 0.38,0.18 | 0.97,0.07 | 0.40,0.20 | 0.53,0.20 | 34.6,18.7 | |
| 0.75,0.20 | 0.86,0.18 | 0.86,0.17 | 0.84,0.17 | 22.0,25.6 | |
| 0.81,0.14 | 0.93,0.1... | | 0.44,0.20 | 0.96,0.08 | 0.45,0.21 | 0.58,0.22 | 33.0,18.7 |
| --- | --- | --- | --- | --- |
| 0.78,0.18 | 0.86,0.14 | 0.91,0.16 | 0.86,0.14 | 19.2,30.3 |
| 0.78,0.17 | 0.86,0.15 | 0.90,0.14 | 0.86,0.14 | 18.5,26.1 | | 1 |
| Patient | Jaccard | Precision | Recall | F1score | HD(pix.) |
| --- | --- | --- | --- | --- | --- |
| 1 | 0.44,0.19 | 0.96,0.08 | 0.46,0.21 | 0.58,0.22 | 34.3,19.1 |
| 0.38,0.18 | 0.97,0.07 | 0.40,0.20 | 0.53,0.20 | 34.6,18.7 | |
| 0.75,0.20 | 0.86,0.18 | 0.86,0.17 | 0.84,0.17 | 22.0,25.6 | |
| 0.81,0.14 | 0.93,0.1... | | Healthy | 0.669 | 0.712 | 0.836 | 0.843 | 0.606 | 0.675 | 0.746 | 0.753 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Diabeticretinopathy | 0.495 | 0.532 | 0.819 | 0.822 | 0.524 | 0.588 | 0.468 | 0.486 |
| Glaucomatous | 0.495 | 0.584 | 0.838 | 0.841 | 0.477 | 0.562 | 0.608 | 0.618 |
| Wholedataset | 0.... | 0 |
| CenterWord/Sense | NearestNeighbors |
| --- | --- |
| bank | ATMmachines,Iberiabank,automatedtellermachines |
| bank1 | financial,deposit,ATMs |
| bank2 | riverbank,water,slope |
| star | matineeidol,singer,superstar |
| star1 | asteroid,celestial,supernova |
| star2 | legend,standout,footballer | | | pretty | wonderfully,unbelievably,nice |
| --- | --- |
| pretty1 | remarkably,extremely,obviously |
| pretty2 | beauteous,dainty,lovely | | 1 |
| CenterWord/Sense | NearestNeighbors |
| --- | --- |
| bank | ATMmachines,Iberiabank,automatedtellermachines |
| bank1 | financial,deposit,ATMs |
| bank2 | riverbank,water,slope |
| star | matineeidol,singer,superstar |
| star1 | asteroid,celestial,supernova |
| star2 | legend,standout,footballer | | | SEMANTIC | SYNTACTIC | | |
| --- | --- | --- | --- |
| “general”-similarity | | | |
| secretary<br>elections<br>motors<br>undersecretary | 0.619<br>0.563<br>0.535<br>0.534 | gneral<br>genral<br>generally<br>generation | 0.986<br>0.978<br>0.954<br>0.944 |
| “sees”-“see”+“bank”=˜ | | | |
| firestone<br>yard<br>p... | 0 |
| CenterWord/Sense | NearestNeighbors |
| --- | --- |
| bank | ATMmachines,Iberiabank,automatedtellermachines |
| bank1 | financial,deposit,ATMs |
| bank2 | riverbank,water,slope |
| star | matineeidol,singer,superstar |
| star1 | asteroid,celestial,supernova |
| star2 | legend,standout,footballer |
| pretty | wonderful... | | pretty1 | remarkably,extremely,obviously |
| --- | --- |
| pretty2 | beauteous,dainty,lovely | | 1 |
| CenterWord/Sense | NearestNeighbors |
| --- | --- |
| bank | ATMmachines,Iberiabank,automatedtellermachines |
| bank1 | financial,deposit,ATMs |
| bank2 | riverbank,water,slope |
| star | matineeidol,singer,superstar |
| star1 | asteroid,celestial,supernova |
| star2 | legend,standout,footballer |
| pretty | wonderful... | | secretary<br>elections<br>motors<br>undersecretary | 0.619<br>0.563<br>0.535<br>0.534 | gneral<br>genral<br>generally<br>generation | 0.986<br>0.978<br>0.954<br>0.944 |
| --- | --- | --- | --- |
| “sees”-“see”+“bank”=˜ | | | |
| firestone<br>yard<br>peres<br>c.c | 0.580<br>0.545<br>0.506<br>0.500 | banks<br>bank<br... | 0 |
| Rank | Numberofparticipants | Topic |
| --- | --- | --- |
| 1 | 4,35M | humor |
| 2 | 4,10M | humor | | | 3 | 3,76M | movies |
| --- | --- | --- |
| 4 | 3,69M | humor |
| 5 | 3,59M | humor |
| 6 | 3,58M | facts |
| 7 | 3,36M | cookery |
| 8 | 3,31M | humor |
| 9 | 3,14M | humor |
| 10 | 3,14M | movies |
| 100 | 1,65M | successstories | | 1 |
| Rank | Numberofparticipants | Topic |
| --- | --- | --- |
| 1 | 4,35M | humor |
| 2 | 4,10M | humor | | | Topics | Question | | | |
| --- | --- | --- | --- | --- |
| Q7 | Q8 | | | |
| NumberofYES | Ranking | NumberofYES | Ranking | |
| T1 | 6 | 2 | 3 | 5 |
| T2 | 5 | 3 | 2 | 8 |
| T3 | 7 | 1 | 5 | 2 |
| T4 | 4 | 4 | 3 | 5 |
| T5 | 3 | 6 | 3 | 5 |
| T6 | 4 | 4 | 1 | 9 |
| T7 | 0 | (7) | 4 | 4 |
| T8 | 0 | (7) | 7 |... | 0 |
| Rank | Numberofparticipants | Topic |
| --- | --- | --- |
| 1 | 4,35M | humor |
| 2 | 4,10M | humor |
| 3 | 3,76M | movies |
| 4 | 3,69M | humor |
| 5 | 3,59M | humor |
| 6 | 3,58M | facts | | | 7 | 3,36M | cookery |
| --- | --- | --- |
| 8 | 3,31M | humor |
| 9 | 3,14M | humor |
| 10 | 3,14M | movies |
| 100 | 1,65M | successstories | | 1 |
| Rank | Numberofparticipants | Topic |
| --- | --- | --- |
| 1 | 4,35M | humor |
| 2 | 4,10M | humor |
| 3 | 3,76M | movies |
| 4 | 3,69M | humor |
| 5 | 3,59M | humor |
| 6 | 3,58M | facts | | | T5 | 3 | 6 | 3 | 5 |
| --- | --- | --- | --- | --- |
| T6 | 4 | 4 | 1 | 9 |
| T7 | 0 | (7) | 4 | 4 |
| T8 | 0 | (7) | 7 | 1 |
| T9 | 0 | (7) | 5 | 2 | | 0 |
| s | si | sj | τ(s\|s,s)ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 1−a<br>0<br>0<br>a |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>1 | | | -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 1-a<br>0<br>0<br>a |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>1 | | 1 |
| s | si | sj | τ(s\|s,s)ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 1−a<br>0<br>0<br>a |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>1 | | | s | si | sj | τ(s\|s,s)3ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 0<br>1<br>0<br>0 |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 1<br>0<br>0<br>0 |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>1 |
| -1<br>0<br>1<br>2 | ... | 0 |
| s | si | sj | τ(s\|s,s)ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 1−a<br>0<br>0<br>a | | | -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | -1<br>-1<br>-1<br>-1 | 0<br>0<br>0<br>1 |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 1-a<br>0<br>0<br>a |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>1 | | 1 |
| s | si | sj | τ(s\|s,s)ij |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 0<br>0<br>0<br>0 | 1−a<br>0<br>0<br>a | | | -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 1<br>1<br>1<br>1 | 0<br>0<br>0<br>1 |
| --- | --- | --- | --- |
| -1<br>0<br>1<br>2 | 2<br>2<br>2<br>2 | 2<br>2<br>2<br>2 | 0<br>s<br>0<br>1−s | | 0 |
| corpus:low,MRC:high | | | | |
| --- | --- | --- | --- | --- |
| WSJ | Wikipedia-E | Web-E | BNC | MICASE | | | pencil<br>noisy<br>oven<br>happiness | mileage<br>towel<br>thoughtful<br>bra | doughnut<br>coke<br>steady<br>hunger | sock<br>nickel<br>boring<br>shrimp | bedroom<br>thirsty<br>spoon<br>sunshine |
| --- | --- | --- | --- | --- |
| corpus:high,MRC:low | | | | |
| lire<br>southland<br>gore<br>charter | sonata<br>ha... | 1 |
| corpus:low,MRC:high | | | | |
| --- | --- | --- | --- | --- |
| WSJ | Wikipedia-E | Web-E | BNC | MICASE | | | Model | FrequentWords | RareWords | | | | |
| --- | --- | --- | --- | --- | --- | --- |
| man | including | relatively | unconditional | hydroplane | uploading | |
| word | person<br>anyone<br>children<br>men | like<br>featuring<br>include<br>includes | extremely<br>making<br>very<br>quite | nazi<br>fairly<br>jo... | 0 |
| corpus:low,MRC:high | | | | |
| --- | --- | --- | --- | --- |
| WSJ | Wikipedia-E | Web-E | BNC | MICASE |
| pencil<br>noisy<br>oven<br>happiness | mileage<br>towel<br>thoughtful<br>bra | doughnut<br>coke<br>steady<br>hunger | sock<br>nickel<br>boring<br>shrimp | bedroom<br>thirsty<br>spoon<br>sunshine | | | corpus:high,MRC:low | | | | |
| --- | --- | --- | --- | --- |
| lire<br>southland<br>gore<br>charter | sonata<br>hank<br>aurora<br>belle | dell<br>portal<br>fort<br>enterprise | essence<br>lorry<br>debut<br>rover | hypothesis<br>velocity<br>precipitate<br>mass | | 1 |
| corpus:low,MRC:high | | | | |
| --- | --- | --- | --- | --- |
| WSJ | Wikipedia-E | Web-E | BNC | MICASE |
| pencil<br>noisy<br>oven<br>happiness | mileage<br>towel<br>thoughtful<br>bra | doughnut<br>coke<br>steady<br>hunger | sock<br>nickel<br>boring<br>shrimp | bedroom<br>thirsty<br>spoon<br>sunshine | | | word | person<br>anyone<br>children<br>men | like<br>featuring<br>include<br>includes | extremely<br>making<br>very<br>quite | nazi<br>fairly<br>joints<br>supreme | molybdenum<br>your<br>imperial<br>intervene | -<br>-<br>-<br>- |
| --- | --- | --- | --- | --- | --- | --- |
| BPE<br>LSTM | ii<br>hill<br>text<br>nether... | 0 |
| Commandname | Description |
| --- | --- |
| IDLE | Donothing. |
| BUILDWORKER | Ifthebaseisidle,buildaworker. |
| BUILDBARRACK | Moveaworker(gatheringoridle)toan<br>emptyplaceandbuildabarrack. |
| BUILDMELEEATTACKER | Ifwehaveanidlebarrack,buildanmeleeattacker. |
| BUILDRANGEATTACKER | Ifwehaveanidlebarrack,buildanra... | | ATTACK | Allmeleeandrangeattackersattacktheopponent’sbase. |
| --- | --- |
| ATTACKINRANGE | Allmeleeandrangeattackersattackenemiesinsight. |
| ALLDEFEND | Alltroopsattackenemytroopsnearthebaseandresource. | | 1 |
| Commandname | Description |
| --- | --- |
| IDLE | Donothing. |
| BUILDWORKER | Ifthebaseisidle,buildaworker. |
| BUILDBARRACK | Moveaworker(gatheringoridle)toan<br>emptyplaceandbuildabarrack. |
| BUILDMELEEATTACKER | Ifwehaveanidlebarrack,buildanmeleeattacker. |
| BUILDRANGEATTACKER | Ifwehaveanidlebarrack,buildanra... | | Rank | Code | Name | Example | Count | KW | MW |
| --- | --- | --- | --- | --- | --- | --- |
| 1 | TV | VerbTense | IhopeIgivehavegivenyouenoughdetails | 3324 | ** | 34 |
| 2 | RT | ReplacePreposition | oninJuly | 3311 | ** | 31 |
| 3 | MD | MissingDeterminer | Iwentfortheinterview | 2967 | ** | 57 |
| 4 | FV | Wrong... | 0 |
| Commandname | Description |
| --- | --- |
| IDLE | Donothing. |
| BUILDWORKER | Ifthebaseisidle,buildaworker. |
| BUILDBARRACK | Moveaworker(gatheringoridle)toan<br>emptyplaceandbuildabarrack. |
| BUILDMELEEATTACKER | Ifwehaveanidlebarrack,buildanmeleeattacker. |
| BUILDRANGEATTACKER | Ifwehaveanidlebarrack,buildanra... | | ATTACK | Allmeleeandrangeattackersattacktheopponent’sbase. |
| --- | --- |
| ATTACKINRANGE | Allmeleeandrangeattackersattackenemiesinsight. |
| ALLDEFEND | Alltroopsattackenemytroopsnearthebaseandresource. | | 1 |
| Commandname | Description |
| --- | --- |
| IDLE | Donothing. |
| BUILDWORKER | Ifthebaseisidle,buildaworker. |
| BUILDBARRACK | Moveaworker(gatheringoridle)toan<br>emptyplaceandbuildabarrack. |
| BUILDMELEEATTACKER | Ifwehaveanidlebarrack,buildanmeleeattacker. |
| BUILDRANGEATTACKER | Ifwehaveanidlebarrack,buildanra... | | 6 | MT | MissingPreposition | explaintoyou | 1435 | ** | 22 |
| --- | --- | --- | --- | --- | --- | --- |
| 7 | UD | UnnecessaryDeterminer | acourseattheCornellUniversity | 1321 | | |
| 8 | UT | UnnecessaryPreposition | weneeditoneachminute | 1079 | | |
| 9 | MA | MissingPronoun | becauseitisthebestconference | 9... | 0 |
| Paremeter | Range |
| --- | --- |
| VariableSize | {25,50,100,200,400} | | | SampleSize | {50,100,200,400,800} |
| --- | --- |
| In-degree | {0.75,1,1.25,1.5,1.75} |
| NoiseWeightinLiNGAM | {0.1,0.2,0.3,0.4,0.5} | | 1 |
| Paremeter | Range |
| --- | --- |
| VariableSize | {25,50,100,200,400} | | | Noise | SSC | LRR | SCGSM | GLRR-21 | GLRR-F<br>/KGLRR-proj | KGLRR-cc |
| --- | --- | --- | --- | --- | --- | --- |
| 0.05 | 0.7838 | 0.8667 | 0.8646 | 1 | 1 | 1 |
| 0.1 | 0.7596 | 0.8889 | 0.7091 | 1 | 1 | 1 |
| 0.15 | 0.7475 | 0.9939 | 0.8667 | 1 | 1 | 1 |
| 0.2 | 0.6202 | 0.9960 | 0.7374 | 1 | 1 | 1 |
| 0.25 | 0.... | 0 |
| Paremeter | Range |
| --- | --- |
| VariableSize | {25,50,100,200,400} |
| SampleSize | {50,100,200,400,800} | | | In-degree | {0.75,1,1.25,1.5,1.75} |
| --- | --- |
| NoiseWeightinLiNGAM | {0.1,0.2,0.3,0.4,0.5} | | 1 |
| Paremeter | Range |
| --- | --- |
| VariableSize | {25,50,100,200,400} |
| SampleSize | {50,100,200,400,800} | | | 0.25 | 0.3374 | 0.9960 | 0.7293 | 1 | 1 | 1 |
| --- | --- | --- | --- | --- | --- | --- |
| 0.3 | 0.2020 | 0.8909 | 0.6828 | 1 | 1 | 1 |
| 0.35 | 0.1556 | 0.8263 | 0.2646 | 0.8889 | 0.996 | 0.8566 | | 0 |
| Method | 1000 | 4000 | 16000 | 64000 |
| --- | --- | --- | --- | --- |
| DC | (0.0257,0.0486) | (0.0133,0.0266) | (0.0067,0.0141) | (0.0034,0.0074) |
| HF | (0.0275,0.0538) | (0.0142,0.0305) | (0.0070,0.0154) | (0.0035,0.0079) |
| BD | (0.0273,0.0524) | (0.0137,0.0280) | (0.0069,0.0153) | (0.0035,0.0081) |
| (e,e)2∞ ... | | (d,d)2∞ | | | | |
| --- | --- | --- | --- | --- |
| DC | 0.096 | 0.584 | 3.11 | 24.5 |
| HF | 0.987 | 3.14 | 12.0 | 47.3 |
| BD | 19.0 | 77.8 | 322 | 1821 |
| timing(sec) | | | | | | 1 |
| Method | 1000 | 4000 | 16000 | 64000 |
| --- | --- | --- | --- | --- |
| DC | (0.0257,0.0486) | (0.0133,0.0266) | (0.0067,0.0141) | (0.0034,0.0074) |
| HF | (0.0275,0.0538) | (0.0142,0.0305) | (0.0070,0.0154) | (0.0035,0.0079) |
| BD | (0.0273,0.0524) | (0.0137,0.0280) | (0.0069,0.0153) | (0.0035,0.0081) |
| (e,e)2∞ ... | | Method | 1000 | 4000 | 16000 | 64000 |
| --- | --- | --- | --- | --- |
| DC | (0.0102,0.0137) | (0.0034,0.0048) | (0.0014,0.0020) | (0.0010,0.0014) |
| HF | (0.0023,0.0078) | (0.0010,0.0036) | (0.0011,0.0030) | (0.0009,0.0016) |
| BD | (0.0131,0.0300) | (0.0054,0.0150) | (0.0040,0.0092) | (0.0023,0.0051) |
| (e,e)2∞ ... | 0 |
| Method | 1000 | 4000 | 16000 | 64000 |
| --- | --- | --- | --- | --- |
| DC | (0.0257,0.0486) | (0.0133,0.0266) | (0.0067,0.0141) | (0.0034,0.0074) |
| HF | (0.0275,0.0538) | (0.0142,0.0305) | (0.0070,0.0154) | (0.0035,0.0079) |
| BD | (0.0273,0.0524) | (0.0137,0.0280) | (0.0069,0.0153) | (0.0035,0.0081) |
| (e,e)2∞ ... | | HF | 0.987 | 3.14 | 12.0 | 47.3 |
| --- | --- | --- | --- | --- |
| BD | 19.0 | 77.8 | 322 | 1821 |
| timing(sec) | | | | | | 1 |
| Method | 1000 | 4000 | 16000 | 64000 |
| --- | --- | --- | --- | --- |
| DC | (0.0257,0.0486) | (0.0133,0.0266) | (0.0067,0.0141) | (0.0034,0.0074) |
| HF | (0.0275,0.0538) | (0.0142,0.0305) | (0.0070,0.0154) | (0.0035,0.0079) |
| BD | (0.0273,0.0524) | (0.0137,0.0280) | (0.0069,0.0153) | (0.0035,0.0081) |
| (e,e)2∞ ... | | HF | (0.0638,12.9485) | (0.0270,1.4460) | (0.0169,1.3563) | (0.0085,0.8276) |
| --- | --- | --- | --- | --- |
| BD | (0.0829,0.6582) | (0.0547,0.9318) | (0.0313,1.0055) | (0.0192,1.1988) |
| (d,d)2∞ | | | | |
| DC | 0.152 | 0.636 | 4.54 | 26.9 |
| HF | 1.03 | 3.14 | 12.7 | 53.7 |
| BD | 28.4 | 182 | 744 | 3395 |
... | 0 |
| N33 | N43 | N63 | N73 | N16 | N26 | N46 | N18 | N28 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6blocks | | | | | | | | |
| C11 | C11-C12 | C11-C13 | C11-C14 | C11-C12 | C11-C18 | C11 | C11-C12 | C11-C18 |
| | | | | | | | | |
| C21 | C21-C22 | C21-C23 | C21-C24 | C21-C23 | C21-C28 | C... | | C31 | C31-C32 | C31-C33 | C31-C34 | C31-C33 | C31-C38 | C31 | C31-C32 | C31-C35 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| | | | | | | | | | | 1 |
| N33 | N43 | N63 | N73 | N16 | N26 | N46 | N18 | N28 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6blocks | | | | | | | | |
| C11 | C11-C12 | C11-C13 | C11-C14 | C11-C12 | C11-C18 | C11 | C11-C12 | C11-C18 |
| | | | | | | | | |
| C21 | C21-C22 | C21-C23 | C21-C24 | C21-C23 | C21-C28 | C... | | | 0 | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | 9 | a | b | c | d | e | f |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 0 | 3f | 20 | 9a | f9 | 5c | 43 | d8 | a4 | bb | 7d | 1e | 85 | c7 | 62 | e6 | 1 |
| 1 | 8c | b9 | 80 | 39 | a1 | 9c | ce | a6 | 2c | 97 | 5d | 9... | 0 |
| N33 | N43 | N63 | N73 | N16 | N26 | N46 | N18 | N28 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6blocks | | | | | | | | |
| C11 | C11-C12 | C11-C13 | C11-C14 | C11-C12 | C11-C18 | C11 | C11-C12 | C11-C18 |
| | | | | | | | | |
| C21 | C21-C22 | C21-C23 | C21-C24 | C21-C23 | C21-C28 | C... | | C31 | C31-C32 | C31-C33 | C31-C34 | C31-C33 | C31-C38 | C31 | C31-C32 | C31-C35 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| | | | | | | | | |
| | | | | | | | | | | 1 |
| N33 | N43 | N63 | N73 | N16 | N26 | N46 | N18 | N28 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 6blocks | | | | | | | | |
| C11 | C11-C12 | C11-C13 | C11-C14 | C11-C12 | C11-C18 | C11 | C11-C12 | C11-C18 |
| | | | | | | | | |
| C21 | C21-C22 | C21-C23 | C21-C24 | C21-C23 | C21-C28 | C... | | 6 | 5e | 25 | 4 | 41 | 69 | 95 | 72 | 34 | 75 | 4d | 31 | ac | 26 | f0 | b2 | 83 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 7 | 2 | a | 84 | 5a | 57 | 86 | ff | 1f | 30 | 14 | 36 | 88 | d2 | d7 | 70 | 74 |
| 8 | b1 | 6 | d3 | 98 | 87 | 8e | 38 | 77 | 99 ... | 0 |
| Task-Dataset | VarianceofK |
| --- | --- |
| NER-DNA(10-foldCV) | 0.0000223 |
| NER-cellType(10-foldCV) | 0.0000211 |
| NER-protein(10-foldCV) | 0.0000074 |
| Reuters(10Categories) | 0.0000298 |
| 20Newsgroups(20Categories) | 0.0000739 |
| WebKBStudent(10-foldCV) | 0.0000137 | | | WebKBProject(10-foldCV) | 0.0000190 |
| --- | --- |
| WebKBFaculty(10-foldCV) | 0.0000115 |
| WebKBCourse(10-foldCV) | 0.0000179 |
| TC-spamassassin(10-foldCV) | 0.0000042 |
| TC-TREC-SPAM(10-foldCV) | 0.0000043 |
| Average(macro-avg) | 0.0000209 | | 1 |
| Task-Dataset | VarianceofK |
| --- | --- |
| NER-DNA(10-foldCV) | 0.0000223 |
| NER-cellType(10-foldCV) | 0.0000211 |
| NER-protein(10-foldCV) | 0.0000074 |
| Reuters(10Categories) | 0.0000298 |
| 20Newsgroups(20Categories) | 0.0000739 |
| WebKBStudent(10-foldCV) | 0.0000137 | | | Task-Dataset | SP | V2008 | SC2000 | ZWH2008 | LS2008 | All |
| --- | --- | --- | --- | --- | --- | --- |
| TREC-SPAM<br>(10-foldAVG) | 2100 | 56000 | 3900 | 29220 | 3160 | 56000 |
| 98.33 | 98.47 | 98.41 | 98.44 | 96.63 | 98.47 | |
| 20Newsgroups<br>(20-catAVG) | 678 | 181 | 1984 | 1340 | 1669 | 11280 |
| 60.85 | 1... | 0 |
| Task-Dataset | VarianceofK |
| --- | --- |
| NER-DNA(10-foldCV) | 0.0000223 | | | NER-cellType(10-foldCV) | 0.0000211 |
| --- | --- |
| NER-protein(10-foldCV) | 0.0000074 |
| Reuters(10Categories) | 0.0000298 |
| 20Newsgroups(20Categories) | 0.0000739 |
| WebKBStudent(10-foldCV) | 0.0000137 |
| WebKBProject(10-foldCV) | 0.0000190 |
| WebKBFaculty(10-foldCV) | 0.0000115 |
| WebKBCourse(10-foldCV) |... | 1 |
| Task-Dataset | VarianceofK |
| --- | --- |
| NER-DNA(10-foldCV) | 0.0000223 | | | 82.40 | 84.31 | 84.73 | 84.51 | 74.74 | 84.31 | |
| --- | --- | --- | --- | --- | --- | --- |
| NER-cellType<br>(10-foldAVG) | 3840 | 29600 | 5540 | 11580 | 4580 | 67220 |
| 86.15 | 86.87 | 87.19 | 87.32 | 85.65 | 87.83 | |
| Reuters<br>(10-catAVG) | 484 | 6762 | 1196 | 650 | 1272 | 9580 |
| 74.29 | 65.81 | 73.88 |... | 0 |
| Sample | Outdegree | |
| --- | --- | --- |
| | Avg | Max | | | AStatesOnLastHalf<br>AStatesOnLastQuarter<br>AStepsOnLastHalf<br>AStepsOnLastQuarter | 8.03<br>7.80<br>7.01<br>6.95 | 656<br>1,031<br>916<br>1,041 |
| --- | --- | --- |
| BStatesOnLastHalf<br>BStatesOnLastQuarter<br>BStepsOnLastHalf<br>BStepsOnLastQuarter | 46.76<br>47.08<br>6.63<br>6.63 | 27,994<br>27,994<br>822<br>... | 1 |
| Sample | Outdegree | |
| --- | --- | --- |
| | Avg | Max | | | −20<br>γ=1e | Full<br>γ=0.2 | Full<br>γ=0.5 | Full<br>γ=0.9 | Partial<br>γ=0.2 | Partial<br>γ=0.5 | Partial<br>γ=0.9 | Greedy<br>Sample | Pool<br>Seg |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 29.53 | 28.96 | 28.03 | 29.27 | 28.83 | 28.33 | 28.23 | 27.76 | 29.19 |
| 31.17 | 30.67 | 31.61 | 30.80 | 32... | 0 |
| Sample | Outdegree | |
| --- | --- | --- |
| | Avg | Max |
| AStatesOnLastHalf<br>AStatesOnLastQuarter<br>AStepsOnLastHalf<br>AStepsOnLastQuarter | 8.03<br>7.80<br>7.01<br>6.95 | 656<br>1,031<br>916<br>1,041 | | | BStatesOnLastHalf<br>BStatesOnLastQuarter<br>BStepsOnLastHalf<br>BStepsOnLastQuarter | 46.76<br>47.08<br>6.63<br>6.63 | 27,994<br>27,994<br>822<br>1,003 |
| --- | --- | --- |
| CVR<br>CPR<br>CRandom | 59.06<br>60.22<br>57.82 | 26,423<br>62,021<br>11,138 | | 1 |
| Sample | Outdegree | |
| --- | --- | --- |
| | Avg | Max |
| AStatesOnLastHalf<br>AStatesOnLastQuarter<br>AStepsOnLastHalf<br>AStepsOnLastQuarter | 8.03<br>7.80<br>7.01<br>6.95 | 656<br>1,031<br>916<br>1,041 | | | 46.38 | 45.79 | 45.88 | 42.04 | 45.20 | 45.23 | 44.42 | 43.56 | 40.40 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 26.72 | 26.93 | 26.35 | 26.51 | 26.07 | 26.41 | 27.51 | 23.81 | 24.56 |
| 33.45 | 33.08 | 32.96 | 32.16 | 33.15 | 33.01 | 32.77 | 31.09 | 31.33 | | 0 |
| Numberofatoms | Bestvalueobtained | Bestvalueknown |
| --- | --- | --- |
| 19 | -72.659782 | -72.659782 |
| 20 | -77.177043 | -77.177043 |
| 21 | -81.684571 | -81.684571 |
| 22 | -86.573675 | -86.809782 |
| 23 | -92.844461 | -92.844472 |
| 24 | -97.348815 | -97.348815 |
| 25 | -102.372663 | -102.372663 |
| 27 | -112.... | | 288 | -1850.010789 | -1850.010842 |
| --- | --- | --- |
| 293 | -1888.427022 | -1888.427400 |
| 298 | -1927.638727 | -1927.638785 |
| 300 | -1942.106181 | -1942.106775 |
| 301 | -1949.340973 | -1949.341015 |
| 304 | -1971.044089 | -1971.044144 |
| 308 | -1999.983235 | -1999.983300 | | 1 |
| Numberofatoms | Bestvalueobtained | Bestvalueknown |
| --- | --- | --- |
| 19 | -72.659782 | -72.659782 |
| 20 | -77.177043 | -77.177043 |
| 21 | -81.684571 | -81.684571 |
| 22 | -86.573675 | -86.809782 |
| 23 | -92.844461 | -92.844472 |
| 24 | -97.348815 | -97.348815 |
| 25 | -102.372663 | -102.372663 |
| 27 | -112.... | | 114 | 114 | 2 | 0.020s | 0.008s | 0.017s | 0.028s |
| --- | --- | --- | --- | --- | --- | --- |
| 682 | 676 | 0 | 0.058s | 0.036s | 0.053s | 0.073s |
| 2,286 | 2,254 | 8 | 0.22s | 0.10s | 0.11s | 0.16s |
| 7,397 | 7,163 | 28 | 0.64s | 0.29s | 0.26s | 0.37s |
| 19,619 | 18,315 | 94 | 2.87s | 0.79s | 0.49s | 0.70s |
| ... | 0 |
| Numberofatoms | Bestvalueobtained | Bestvalueknown |
| --- | --- | --- |
| 19 | -72.659782 | -72.659782 |
| 20 | -77.177043 | -77.177043 |
| 21 | -81.684571 | -81.684571 |
| 22 | -86.573675 | -86.809782 |
| 23 | -92.844461 | -92.844472 |
| 24 | -97.348815 | -97.348815 |
| 25 | -102.372663 | -102.372663 | | | 27 | -112.825517 | -112.873584 |
| --- | --- | --- |
| 30 | -128.096960 | -128.286571 |
| 34 | -150.044528 | -150.044528 |
| 44 | -207.631655 | -207.688728 |
| 49 | -239.091863 | -239.091864 |
| 56 | -283.324945 | -283.643105 |
| 65 | -334.014007 | -334.971532 |
| 67 | -347.053308 | -347.252007 |
| 84 | -452.267210 |... | 1 |
| Numberofatoms | Bestvalueobtained | Bestvalueknown |
| --- | --- | --- |
| 19 | -72.659782 | -72.659782 |
| 20 | -77.177043 | -77.177043 |
| 21 | -81.684571 | -81.684571 |
| 22 | -86.573675 | -86.809782 |
| 23 | -92.844461 | -92.844472 |
| 24 | -97.348815 | -97.348815 |
| 25 | -102.372663 | -102.372663 | | | | 264,463,730 | 49,114 | | 6h22m56s | 67m31s | 46m37s |
| --- | --- | --- | --- | --- | --- | --- |
| | 1,852,158,881 | 145,276 | | | 10h25m45s | 7h43m57s | | 0 |
| | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 | | | O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| --- | --- | --- | --- | --- | --- | --- |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 1 |
| | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 |
| O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 | | | | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 18.9 | 17.8 | 18.9 | 19.4 | 18.6 | 20.0 |
| O2 | 18.7 | 17.9 | 18.7 | 19.3 | 18.4 | 19.8 |
| O3 | 17.9 | 17.2 | 17.7 | 18.3 | 17.9 | 18.8 |
| O4 | 18.6 | 17.7 | 18.5 | 19.1 | 19.0 | 19.7 |
| O5 | 18.7 | 17.6 | 18.4 | 18.9 | 19.1 | 19.... | 0 |
| | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 | | | O4 | 0.310 | 0.307 | 0.265 | 0.238 | 0.236 | 0.212 |
| --- | --- | --- | --- | --- | --- | --- |
| O5 | 0.344 | 0.321 | 0.297 | 0.256 | 0.251 | 0.231 |
| O6 | 0.732 | 0.714 | 0.593 | 0.576 | 0.585 | 0.541 | | 1 |
| | M1 | M2 | M3 | M4 | CE | M5 |
| --- | --- | --- | --- | --- | --- | --- |
| O1 | 0.763 | 0.775 | 0.694 | 0.602 | 0.701 | 0.534 |
| O2 | 1.05 | 1.02 | 0.894 | 0.838 | 0.908 | 0.752 |
| O3 | 0.781 | 0.693 | 0.674 | 0.571 | 0.561 | 0.549 | | | O5 | 18.7 | 17.6 | 18.4 | 18.9 | 19.1 | 19.5 |
| --- | --- | --- | --- | --- | --- | --- |
| O6 | 18.8 | 17.3 | 19.0 | 19.7 | 19.3 | 20.2 | | 0 |
| HPCompaq | |
| --- | --- |
| Processor | Intel(R)Core2DuoE8400 | | | NoofCores | 2 |
| --- | --- |
| CPUSpeed | 3.00GHz |
| RAM | 2GB |
| OS | Debian7.0,LinuxKernel3.16.1 | | 1 |
| HPCompaq | |
| --- | --- |
| Processor | Intel(R)Core2DuoE8400 | | | CPU | Intel(R)Core(TM)i7-4790K4.00Hz |
| --- | --- |
| GPU | GeForceGTX1080Ti |
| RAM | 20GB |
| Harddisk | ToshibaSSD512G |
| System | Ubuntu16.04 | | 0 |
| HPCompaq | |
| --- | --- |
| Processor | Intel(R)Core2DuoE8400 |
| NoofCores | 2 | | | CPUSpeed | 3.00GHz |
| --- | --- |
| RAM | 2GB |
| OS | Debian7.0,LinuxKernel3.16.1 | | 1 |
| HPCompaq | |
| --- | --- |
| Processor | Intel(R)Core2DuoE8400 |
| NoofCores | 2 | | | RAM | 20GB |
| --- | --- |
| Harddisk | ToshibaSSD512G |
| System | Ubuntu16.04 | | 0 |
| Class | m | \|V\| | Solved<br>(outof10) | #OKPnodes | #OPPnodes |
| --- | --- | --- | --- | --- | --- |
| Min | Av | Max | Min | Av | Max | | | I | 20<br>30<br>40<br>20<br>20 | 20<br>30<br>40<br>60<br>80 | 10<br>10<br>9<br>9<br>8 | 5<br>19<br>40<br>31<br>82 | 57<br>307<br>933<br>231<br>336 | 174<br>914<br>3826<br>677<br>943 | 0<br>0<br>0<br>1<br>234 | 8<br>158<br>431<br>287<br>147864 | 23<br>969<br>2411<br>1018<br>727719 |
| --- | --- | --- | --- | --- | ---... | 1 |
| Class | m | \|V\| | Solved<br>(outof10) | #OKPnodes | #OPPnodes |
| --- | --- | --- | --- | --- | --- |
| Min | Av | Max | Min | Av | Max | | | | | | | | |
| --- | --- | --- | --- | --- | --- |
| frb30-15-1 | t<br>c<br>r<br>n | 22,3<br>16,5M<br>105626<br>3863 | 20,9<br>11,1M<br>70924<br>3858 | 29,3<br>16,4M<br>102724<br>4138 | 14,1<br>7,5M<br>46727<br>2499 |
| frb30-15-2 | t<br>c<br>r<br>n | 84,9<br>45,7M<br>311040<br>15457 | 29,7<br>21,8M<br>149119<br... | 0 |
| Class | m | \|V\| | Solved<br>(outof10) | #OKPnodes | #OPPnodes | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Min | Av | Max | Min | Av | Max | | | | |
| I | 20<br>30<br>40<br>20<br>20 | 20<br>30<br>40<br>60<br>80 | 10<br>10<br>9<br>9<br>8 | 5<br>19<br>40<br>31<br>82 | 57<br>307<br... | | II | 20<br>30<br>40<br>20<br>20 | 20<br>30<br>40<br>60<br>80 | 10<br>10<br>8<br>7<br>6 | 6<br>28<br>32<br>36<br>62 | 139<br>548<br>5062<br>297<br>536 | 1038<br>1568<br>28754<br>571<br>1110 | 0<br>0<br>2<br>5<br>83 | 305<br>2873<br>14910<br>237144<br>168530 | 2699<br>26866<br>84975<br>1633573<br>280688 |
| --- | --- |... | 1 |
| Class | m | \|V\| | Solved<br>(outof10) | #OKPnodes | #OPPnodes | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| Min | Av | Max | Min | Av | Max | | | | |
| I | 20<br>30<br>40<br>20<br>20 | 20<br>30<br>40<br>60<br>80 | 10<br>10<br>9<br>9<br>8 | 5<br>19<br>40<br>31<br>82 | 57<br>307<br... | | frb35-17-1 | t<br>c<br>r<br>n | 125,8<br>93,9M<br>533694<br>18587 | 193,7<br>144M<br>836462<br>40698 | 118<br>89,7M<br>514258<br>19167 | 250,9<br>180,9M<br>1,03M<br>50611 |
| --- | --- | --- | --- | --- | --- |
| rand-2-30-15 | t<br>c<br>r<br>n | 1240<br>114,5M<br>922251<br>28725 | 74,4<br>53M<br>443792<br>19846 | 98... | 0 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.