premise string | hypothesis string | label int64 |
|---|---|---|
| Item | Statistics |
| --- | --- |
| SpatialCoverage | UnitedStates |
| TemporalCoverage | Aug,2010toSep,2012 | | | VocabularySize | 40,173 |
| --- | --- |
| Num.Documents | 5,298,978 | | 1 |
| Item | Statistics |
| --- | --- |
| SpatialCoverage | UnitedStates |
| TemporalCoverage | Aug,2010toSep,2012 | | | Totalvocabularysize | 768,298 |
| --- | --- |
| Mediandocumentlength | 346characters |
| Mediannumberofwords | 54 |
| Mediansentencelength | 51characters |
| MedianNbrofwordsinsentence | 8 | | 0 |
| Item | Statistics |
| --- | --- |
| SpatialCoverage | UnitedStates |
| TemporalCoverage | Aug,2010toSep,2012 | | | VocabularySize | 40,173 |
| --- | --- |
| Num.Documents | 5,298,978 | | 1 |
| Item | Statistics |
| --- | --- |
| SpatialCoverage | UnitedStates |
| TemporalCoverage | Aug,2010toSep,2012 | | | Mediansentencelength | 51characters |
| --- | --- |
| MedianNbrofwordsinsentence | 8 | | 0 |
| Dataset | Average<br>FPCR | Average<br>TPCR | Average<br>FPC1PR | Average<br>TPC1PR | AverageFP<br>MCSrank | AverageFP<br>MC1PSrank |
| --- | --- | --- | --- | --- | --- | --- |
| (2,2) | 0.20 | 0.05 | 0.66 | 0.82 | 39.65 | 15.47 |
| (3,2) | 0.20 | 0.06 | 0.67 | 0.76 | 38.48 | 19.27 |
| (4,2) | 0.21 | 0.06 | 0.61 | 0... | | (5,2) | 0.21 | 0.05 | 0.59 | 0.69 | 38.37 | 19.57 |
| --- | --- | --- | --- | --- | --- | --- |
| (2,5) | 0.21 | 0.07 | 0.69 | 0.79 | 39.53 | 17.72 |
| (3,5) | 0.21 | 0.07 | 0.63 | 0.73 | 38.33 | 18.72 |
| (4,5) | 0.21 | 0.06 | 0.60 | 0.65 | 38.16 | 21.19 |
| (5,5) | 0.21 | 0.06 | 0.59 | 0.65 | 37.91 | 21.33 |
| (2,1... | 1 |
| Dataset | Average<br>FPCR | Average<br>TPCR | Average<br>FPC1PR | Average<br>TPC1PR | AverageFP<br>MCSrank | AverageFP<br>MC1PSrank |
| --- | --- | --- | --- | --- | --- | --- |
| (2,2) | 0.20 | 0.05 | 0.66 | 0.82 | 39.65 | 15.47 |
| (3,2) | 0.20 | 0.06 | 0.67 | 0.76 | 38.48 | 19.27 |
| (4,2) | 0.21 | 0.06 | 0.61 | 0... | | Dataset | c | DPBook | EM | SVT | | | | |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1:1 | 1:3 | 1:k | 1:k | 1:1 | | | | |
| BMS-PO | 50 | 0.061 | 0.001 | 0.010 | 0.008 | 0.015 | 0.008 | 0.002 |
| 100 | 0.561 | 0.006 | 0.242 | 0.087 | 0.070 | 0.046 | 0.049 | |
| 150 | 0.674 | 0.048 | 0.502 | 0... | 0 |
| Dataset | Average<br>FPCR | Average<br>TPCR | Average<br>FPC1PR | Average<br>TPC1PR | AverageFP<br>MCSrank | AverageFP<br>MC1PSrank |
| --- | --- | --- | --- | --- | --- | --- |
| (2,2) | 0.20 | 0.05 | 0.66 | 0.82 | 39.65 | 15.47 |
| (3,2) | 0.20 | 0.06 | 0.67 | 0.76 | 38.48 | 19.27 | | | (4,2) | 0.21 | 0.06 | 0.61 | 0.73 | 39.35 | 18.45 |
| --- | --- | --- | --- | --- | --- | --- |
| (5,2) | 0.21 | 0.05 | 0.59 | 0.69 | 38.37 | 19.57 |
| (2,5) | 0.21 | 0.07 | 0.69 | 0.79 | 39.53 | 17.72 |
| (3,5) | 0.21 | 0.07 | 0.63 | 0.73 | 38.33 | 18.72 |
| (4,5) | 0.21 | 0.06 | 0.60 | 0.65 | 38.16 | 21.19 |
| (5,5... | 1 |
| Dataset | Average<br>FPCR | Average<br>TPCR | Average<br>FPC1PR | Average<br>TPC1PR | AverageFP<br>MCSrank | AverageFP<br>MC1PSrank |
| --- | --- | --- | --- | --- | --- | --- |
| (2,2) | 0.20 | 0.05 | 0.66 | 0.82 | 39.65 | 15.47 |
| (3,2) | 0.20 | 0.06 | 0.67 | 0.76 | 38.48 | 19.27 | | | Kosarak | 50 | 0.731 | 0.000 | 0.027 | 0.010 | 0.008 | 0.006 | 0.004 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 100 | 0.984 | 0.033 | 0.932 | 0.658 | 0.346 | 0.398 | 0.777 | |
| 150 | 0.986 | 0.139 | 0.974 | 0.932 | 0.836 | 0.850 | 0.931 | |
| 200 | 0.987 | 0.218 | 0.981 | 0.969 | 0.936 | 0.955 | 0... | 0 |
| Noise | Image | WNN-I | WNN | LNN | TNNwithr=1 | Swithp=0.1p |
| --- | --- | --- | --- | --- | --- | --- |
| σ=10 | airplane | 34.732 | 34.352 | 34.130 | 30.146 | 34.495 |
| boat | 33.727 | 33.186 | 33.309 | 30.023 | 33.512 | |
| couple | 33.735 | 33.247 | 33.240 | 30.019 | 33.551 | |
| fingerprint | 31.069 | 30.907... | | couple | 27.698 | 26.893 | 27.198 | 25.885 | 27.046 | |
| --- | --- | --- | --- | --- | --- | --- |
| fingerprint | 24.919 | 24.637 | 24.776 | 24.193 | 24.790 | |
| hill | 28.472 | 27.759 | 28.013 | 26.436 | 27.868 | |
| Lena | 29.929 | 29.060 | 29.167 | 26.970 | 29.186 | |
| man | 27.897 | 27.337 | 27.535 | 26.08... | 1 |
| Noise | Image | WNN-I | WNN | LNN | TNNwithr=1 | Swithp=0.1p |
| --- | --- | --- | --- | --- | --- | --- |
| σ=10 | airplane | 34.732 | 34.352 | 34.130 | 30.146 | 34.495 |
| boat | 33.727 | 33.186 | 33.309 | 30.023 | 33.512 | |
| couple | 33.735 | 33.247 | 33.240 | 30.019 | 33.551 | |
| fingerprint | 31.069 | 30.907... | | | BMCNN | woBMCNN | DnCNN |
| --- | --- | --- | --- |
| Cameraman | 30.20 | 30.08 | 30.11 |
| Lena | 32.53 | 32.45 | 32.48 |
| Barbara | 30.58 | 29.91 | 29.94 |
| Boat | 30.25 | 30.17 | 30.21 |
| Couple | 30.12 | 30.09 | 30.10 |
| Fingerprint | 28.01 | 27.61 | 27.64 |
| Hill | 30.00 | 29.96 | 29.99 |
| House | 33.32... | 0 |
| Noise | Image | WNN-I | WNN | LNN | TNNwithr=1 | Swithp=0.1p |
| --- | --- | --- | --- | --- | --- | --- |
| σ=10 | airplane | 34.732 | 34.352 | 34.130 | 30.146 | 34.495 |
| boat | 33.727 | 33.186 | 33.309 | 30.023 | 33.512 | |
| couple | 33.735 | 33.247 | 33.240 | 30.019 | 33.551 | |
| fingerprint | 31.069 | 30.907... | | boat | 22.737 | 21.690 | 21.842 | 21.623 | 21.853 |
| --- | --- | --- | --- | --- | --- |
| couple | 22.631 | 21.530 | 21.691 | 21.607 | 21.681 |
| fingerprint | 20.079 | 19.253 | 19.384 | 18.991 | 19.417 |
| hill | 23.597 | 22.406 | 22.605 | 22.583 | 22.609 |
| Lena | 24.531 | 22.660 | 22.881 | 22.749 | 23.051 |
| ma... | 1 |
| Noise | Image | WNN-I | WNN | LNN | TNNwithr=1 | Swithp=0.1p |
| --- | --- | --- | --- | --- | --- | --- |
| σ=10 | airplane | 34.732 | 34.352 | 34.130 | 30.146 | 34.495 |
| boat | 33.727 | 33.186 | 33.309 | 30.023 | 33.512 | |
| couple | 33.735 | 33.247 | 33.240 | 30.019 | 33.551 | |
| fingerprint | 31.069 | 30.907... | | Couple | 30.12 | 30.09 | 30.10 |
| --- | --- | --- | --- |
| Fingerprint | 28.01 | 27.61 | 27.64 |
| Hill | 30.00 | 29.96 | 29.99 |
| House | 33.32 | 33.20 | 33.23 |
| Jetplane | 32.17 | 32.02 | 32.06 |
| Man | 30.06 | 30.04 | 30.06 |
| Montage | 33.47 | 33.02 | 32.97 |
| Peppers | 30.93 | 30.81 | 30.80 |
| Average |... | 0 |
| parameter | value | parameter | value | parameter | value |
| --- | --- | --- | --- | --- | --- |
| Ron | 10 | Roff | 1 | vc | 1 |
| α | 60 | C | 10 | k | ∞ | | | Vt | 0 | γ | 60 | q | 10 |
| --- | --- | --- | --- | --- | --- |
| m0 | −400 | m1 | 400 | imin | 10 |
| imax | 20 | ki | 10 | ks | 10 |
| δs | 0 | δi | 0 | | | | 1 |
| parameter | value | parameter | value | parameter | value |
| --- | --- | --- | --- | --- | --- |
| Ron | 10 | Roff | 1 | vc | 1 |
| α | 60 | C | 10 | k | ∞ | | | SSC | LRSC | ENSC | KMP |
| --- | --- | --- | --- |
| α | τα | λλλ123 | kλ |
| 25 | 55 | 0.10.11 | 1000.1 |
| 200 | 100100 | 0.10.11000 | 1000.1 |
| 120 | -- | --- | -- |
| - | -- | --- | -- | | 0 |
| parameter | value | parameter | value | parameter | value |
| --- | --- | --- | --- | --- | --- |
| Ron | 10 | Roff | 1 | vc | 1 | | | α | 60 | C | 10 | k | ∞ |
| --- | --- | --- | --- | --- | --- |
| Vt | 0 | γ | 60 | q | 10 |
| m0 | −400 | m1 | 400 | imin | 10 |
| imax | 20 | ki | 10 | ks | 10 |
| δs | 0 | δi | 0 | | | | 1 |
| parameter | value | parameter | value | parameter | value |
| --- | --- | --- | --- | --- | --- |
| Ron | 10 | Roff | 1 | vc | 1 | | | 200 | 100100 | 0.10.11000 | 1000.1 |
| --- | --- | --- | --- |
| 120 | -- | --- | -- |
| - | -- | --- | -- | | 0 |
| | Sentence1 | Sentence2 |
| --- | --- | --- |
| 1 | tableshowresult | tableexpressresult |
| 2 | tableshowresult | tablepictureresult |
| 3 | mapshowlocation | mappicturelocation |
| 4 | mapshowlocation | mapexpresslocation | | | 5 | childshowinterest | childpictureinterest |
| --- | --- | --- |
| 6 | childshowinterest | childexpressinterest | | 1 |
| | Sentence1 | Sentence2 |
| --- | --- | --- |
| 1 | tableshowresult | tableexpressresult |
| 2 | tableshowresult | tablepictureresult |
| 3 | mapshowlocation | mappicturelocation |
| 4 | mapshowlocation | mapexpresslocation | | | | Sentence1 | Sentence2 |
| --- | --- | --- |
| 1 | thesystemmetthecriterion | thesystemvisitedthecriterion |
| 2 | thesystemmetthecriterion | thesystemsatisfiedthecriterion |
| 3 | thechildmetthehouse | thechildvisitedthehouse |
| 4 | thechildmetthehouse | thechildsatisfiedthehouse |
| 5 | thechildshowedinterest | th... | 0 |
| | Sentence1 | Sentence2 |
| --- | --- | --- |
| 1 | tableshowresult | tableexpressresult | | | 2 | tableshowresult | tablepictureresult |
| --- | --- | --- |
| 3 | mapshowlocation | mappicturelocation |
| 4 | mapshowlocation | mapexpresslocation |
| 5 | childshowinterest | childpictureinterest |
| 6 | childshowinterest | childexpressinterest | | 1 |
| | Sentence1 | Sentence2 |
| --- | --- | --- |
| 1 | tableshowresult | tableexpressresult | | | 2 | thesystemmetthecriterion | thesystemsatisfiedthecriterion |
| --- | --- | --- |
| 3 | thechildmetthehouse | thechildvisitedthehouse |
| 4 | thechildmetthehouse | thechildsatisfiedthehouse |
| 5 | thechildshowedinterest | thechildpicturedinterest |
| 6 | thechildshowedinterest | thechildexpressedinterest |
| 7 | the... | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed(R-NMS) | 0.82 | 0.80 | 0.81 |
| Proposed(T-NMS) | 0.81 | 0.80 | 0.80 |
| Liuetal. | 0.73 | 0.68 | 0.71 | | | Tianetal. | 0.74 | 0.52 | 0.61 |
| --- | --- | --- | --- |
| Zhangetal. | 0.71 | 0.43 | 0.54 |
| StradVision2 | 0.77 | 0.37 | 0.50 |
| StradVision1 | 0.53 | 0.46 | 0.50 |
| NJU-Text | 0.70 | 0.36 | 0.47 |
| AJOU | 0.47 | 0.47 | 0.47 |
| HUSTMCLAB | 0.44 | 0.38 | 0.41 | | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed(R-NMS) | 0.82 | 0.80 | 0.81 |
| Proposed(T-NMS) | 0.81 | 0.80 | 0.80 |
| Liuetal. | 0.73 | 0.68 | 0.71 | | | Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed | 0.71 | 0.43 | 0.54 |
| StradVision-2 | 0.77 | 0.37 | 0.50 |
| StradVision-1 | 0.53 | 0.46 | 0.50 |
| NJUText | 0.70 | 0.36 | 0.47 |
| AJOU | 0.47 | 0.47 | 0.47 |
| HUSTMCLAB | 0.44 | 0.38 | 0.41 |
| Deep2Text-MO | 0.50 | 0.32 | 0.39 |... | 0 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed(R-NMS) | 0.82 | 0.80 | 0.81 | | | Proposed(T-NMS) | 0.81 | 0.80 | 0.80 |
| --- | --- | --- | --- |
| Liuetal. | 0.73 | 0.68 | 0.71 |
| Tianetal. | 0.74 | 0.52 | 0.61 |
| Zhangetal. | 0.71 | 0.43 | 0.54 |
| StradVision2 | 0.77 | 0.37 | 0.50 |
| StradVision1 | 0.53 | 0.46 | 0.50 |
| NJU-Text | 0.70 | 0.36 | 0.47 |
| AJOU | 0.47 | 0.47 | 0.47 |
| HUSTMC... | 1 |
| Algorithm | Precision | Recall | F-measure |
| --- | --- | --- | --- |
| Proposed(R-NMS) | 0.82 | 0.80 | 0.81 | | | AJOU | 0.47 | 0.47 | 0.47 |
| --- | --- | --- | --- |
| HUSTMCLAB | 0.44 | 0.38 | 0.41 |
| Deep2Text-MO | 0.50 | 0.32 | 0.39 |
| CNNProposal | 0.35 | 0.34 | 0.35 |
| TextCatcher-2 | 0.25 | 0.34 | 0.29 | | 0 |
| Input<br>Points | Cube<br>10,000 | Cube<br>100,000 | Cube<br>1,000,000 | Ball<br>10,000 | Ball<br>100,000 | Ball<br>200,000 |
| --- | --- | --- | --- | --- | --- | --- |
| Exact | 1.2 | 6 | 72 | 0.23 | 1.88 | 7.43 |
| Approx | 0.3 | 0.7 | 41 | 0.2 | 1.97 | 3.9 |
| Har-Peled | 2 | 16 | 322 | 0.39 | 10 | 41.70 |
| Hybr... | | Har-Peled | 122.71 | 7.96 | 33.27 | 284.69 | 103.88 | 113.8 |
| --- | --- | --- | --- | --- | --- | --- |
| Hybrid1 | 1.29 | 0.75 | 3.22 | 95.19 | 66.65 | 66.93 |
| Hybrid2 | 1.43 | 0.71 | 2.94 | 0.114 | 65.1 | 68.75 |
| Algorithm?? | 0.27 | 2.6 | 6.1 | 23.5 | 26.84 | 27.8 |
| Algorithm??-5 | 0.34 | 3.59 | 7.69 | 44.... | 1 |
| Input<br>Points | Cube<br>10,000 | Cube<br>100,000 | Cube<br>1,000,000 | Ball<br>10,000 | Ball<br>100,000 | Ball<br>200,000 |
| --- | --- | --- | --- | --- | --- | --- |
| Exact | 1.2 | 6 | 72 | 0.23 | 1.88 | 7.43 |
| Approx | 0.3 | 0.7 | 41 | 0.2 | 1.97 | 3.9 |
| Har-Peled | 2 | 16 | 322 | 0.39 | 10 | 41.70 |
| Hybr... | | Cube,n=100,000 | | | | |
| --- | --- | --- | --- | --- |
| Input | d=6 | d=9 | d=12 | d=15 |
| Exact | 73.24 | 235.57 | 1520 | 27520 |
| Approx | 64.63 | 162.47 | 3210 | 16990 |
| Har-Peled | 207.52 | 24020 | 119890 | 138240 |
| Hybrid1 | 87.23 | 180.31 | 17960 | 15450 |
| Hybrid2 | 87.59 | 171.43 | 11800 | 12230... | 0 |
| Input<br>Points | Cube<br>10,000 | Cube<br>100,000 | Cube<br>1,000,000 | Ball<br>10,000 | Ball<br>100,000 | Ball<br>200,000 |
| --- | --- | --- | --- | --- | --- | --- |
| Exact | 1.2 | 6 | 72 | 0.23 | 1.88 | 7.43 |
| Approx | 0.3 | 0.7 | 41 | 0.2 | 1.97 | 3.9 |
| Har-Peled | 2 | 16 | 322 | 0.39 | 10 | 41.70 |
| Hybr... | | Exact | 0.29 | 3.03 | 5.9 | 100.28 | 52.81 | 51.86 |
| --- | --- | --- | --- | --- | --- | --- |
| Approx | 0.27 | 2.8 | 5.7 | 106.08 | 51.92 | 52.53 |
| Har-Peled | 122.71 | 7.96 | 33.27 | 284.69 | 103.88 | 113.8 |
| Hybrid1 | 1.29 | 0.75 | 3.22 | 95.19 | 66.65 | 66.93 |
| Hybrid2 | 1.43 | 0.71 | 2.94 | 0.114 | 65.1... | 1 |
| Input<br>Points | Cube<br>10,000 | Cube<br>100,000 | Cube<br>1,000,000 | Ball<br>10,000 | Ball<br>100,000 | Ball<br>200,000 |
| --- | --- | --- | --- | --- | --- | --- |
| Exact | 1.2 | 6 | 72 | 0.23 | 1.88 | 7.43 |
| Approx | 0.3 | 0.7 | 41 | 0.2 | 1.97 | 3.9 |
| Har-Peled | 2 | 16 | 322 | 0.39 | 10 | 41.70 |
| Hybr... | | Approx | 31.9 | 504 | 589 | 1300 |
| --- | --- | --- | --- | --- |
| Har-Peled | 3040 | 109760 | 127280 | 134070 |
| Hybrid1 | 90 | 2280 | 3240 | 5580 |
| Hybrid2 | 98 | 2020 | 3900 | 5200 |
| Algorithm?? | 5.21 | 6.9 | 7.28 | 9.5 |
| Algorithm??-5 | 7.3 | 9.5 | 12.1 | 16.5 |
| Algorithm??-3 | 4.39 | 5.79 | 7.2 | 8.6... | 0 |
| Cipher | Model | rounds | #linearequ. | #keybits | #Plaintexts | Pr(Success) |
| --- | --- | --- | --- | --- | --- | --- |
| DES<br>DES | HW<br>HW | 1<br>1 | 349<br>349 | 30<br>48 | 10<br>2<br>12<br>2 | 0.79<br>0.99 | | | DES<br>DES | HW<br>HW | 2<br>2 | 728<br>728 | 6<br>48 | 2<br>12<br>2 | 0.97<br>0.95 |
| --- | --- | --- | --- | --- | --- | --- |
| DES<br>DES | HW<br>HW | 3<br>3 | 164<br>164 | 12<br>27 | 2<br>20<br>2 | 0.96<br>0.99 |
| DES<br>DES | HD<br>HD | 2<br>2 | 27<br>27 | 16<br>16 | 2<br>16<br>2 | 0.71<br>0.99 |
| AES<br>AES... | 1 |
| Cipher | Model | rounds | #linearequ. | #keybits | #Plaintexts | Pr(Success) |
| --- | --- | --- | --- | --- | --- | --- |
| DES<br>DES | HW<br>HW | 1<br>1 | 349<br>349 | 30<br>48 | 10<br>2<br>12<br>2 | 0.79<br>0.99 | | | Number<br>ofFlows | Unique<br>ServerIPs | Numberof<br>SSCerts | Selected<br>Ciphersuite |
| --- | --- | --- | --- |
| 332 | 12 | 0 | TLSRSAWITH3DESEDECBCSHA |
| 129 | 38 | 0 | TLSRSAWITH3DESEDECBCSHA |
| 103 | 10 | 89 | TLSRSAWITHAES128CBCSHA |
| 372 | 155 | 3 | TLSECDHERSAWITHAES128GCMSHA256 |
| 1152 | 225 | 52 | TL... | 0 |
| Cipher | Model | rounds | #linearequ. | #keybits | #Plaintexts | Pr(Success) |
| --- | --- | --- | --- | --- | --- | --- |
| DES<br>DES | HW<br>HW | 1<br>1 | 349<br>349 | 30<br>48 | 10<br>2<br>12<br>2 | 0.79<br>0.99 |
| DES<br>DES | HW<br>HW | 2<br>2 | 728<br>728 | 6<br>48 | 2<br>12<br>2 | 0.97<br>0.95 | | | DES<br>DES | HW<br>HW | 3<br>3 | 164<br>164 | 12<br>27 | 2<br>20<br>2 | 0.96<br>0.99 |
| --- | --- | --- | --- | --- | --- | --- |
| DES<br>DES | HD<br>HD | 2<br>2 | 27<br>27 | 16<br>16 | 2<br>16<br>2 | 0.71<br>0.99 |
| AES<br>AES | HW<br>HW | Last<br>Last | 1410<br>1410 | 128<br>128 | 2<br>11<br>2 | 0.80<br>0.99 | | 1 |
| Cipher | Model | rounds | #linearequ. | #keybits | #Plaintexts | Pr(Success) |
| --- | --- | --- | --- | --- | --- | --- |
| DES<br>DES | HW<br>HW | 1<br>1 | 349<br>349 | 30<br>48 | 10<br>2<br>12<br>2 | 0.79<br>0.99 |
| DES<br>DES | HW<br>HW | 2<br>2 | 728<br>728 | 6<br>48 | 2<br>12<br>2 | 0.97<br>0.95 | | | 404 | 138 | 8 | TLSRSAWITH3DESEDECBCSHA |
| --- | --- | --- | --- |
| 891 | 37 | 155 | TLSRSAWITHRC4128MD5 |
| 12,847 | 1 | 0 | TLSDHERSAWITHAES256CBCSHA256 |
| 511 | 120 | 0 | TLSRSAWITH3DESEDECBCSHA |
| 337 | 51 | 0 | TLSRSAWITHRC4128SHA |
| 2,902 | 269 | 507 | TLSRSAWITHRC4128MD5 |
| 733 | 145 | 14 | TLSRSAWITH3DE... | 0 |
| n | xandx12 | xthroughx3n | xn+1 |
| --- | --- | --- | --- |
| 3 | 2.4556264573869506 | 3.5140460449331314 | 1.5613009117434562 |
| 4 | 3.5424450202354296 | 4.920230571592636 | 2.294026685501083 | | | 5 | 4.618609731491003 | 6.336229610465761 | 3.0154193383617174 |
| --- | --- | --- | --- |
| 6 | 5.689328832275783 | 7.753335975414664 | 3.7315531287091606 |
| 7 | 6.757011330006688 | 9.170224016158656 | 4.4448690694127775 |
| 8 | 7.822844123284092 | 10.58670954888685 | 5.15650608100577 |
| 9 | 8.88747045789415 | 12.... | 1 |
| n | xandx12 | xthroughx3n | xn+1 |
| --- | --- | --- | --- |
| 3 | 2.4556264573869506 | 3.5140460449331314 | 1.5613009117434562 |
| 4 | 3.5424450202354296 | 4.920230571592636 | 2.294026685501083 | | | i | xandx12 | xthroughx3i |
| --- | --- | --- |
| 3 | 2.127480103088468 | 2.715029663803688 |
| 4 | 3.2023557495551507 | 4.175556640172782 |
| 5 | 4.270167577054796 | 5.608618419590356 |
| 6 | 5.335126162486634 | 7.033301794415261 |
| 7 | 6.3986555212789265 | 8.454218195486414 |
| 8 | 7.461367172755974 | 9.8731015607... | 0 |
| n | xandx12 | xthroughx3n | xn+1 |
| --- | --- | --- | --- |
| 3 | 2.4556264573869506 | 3.5140460449331314 | 1.5613009117434562 |
| 4 | 3.5424450202354296 | 4.920230571592636 | 2.294026685501083 |
| 5 | 4.618609731491003 | 6.336229610465761 | 3.0154193383617174 |
| 6 | 5.689328832275783 | 7.753335975414664 | 3.731553... | | 9 | 8.88747045789415 | 12.002823667602273 | 5.867063400774457 |
| --- | --- | --- | --- |
| 10 | 9.951267362449125 | 13.41863151261787 | 6.576885724382338 | | 1 |
| n | xandx12 | xthroughx3n | xn+1 |
| --- | --- | --- | --- |
| 3 | 2.4556264573869506 | 3.5140460449331314 | 1.5613009117434562 |
| 4 | 3.5424450202354296 | 4.920230571592636 | 2.294026685501083 |
| 5 | 4.618609731491003 | 6.336229610465761 | 3.0154193383617174 |
| 6 | 5.689328832275783 | 7.753335975414664 | 3.731553... | | 6 | 5.335126162486634 | 7.033301794415261 |
| --- | --- | --- |
| 7 | 6.3986555212789265 | 8.454218195486414 |
| 8 | 7.461367172755974 | 9.873101560726544 |
| 9 | 8.52356722480373 | 11.290758818589284 |
| 10 | 9.585425903496056 | 12.707618366991161 | | 0 |
| Dataset | ExclusivelyDark | MicrosoftCOCO |
| --- | --- | --- |
| Class | NumberofImage | Numberofimage | | | Bicycle | 652 | 603 |
| --- | --- | --- |
| Boat | 679 | 650 |
| Bottle | 547 | 650 |
| Bus | 527 | 564 |
| Car | 638 | 650 |
| Cat | 735 | 650 |
| Chair | 648 | 651 |
| Cup | 519 | 650 |
| Dog | 801 | 650 |
| Motorbike | 503 | 644 |
| People | 609 | 650 |
| Table | 505 | 650 |
| Total | 7,363 | 7,662 | | 1 |
| Dataset | ExclusivelyDark | MicrosoftCOCO |
| --- | --- | --- |
| Class | NumberofImage | Numberofimage | | | Dataset | Size | Dim. | No.Classes |
| --- | --- | --- | --- |
| Balance | 625 | 4 | 3 |
| BUPALiverDisorders | 345 | 6 | 2 |
| Diabetes | 768 | 8 | 2 |
| Sonar | 208 | 60 | 2 |
| Wine | 178 | 13 | 3 |
| Cho’sgene | 307 | 100 | 5 | | 0 |
| Dataset | ExclusivelyDark | MicrosoftCOCO |
| --- | --- | --- |
| Class | NumberofImage | Numberofimage |
| Bicycle | 652 | 603 |
| Boat | 679 | 650 |
| Bottle | 547 | 650 |
| Bus | 527 | 564 |
| Car | 638 | 650 |
| Cat | 735 | 650 |
| Chair | 648 | 651 |
| Cup | 519 | 650 |
| Dog | 801 | 650 |
| Motorbike | 503 | 64... | | Table | 505 | 650 |
| --- | --- | --- |
| Total | 7,363 | 7,662 | | 1 |
| Dataset | ExclusivelyDark | MicrosoftCOCO |
| --- | --- | --- |
| Class | NumberofImage | Numberofimage |
| Bicycle | 652 | 603 |
| Boat | 679 | 650 |
| Bottle | 547 | 650 |
| Bus | 527 | 564 |
| Car | 638 | 650 |
| Cat | 735 | 650 |
| Chair | 648 | 651 |
| Cup | 519 | 650 |
| Dog | 801 | 650 |
| Motorbike | 503 | 64... | | BUPALiverDisorders | 345 | 6 | 2 |
| --- | --- | --- | --- |
| Diabetes | 768 | 8 | 2 |
| Sonar | 208 | 60 | 2 |
| Wine | 178 | 13 | 3 |
| Cho’sgene | 307 | 100 | 5 | | 0 |
| Description | Count |
| --- | --- |
| Requests | 252036 |
| Responses | 251802 | | | URLsaccessed | 503838 |
| --- | --- |
| DistinctURLs | 201628 |
| Distincthosts | 9580 |
| Distincthosts(combined) | 8601 | | 1 |
| Description | Count |
| --- | --- |
| Requests | 252036 |
| Responses | 251802 | | | | Counts |
| --- | --- |
| UniqueURLsCrawled | 1,113,653 |
| UniqueDomainsCrawled | 329,575 |
| UniqueFilteredURLs | 115,337 |
| UniquePoisoneddomains | 1355 |
| FilteredURLs/1000URLscrawled | 103.57 |
| Poisoneddomains/1000domainscrawled | 4.11 | | 0 |
| Description | Count |
| --- | --- |
| Requests | 252036 |
| Responses | 251802 | | | URLsaccessed | 503838 |
| --- | --- |
| DistinctURLs | 201628 |
| Distincthosts | 9580 |
| Distincthosts(combined) | 8601 | | 1 |
| Description | Count |
| --- | --- |
| Requests | 252036 |
| Responses | 251802 | | | UniqueFilteredURLs | 115,337 |
| --- | --- |
| UniquePoisoneddomains | 1355 |
| FilteredURLs/1000URLscrawled | 103.57 |
| Poisoneddomains/1000domainscrawled | 4.11 | | 0 |
| dim | Market-1501 | CUHK03 |
| --- | --- | --- |
| 151020mAP | 151020 | | | | 4,096<br>751<br>2,048<br>751 | 55.4976.2883.5588.9832.36<br>53.6575.4882.9388.5131.60<br>73.0287.4491.2494.7047.62<br>70.5884.9590.0293.5345.84 | 57.1583.5090.8595.70<br>58.8085.8091.9096.25<br>51.6079.6087.7095.00<br>54.8084.2091.7097.60 |
| --- | --- | --- |
| 4,096<br>751<br>2,048<br>751 | 52.2271.5378.9585.0428.9... | 1 |
| dim | Market-1501 | CUHK03 |
| --- | --- | --- |
| 151020mAP | 151020 | | | | H1 | H2open | SNE | SAD | SMD | SDV | SCC | SPL | SAPD | SED | SCL |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 199 | 125302 | 1049866 | 6.62 | 343 | 100.15 | 0.306 | 2.245 | 7.69 | 9 | 7.46 |
| 72.9<br>41.1<br>19.7 | 40712.1<br>24618.2<br>7771.4 | 1048153<br>1035994<br>991498 | 6.61<br>6.5... | 0 |
| dim | Market-1501 | CUHK03 |
| --- | --- | --- |
| 151020mAP | 151020 | |
| 4,096<br>751<br>2,048<br>751 | 55.4976.2883.5588.9832.36<br>53.6575.4882.9388.5131.60<br>73.0287.4491.2494.7047.62<br>70.5884.9590.0293.5345.84 | 57.1583.5090.8595.70<br>58.8085.8091.9096.25<br>51.6079.6087.7095.00<br>54.8084.2091.7097.60 | | | 4,096<br>751<br>2,048<br>751 | 52.2271.5378.9585.0428.95<br>51.1072.2479.4885.6029.91<br>64.4979.4885.0788.9538.16<br>62.2078.3683.7688.8437.91 | 39.9071.4082.3090.00<br>42.3075.0584.3592.00<br>36.9068.4078.7086.70<br>41.7072.7084.2092.50 |
| --- | --- | --- |
| 8,206<br>751<br>4,108<br>751 | 64.6182.0787.8391.7538.9... | 1 |
| dim | Market-1501 | CUHK03 |
| --- | --- | --- |
| 151020mAP | 151020 | |
| 4,096<br>751<br>2,048<br>751 | 55.4976.2883.5588.9832.36<br>53.6575.4882.9388.5131.60<br>73.0287.4491.2494.7047.62<br>70.5884.9590.0293.5345.84 | 57.1583.5090.8595.70<br>58.8085.8091.9096.25<br>51.6079.6087.7095.00<br>54.8084.2091.7097.60 | | | 153 | 113338 | 925872 | 5.53 | 549 | 33.20 | 0.205 | 2.336 | 12.75 | 16 | 12.10 |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 55.7<br>34.5<br>19.2 | 55655.9<br>39689.8<br>16375.4 | 924321<br>915711<br>892140 | 5.52<br>5.47<br>5.33 | 479.1<br>299.7<br>253.9 | 31.73<br>27.18<br>21.87 | 0.206<b... | 0 |
| Datasets | #images#queries#descriptorsEvaluation |
| --- | --- |
| Holidays | 14915004,455,091mAP | | | Oxford | 50635512,534,635mAP |
| --- | --- |
| Ukbench | 102001020019,415,079N-Sscore |
| MirFlickr1M | 1,000,000-502,115,988- | | 1 |
| Datasets | #images#queries#descriptorsEvaluation |
| --- | --- |
| Holidays | 14915004,455,091mAP | | | Dataset | #Images | #Subjects |
| --- | --- | --- |
| AWE | 1000 | 100 |
| AMI | 700 | 100 |
| WPUT | 2071 | 501 |
| IITD | 493 | 125 |
| CP | 102 | 17 |
| UERCTrain | 2304 | 166 |
| Multi-PIEEar | 17183 | 205 | | 0 |
| Datasets | #images#queries#descriptorsEvaluation |
| --- | --- |
| Holidays | 14915004,455,091mAP | | | Oxford | 50635512,534,635mAP |
| --- | --- |
| Ukbench | 102001020019,415,079N-Sscore |
| MirFlickr1M | 1,000,000-502,115,988- | | 1 |
| Datasets | #images#queries#descriptorsEvaluation |
| --- | --- |
| Holidays | 14915004,455,091mAP | | | AMI | 700 | 100 |
| --- | --- | --- |
| WPUT | 2071 | 501 |
| IITD | 493 | 125 |
| CP | 102 | 17 |
| UERCTrain | 2304 | 166 |
| Multi-PIEEar | 17183 | 205 | | 0 |
| Activity | Duration(s) | GBread | GBwritten |
| --- | --- | --- | --- |
| reverseComplement | 11.8 | 0.15 | 0.14 |
| words | 55.9 | 0.29 | 7.05 |
| sortWords | 76.6 | 7.05 | 7.05 |
| w2hd | 425.1 | 7.05 | 11.67 |
| combineFrags | 425.8 | 0.32 | 0.16 |
| csvGenerator | 697.8 | 0.006 | 0.004 |
| filterHits | 2402 | 111.... | | FragHits | 3793.3 | 94.7 | 0.32 |
| --- | --- | --- | --- |
| sortHits | 4457.3 | 111.36 | 111.36 |
| hits | 60058 | 455.24 | 111.36 | | 1 |
| Activity | Duration(s) | GBread | GBwritten |
| --- | --- | --- | --- |
| reverseComplement | 11.8 | 0.15 | 0.14 |
| words | 55.9 | 0.29 | 7.05 |
| sortWords | 76.6 | 7.05 | 7.05 |
| w2hd | 425.1 | 7.05 | 11.67 |
| combineFrags | 425.8 | 0.32 | 0.16 |
| csvGenerator | 697.8 | 0.006 | 0.004 |
| filterHits | 2402 | 111.... | | name | \|V\| | \|E\| | tw(G) | safeseparatorsfound | maxsubproblem | time(secs) |
| --- | --- | --- | --- | --- | --- | --- |
| ex181 | 109 | 732 | 18 | 18 | 89 | 0.078 |
| ex183 | 265 | 471 | 11 | 173 | 76 | 0.031 |
| ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 |
| ex187 | 240 | 453 | 10 | 138 | 81 | 0.031 |
| ex189 |... | 0 |
| Activity | Duration(s) | GBread | GBwritten |
| --- | --- | --- | --- |
| reverseComplement | 11.8 | 0.15 | 0.14 |
| words | 55.9 | 0.29 | 7.05 | | | sortWords | 76.6 | 7.05 | 7.05 |
| --- | --- | --- | --- |
| w2hd | 425.1 | 7.05 | 11.67 |
| combineFrags | 425.8 | 0.32 | 0.16 |
| csvGenerator | 697.8 | 0.006 | 0.004 |
| filterHits | 2402 | 111.36 | 83.09 |
| FragHits | 3793.3 | 94.7 | 0.32 |
| sortHits | 4457.3 | 111.36 | 111.36 |
| hits | 60058 | 455.24 | 111.36 ... | 1 |
| Activity | Duration(s) | GBread | GBwritten |
| --- | --- | --- | --- |
| reverseComplement | 11.8 | 0.15 | 0.14 |
| words | 55.9 | 0.29 | 7.05 | | | ex185 | 237 | 793 | 14 | 142 | 52 | 0.046 |
| --- | --- | --- | --- | --- | --- | --- |
| ex187 | 240 | 453 | 10 | 138 | 81 | 0.031 |
| ex189 | 178 | 4517 | 70 | 6 | 161 | 0.062 |
| ex191 | 492 | 1608 | 15 | 184 | 132 | 0.171 |
| ex193 | 1391 | 3012 | 10 | 791 | 119 | 3.17 |
| ex195 | 216 | 382 | 10 | 114 | 84 | 0.01... | 0 |
| Parameter | Value |
| --- | --- |
| k(BM25parameter) | 2.8 | | | b(LeftBound)1 | 2.9 |
| --- | --- |
| b(RightBound)2 | 3.7 |
| B(Growthparameter)1 | 1 |
| B(Growthparameter)2 | 1 |
| c(Troughcurvature) | 0.5 | | 1 |
| Parameter | Value |
| --- | --- |
| k(BM25parameter) | 2.8 | | | Parameter | RangeofParameter |
| --- | --- |
| InlineRange | [100−750] |
| CrosslineRange | [300−1250] |
| ZRange | [0−1848] |
| Size(km) | [24∗16] | | 0 |
| Parameter | Value |
| --- | --- |
| k(BM25parameter) | 2.8 |
| b(LeftBound)1 | 2.9 |
| b(RightBound)2 | 3.7 |
| B(Growthparameter)1 | 1 | | | B(Growthparameter)2 | 1 |
| --- | --- |
| c(Troughcurvature) | 0.5 | | 1 |
| Parameter | Value |
| --- | --- |
| k(BM25parameter) | 2.8 |
| b(LeftBound)1 | 2.9 |
| b(RightBound)2 | 3.7 |
| B(Growthparameter)1 | 1 | | | ZRange | [0−1848] |
| --- | --- |
| Size(km) | [24∗16] | | 0 |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) |
| --- |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) | | | MaxPooling3D(poolsize=(2,2),strides=(1,1)) |
| --- |
| 3DConvolutional(filters=32,kernelsize=3,strides=1,activation=”relu”) |
| 3DConvolutional(filters=32,kernelsize=3,strides=1,activation=”relu”) |
| MaxPooling3D(poolsize=(2,2),strides=(1,1)) |
| Dense(128,activation=“relu”) |
| Dense(64,activation=“relu”) |
| Dense(1... | 1 |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) |
| --- |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) | | | 2DConvolutional(filters=64,kernelsize=3,activation=”relu”,padding=”same”) |
| --- |
| 2DConvolutional(filters=64,kernelsize=3,activation=“relu”,padding=“same”) |
| 2DConvolutional(filters=64,kernelsize=3,activation=“relu”,padding=“same”) |
| MaxPooling(poolsize=(2,2),strides=(2,2)) |
| 2DConvolutional(filters=128,kernels... | 0 |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) |
| --- |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) |
| MaxPooling3D(poolsize=(2,2),strides=(1,1)) | | | 3DConvolutional(filters=32,kernelsize=3,strides=1,activation=”relu”) |
| --- |
| 3DConvolutional(filters=32,kernelsize=3,strides=1,activation=”relu”) |
| MaxPooling3D(poolsize=(2,2),strides=(1,1)) |
| Dense(128,activation=“relu”) |
| Dense(64,activation=“relu”) |
| Dense(1,activation=None) | | 1 |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) |
| --- |
| 3DConvolutional(filters=32,kernelsize=5,strides=2,activation=”relu”) |
| MaxPooling3D(poolsize=(2,2),strides=(1,1)) | | | 2DConvolutional(filters=128,kernelsize=3,activation=“relu”,padding=“same”) |
| --- |
| 2DConvolutional(filters=128,kernelsize=3,activation=“relu”,padding=“same”) |
| MaxPooling(poolsize=(2,2),strides=(2,2)) |
| 2DConvolutional(filters=256,kernelsize=3,activation=“relu”,padding=“same”) |
| 2DConvolutional(filters=256,kern... | 0 |
| OverallScore | Uniformweights | ActualWeights | LinearRegression | HuberRegression | OrdinaryLS |
| --- | --- | --- | --- | --- | --- |
| Final(Normalized) | 7.2368 | 6.1644 | 0.5690 | 0.5280 | 0.6804 | | | Midterm(Normalized) | 2.9898 | 3.2856 | 0.3802 | 0.3967 | 0.3161 |
| --- | --- | --- | --- | --- | --- |
| Final(Actual) | 8.0209 | 6.3726 | 0.6013 | 0.7234 | 0.7190 |
| Midterm(Actual) | 17.5650 | 17.51134 | 0.5218 | 0.5094 | 0.4338 | | 1 |
| OverallScore | Uniformweights | ActualWeights | LinearRegression | HuberRegression | OrdinaryLS |
| --- | --- | --- | --- | --- | --- |
| Final(Normalized) | 7.2368 | 6.1644 | 0.5690 | 0.5280 | 0.6804 | | | PE | skewness | kurtosis |
| --- | --- | --- |
| 0.02 | 0.1502 | 0.0206 |
| 0.04 | 0.1007 | 0.0081 |
| 0.08 | 0.0637 | 0.0021 |
| 0.1 | 0.0537 | 0.0009 |
| 0.2 | 0.0271 | -0.0012 |
| 0.3 | 0.0140 | -0.0017 |
| 0.4 | 0.0056 | -0.0019 |
| 0.5 | -0.0004 | -0.0020 |
| 0.6 | -0.0050 | -0.0021 |
| 0.7 | -0.0086 | -0.0021 |... | 0 |
| OverallScore | Uniformweights | ActualWeights | LinearRegression | HuberRegression | OrdinaryLS |
| --- | --- | --- | --- | --- | --- |
| Final(Normalized) | 7.2368 | 6.1644 | 0.5690 | 0.5280 | 0.6804 | | | Midterm(Normalized) | 2.9898 | 3.2856 | 0.3802 | 0.3967 | 0.3161 |
| --- | --- | --- | --- | --- | --- |
| Final(Actual) | 8.0209 | 6.3726 | 0.6013 | 0.7234 | 0.7190 |
| Midterm(Actual) | 17.5650 | 17.51134 | 0.5218 | 0.5094 | 0.4338 | | 1 |
| OverallScore | Uniformweights | ActualWeights | LinearRegression | HuberRegression | OrdinaryLS |
| --- | --- | --- | --- | --- | --- |
| Final(Normalized) | 7.2368 | 6.1644 | 0.5690 | 0.5280 | 0.6804 | | | 0.6 | -0.0050 | -0.0021 |
| --- | --- | --- |
| 0.7 | -0.0086 | -0.0021 |
| 0.8 | -0.0116 | -0.0022 |
| 0.9 | -0.0141 | -0.0022 | | 0 |
| k=250 | k=500 | k=1000 | |
| --- | --- | --- | --- |
| SC | 14.37min+2.13h | 25.09min+14.96h | 55.63min+106.87h | | | us | 0.12min+2.55h | 0.19min+22.75h | 0.52min+104.82h |
| --- | --- | --- | --- |
| Cus | 0.12min+11.36h | 0.19min+17.22h | 0.52min+58.46h |
| CSC | 2.34min+9.74h | 3.73min+21.07h | 2.61min+35.47h | | 1 |
| k=250 | k=500 | k=1000 | |
| --- | --- | --- | --- |
| SC | 14.37min+2.13h | 25.09min+14.96h | 55.63min+106.87h | | | K=1000 | C2F | C2F+wt |
| --- | --- | --- |
| 0 | 82.25 | 86.78 |
| 1000 | 80.23 | 83.95 |
| 10,000 | 77.36 | 79.30 |
| 100,000 | 71.64 | 72.73 |
| 500,000 | 68.39 | 69.41 |
| 1,000,000 | 67.26 | 69.15 | | 0 |
| k=250 | k=500 | k=1000 | |
| --- | --- | --- | --- |
| SC | 14.37min+2.13h | 25.09min+14.96h | 55.63min+106.87h |
| us | 0.12min+2.55h | 0.19min+22.75h | 0.52min+104.82h | | | Cus | 0.12min+11.36h | 0.19min+17.22h | 0.52min+58.46h |
| --- | --- | --- | --- |
| CSC | 2.34min+9.74h | 3.73min+21.07h | 2.61min+35.47h | | 1 |
| k=250 | k=500 | k=1000 | |
| --- | --- | --- | --- |
| SC | 14.37min+2.13h | 25.09min+14.96h | 55.63min+106.87h |
| us | 0.12min+2.55h | 0.19min+22.75h | 0.52min+104.82h | | | 1000 | 80.23 | 83.95 |
| --- | --- | --- |
| 10,000 | 77.36 | 79.30 |
| 100,000 | 71.64 | 72.73 |
| 500,000 | 68.39 | 69.41 |
| 1,000,000 | 67.26 | 69.15 | | 0 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | CilkSUCilksample |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random1000000000<br>8388607<br>33554431<br>134217727 | 0.9391.017<br>10.48311.404<br>111.442121.697<br>0.7670.834<br>3.3173.632<br>14.24015.535 | 0.2324.00.505<br>2.1684.84.813<br>20.7705.423.703<br>0.21... | | 10000000<br>100000000<br>Gauss1000000000<br>8388607<br>33554431<br>134217727 | 0.9261.006<br>9.96110.864<br>100.551109.778<br>0.7650.826<br>3.2753.555<br>13.60714.830 | 0.2383.91.086<br>2.2504.44.002<br>19.9005.123.386<br>0.1934.00.304<br>0.7044.71.377<br>2.8654.73.751 | 0.1546.00.183<br>2.0144.92.262<br>18.2735.524.... | 1 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | CilkSUCilksample |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random1000000000<br>8388607<br>33554431<br>134217727 | 0.9391.017<br>10.48311.404<br>111.442121.697<br>0.7670.834<br>3.3173.632<br>14.24015.535 | 0.2324.00.505<br>2.1684.84.813<br>20.7705.423.703<br>0.21... | | TypeSize | Seq/STLSeqQS | ForkSURandfork | CilkSUCilksample |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random1000000000<br>8388607<br>33554431<br>134217727 | 0.9401.022<br>10.49211.421<br>112.110122.450<br>0.7810.848<br>3.3203.639<br>14.33515.638 | 0.2433.91.027<br>2.2444.79.085<br>20.9645.331.643<br>0.22... | 0 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | CilkSUCilksample |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random1000000000<br>8388607<br>33554431<br>134217727 | 0.9391.017<br>10.48311.404<br>111.442121.697<br>0.7670.834<br>3.3173.632<br>14.24015.535 | 0.2324.00.505<br>2.1684.84.813<br>20.7705.423.703<br>0.21... | | 10000000<br>100000000<br>Buckets1000000000<br>8388607<br>33554431<br>134217727 | 0.8640.950<br>10.05011.190<br>104.524116.298<br>0.7110.774<br>3.0923.408<br>13.36314.724 | 0.2343.70.980<br>1.8935.35.331<br>20.7455.024.175<br>0.1694.20.404<br>0.5935.21.931<br>2.3155.82.951 | 0.1167.50.140<br>1.3577.41.679<br>14.5357.2... | 1 |
| TypeSize | Seq/STLSeqQS | ForkSURandfork | CilkSUCilksample |
| --- | --- | --- | --- |
| 10000000<br>100000000<br>Random1000000000<br>8388607<br>33554431<br>134217727 | 0.9391.017<br>10.48311.404<br>111.442121.697<br>0.7670.834<br>3.3173.632<br>14.24015.535 | 0.2324.00.505<br>2.1684.84.813<br>20.7705.423.703<br>0.21... | | 10000000<br>100000000<br>Gauss1000000000<br>8388607<br>33554431<br>134217727 | 0.9371.017<br>9.97110.883<br>101.042110.295<br>0.7850.847<br>3.3283.609<br>13.61314.859 | 0.2453.81.189<br>2.3104.37.713<br>20.1515.034.062<br>0.2053.80.794<br>0.7274.63.403<br>2.8814.710.175 | 0.1546.10.184<br>2.0254.92.280<br>18.3855.524... | 0 |
| ReviewsCorpus | MC | Claim | Premise | PSIC | NA |
| --- | --- | --- | --- | --- | --- |
| MC | 0.481 | 0.262 | 0.067 | 0.005 | 0.183 |
| Claim | 0.031 | 0.755 | 0.139 | 0.009 | 0.064 | | | Premise | 0.009 | 0.168 | 0.679 | 0.019 | 0.123 |
| --- | --- | --- | --- | --- | --- |
| PSIC | 0.009 | 0.126 | 0.209 | 0.453 | 0.200 |
| NA | 0.058 | 0.173 | 0.273 | 0.416 | 0.453 |
| SentencesCorpus | MC | Claim | Premise | PSIC | NA |
| MC | 0.800 | 0.088 | 0.026 | 0.002 | 0.082 |
| Claim | 0.012 | 0.877 | 0.074 ... | 1 |
| ReviewsCorpus | MC | Claim | Premise | PSIC | NA |
| --- | --- | --- | --- | --- | --- |
| MC | 0.481 | 0.262 | 0.067 | 0.005 | 0.183 |
| Claim | 0.031 | 0.755 | 0.139 | 0.009 | 0.064 | | | Method | Rating | Setup1 | Setup2 |
| --- | --- | --- | --- |
| Likert | naturalness | 0.07 | 0.12 |
| quality | 0.02 | 0.41* | |
| informativeness | 0.93* | 0.78* | |
| PlainME | naturalness | -0.03 | 0.27* |
| quality | 0.22* | 0.60* | |
| informativeness | 0.59* | 0.79* | |
| RankME | naturalness | 0.11 | 0.42... | 0 |
| ReviewsCorpus | MC | Claim | Premise | PSIC | NA |
| --- | --- | --- | --- | --- | --- |
| MC | 0.481 | 0.262 | 0.067 | 0.005 | 0.183 |
| Claim | 0.031 | 0.755 | 0.139 | 0.009 | 0.064 | | | Premise | 0.009 | 0.168 | 0.679 | 0.019 | 0.123 |
| --- | --- | --- | --- | --- | --- |
| PSIC | 0.009 | 0.126 | 0.209 | 0.453 | 0.200 |
| NA | 0.058 | 0.173 | 0.273 | 0.416 | 0.453 |
| SentencesCorpus | MC | Claim | Premise | PSIC | NA |
| MC | 0.800 | 0.088 | 0.026 | 0.002 | 0.082 |
| Claim | 0.012 | 0.877 | 0.074 ... | 1 |
| ReviewsCorpus | MC | Claim | Premise | PSIC | NA |
| --- | --- | --- | --- | --- | --- |
| MC | 0.481 | 0.262 | 0.067 | 0.005 | 0.183 |
| Claim | 0.031 | 0.755 | 0.139 | 0.009 | 0.064 | | | informativeness | 0.59* | 0.79* | |
| --- | --- | --- | --- |
| RankME | naturalness | 0.11 | 0.42* |
| quality | 0.10 | 0.68* | |
| informativeness | 0.72* | 0.82* | | | 0 |
| IU | Goals | TaskStates | Abilities | Behaviours |
| --- | --- | --- | --- | --- |
| 1 | Final,wetbrush | teethdirty,tapoff | Af:tap | Turnontap | | | 2 | Final,wetbrush | teethdirty,brushonsurface | Rn:brushonsurface | Takebrushfromsurface |
| --- | --- | --- | --- | --- |
| 3 | Final,wetbrush | teethdirty,brushincup | Rn:brushincup | Takebrushfromcup |
| 4 | Final,wetbrush | teethdirty,tapon,brushinhand | Af:water | Wetbrush | | 1 |
| IU | Goals | TaskStates | Abilities | Behaviours |
| --- | --- | --- | --- | --- |
| 1 | Final,wetbrush | teethdirty,tapoff | Af:tap | Turnontap | | | IU | Goals | TaskStates | Abilities | Behaviours |
| --- | --- | --- | --- | --- |
| 1 | HandsClean,HandsWashed | handscdirty | Af:dispenser | Latherhands |
| 2 | HandsClean,HandsWashed | tapoff | Rn:tapoff | Turnontap |
| 3 | HandsClean,HandsWashed | handscsoapy,tapon | Af:water | Rinsehands |
| 4 | HandsClean,HandsWa... | 0 |
| IU | Goals | TaskStates | Abilities | Behaviours |
| --- | --- | --- | --- | --- |
| 1 | Final,wetbrush | teethdirty,tapoff | Af:tap | Turnontap | | | 2 | Final,wetbrush | teethdirty,brushonsurface | Rn:brushonsurface | Takebrushfromsurface |
| --- | --- | --- | --- | --- |
| 3 | Final,wetbrush | teethdirty,brushincup | Rn:brushincup | Takebrushfromcup |
| 4 | Final,wetbrush | teethdirty,tapon,brushinhand | Af:water | Wetbrush | | 1 |
| IU | Goals | TaskStates | Abilities | Behaviours |
| --- | --- | --- | --- | --- |
| 1 | Final,wetbrush | teethdirty,tapoff | Af:tap | Turnontap | | | 3 | HandsClean,HandsWashed | handscsoapy,tapon | Af:water | Rinsehands |
| --- | --- | --- | --- | --- |
| 4 | HandsClean,HandsWashed | handscclean,handswwet | Af:towel | Dryhands |
| 5 | HandsClean,HandsWashed | handscclean,tapon | Rn:tapon | Turnofftap |
| 6 | HandsClean,HandsWashed | handscclean,handswdry<br>tapoff ... | 0 |
| R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035... | | 44 | foodfruit | 0.6725 | 0.2425 |
| --- | --- | --- | --- |
| 45 | brothermonk | 0.685 | 0.045 |
| 46 | asylummadhouse | 0.76 | 0.215 |
| 47 | furnacestove | 0.7775 | 0.3475 |
| 48 | magicianwizard | 0.8025 | 0.355 |
| 49 | hillmound | 0.8225 | 0.2925 |
| 50 | cordstring | 0.8525 | 0.47 |
| 51 | glasstumbler | 0.862... | 1 |
| R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035... | | R&GNo | R&Gpair | ProposedAlgorithm<br>Similarity | A.Islam2008 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.0899021679 | 0.06 |
| 5 | autographshore | 0.0742552483 | 0.11 |
| 9 | asylumfruit | 0.0720444643 | 0.07 |
| 12 | boyrooster | 0.0907164485 | 0.16 |
| 17 | coastforest | 0.1106378337 | 0.26 |
| 21 | boysage... | 0 |
| R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035... | | 24 | ladwizard | 0.2475 | 0.0325 |
| --- | --- | --- | --- |
| 25 | forestgraveyard | 0.25 | 0.065 |
| 26 | foodrooster | 0.2725 | 0.055 |
| 27 | cemeterywoodland | 0.295 | 0.0375 |
| 28 | shorevoyage | 0.305 | 0.02 |
| 29 | birdwoodland | 0.31 | 0.0125 |
| 30 | coasthill | 0.315 | 0.1 |
| 31 | furnaceimplement | 0.3... | 1 |
| R&GNo | R&Gpair | R&GSimilarity | Lee2014 |
| --- | --- | --- | --- |
| 1 | cordsmile | 0.005 | 0.01 |
| 2 | noonstring | 0.01 | 0.005 |
| 3 | roostervoyage | 0.01 | 0.0125 |
| 4 | fruitfurnace | 0.0125 | 0.0475 |
| 5 | autographshore | 0.015 | 0.005 |
| 6 | automobilewizard | 0.0275 | 0.02 |
| 7 | moundstove | 0.035... | | 5 | autographshore | 0.0742552483 | 0.11 |
| --- | --- | --- | --- |
| 9 | asylumfruit | 0.0720444643 | 0.07 |
| 12 | boyrooster | 0.0907164485 | 0.16 |
| 17 | coastforest | 0.1106378337 | 0.26 |
| 21 | boysage | 0.2017739882 | 0.16 |
| 25 | forestgraveyard | 0.2015952767 | 0.33 |
| 29 | birdwoodland | 0.1651985693 |... | 0 |
| Replacedcharactersequence | Replacedby |
| --- | --- |
| tu | tsu |
| ti | chi |
| sya | sha | | | syo | sho |
| --- | --- |
| syu | shu |
| zya | ja |
| zyo | jo |
| zyu | ju |
| tya | cha |
| tyo | cho |
| tyu | chu |
| si | shi |
| hu | fu |
| zi | ji |
| jya | ja |
| jyo | jo |
| jyu | ju |
| l | r | | 1 |
| Replacedcharactersequence | Replacedby |
| --- | --- |
| tu | tsu |
| ti | chi |
| sya | sha | | | Token | Language |
| --- | --- |
| bhai | hi |
| triple | en |
| talaq | hi |
| se | hi |
| aap | hi |
| kya | hi |
| samjhte | hi |
| hai | hi |
| samjhaye | hi |
| aap | hi |
| zara | hi |
| .. | rest |
| agar | hi |
| triple | en |
| talaq | hi |
| pta | hi |
| hota | hi |
| apko | hi |
| toh | hi |
| aisa | hi |
... | 0 |
| Replacedcharactersequence | Replacedby |
| --- | --- |
| tu | tsu |
| ti | chi |
| sya | sha |
| syo | sho |
| syu | shu | | | zya | ja |
| --- | --- |
| zyo | jo |
| zyu | ju |
| tya | cha |
| tyo | cho |
| tyu | chu |
| si | shi |
| hu | fu |
| zi | ji |
| jya | ja |
| jyo | jo |
| jyu | ju |
| l | r | | 1 |
| Replacedcharactersequence | Replacedby |
| --- | --- |
| tu | tsu |
| ti | chi |
| sya | sha |
| syo | sho |
| syu | shu | | | aap | hi |
| --- | --- |
| zara | hi |
| .. | rest |
| agar | hi |
| triple | en |
| talaq | hi |
| pta | hi |
| hota | hi |
| apko | hi |
| toh | hi |
| aisa | hi |
| nhi | en |
| kehte | hi |
| .. | rest | | 0 |
| Model | Pre | Rec | F1 |
| --- | --- | --- | --- |
| semi+distant | 0.73 | 0.64 | 0.682 |
| no-distant | 0.70 | 0.65 | 0.674 | | | one-step(CRF) | 0.67 | 0.64 | 0.655 |
| --- | --- | --- | --- |
| rule | 0.80 | 0.30 | 0.436 | | 1 |
| Model | Pre | Rec | F1 |
| --- | --- | --- | --- |
| semi+distant | 0.73 | 0.64 | 0.682 |
| no-distant | 0.70 | 0.65 | 0.674 | | | Model | Pre | Rec | F1 |
| --- | --- | --- | --- |
| semi+distant | 0.73 | 0.64 | 0.682 |
| no-distant | 0.70 | 0.65 | 0.674 |
| one-step(CRF) | 0.67 | 0.64 | 0.655 |
| rule | 0.80 | 0.30 | 0.436 | | 0 |
| Model | Pre | Rec | F1 |
| --- | --- | --- | --- |
| semi+distant | 0.73 | 0.64 | 0.682 |
| no-distant | 0.70 | 0.65 | 0.674 | | | one-step(CRF) | 0.67 | 0.64 | 0.655 |
| --- | --- | --- | --- |
| rule | 0.80 | 0.30 | 0.436 | | 1 |
| Model | Pre | Rec | F1 |
| --- | --- | --- | --- |
| semi+distant | 0.73 | 0.64 | 0.682 |
| no-distant | 0.70 | 0.65 | 0.674 | | | no-distant | 0.70 | 0.65 | 0.674 |
| --- | --- | --- | --- |
| one-step(CRF) | 0.67 | 0.64 | 0.655 |
| rule | 0.80 | 0.30 | 0.436 | | 0 |
| Error | Frequency |
| --- | --- |
| Earlystart | 398 | | | Latestart | 77 |
| --- | --- |
| Earlyend | 116 |
| Lateend | 115 | | 1 |
| Error | Frequency |
| --- | --- |
| Earlystart | 398 | | | Identifier | DateandTimestampofLog-on | DurationofPrecedingPowerOutage |
| --- | --- | --- |
| Log-on1 | 23rdFeb.23:57Z | Between381and442minutes |
| Log-on2 | 26thFeb.14:11Z | Between295and354minutes |
| Log-on3 | 5thMar.03:06Z | Between35and95minutes |
| Log-on4 | 6thMar.13:29Z | Between43and103minutes |
| Log-on5 |... | 0 |
| Error | Frequency |
| --- | --- |
| Earlystart | 398 | | | Latestart | 77 |
| --- | --- |
| Earlyend | 116 |
| Lateend | 115 | | 1 |
| Error | Frequency |
| --- | --- |
| Earlystart | 398 | | | Log-on2 | 26thFeb.14:11Z | Between295and354minutes |
| --- | --- | --- |
| Log-on3 | 5thMar.03:06Z | Between35and95minutes |
| Log-on4 | 6thMar.13:29Z | Between43and103minutes |
| Log-on5 | 6thMar.15:02Z | Between35and92minutes |
| Log-on6 | 7thMar.12:50Z | Between228and288minutes |
| Log-on7 | 7thMar.18:25Z | Betwee... | 0 |
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