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Model#LayersFrozenMax BLEUTrain time until max (in hours)Ratio# Params Trainable (Total)Train Time each epoch (in seconds)
Transformer6034.52 ± 0.072.548 ± 0.06126.8M122.73 ± 1.16
8034.59 ± 0.112.557 ± 0.05131.1M142.28 ± 1.87
10034.56 ± 0.053.173 ± 0.04135.3M161.66 ± 1.54
12034.29 ± 0.123.521 ± 0.09139.5M172.45 ± 1.98
TReservoir6234.37 ± 0.122.422 ± 0.030.9522.6M (26.8M)120.59 ± 1.32
8234.80 ± 0.072.450 ± 0.060.9626.8M (31.1M)134.49 ± 1.76
10234.70 ± 0.032.831 ± 0.050.8931.1M (35.3M)144.42 ± 1.98
12234.78 ± 0.043.476 ± 0.040.9835.3M (39.5M)159.43 ± 1.67
FFN Reservoir6234.43 ± 0.152.120 ± 0.040.8322.6M (25.8M)107.71 ± 1.73
8234.56 ± 0.162.203 ± 0.060.8626.8M (29.1M)120.07 ± 1.65
10234.66 ± 0.022.493 ± 0.050.7931.1M (33.3M)130.11 ± 1.43
12234.76 ± 0.033.241 ± 0.040.9235.3M (37.5M)156.32 ± 1.87
LayerDrop6234.59 ± 0.152.364 ± 0.080.9222.6M (26.8M)119.30 ± 1.36
8234.58 ± 0.162.554 ± 0.050.9926.8M (31.1M)138.62 ± 1.44
10234.57 ± 0.073.404 ± 0.061.0731.1M (35.3M)140.88 ± 1.62
12233.65 ± 0.243.251 ± 0.040.9235.3M (39.5M)160.85 ± 1.49
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Model#LayersFrozenMax BLEUTrain time until max (in hours)Ratio# Params Trainable (Total)Train Time each epoch (in seconds)
Transformer6034.97 ± 0.051.984 ± 0.02139.5M177.84 ± 2.98
8034.99 ± 0.082.161 ± 0.03143.7M206.59 ± 3.47
10034.98 ± 0.042.345± 0.02147.9M236.72 ± 3.52
12034.78 ± 0.112.535 ± 0.05152.0M265.90 ± 4.97
TReservoir6234.73 ± 0.111.838 ± 0.010.9235.3M (39.5M)166.11 ± 2.21
8235.07 ± 0.051.912 ± 0.030.8839.5M (43.7M)190.08 ± 3.73
10235.02 ± 0.011.970 ± 0.040.8443.7M (47.9M)204.42 ± 2.89
12235.06 ± 0.022.429 ± 0.020.9547.8M (52.0M)236.41 ± 4.35
FFN Reservoir6234.85 ± 0.101.729 ± 0.030.8735.3M (37.4M)161.72 ± 2.32
8234.99 ± 0.111.751 ± 0.020.8139.5M (41.6M)180.21 ± 2.68
10234.92 ± 0.031.907 ± 0.020.8143.7M (45.8M)191.40 ± 2.49
12235.16 ± 0.042.395 ± 0.010.9447.8M (49.9M)216.08 ± 2.57
LayerDrop6２234.51 ± 0.121.908 ± 0.040.9635.3M (39.5M)169.62 ± 3.16
834.77 ± 0.112.023 ± 0.020.9439.5M (43.7M)186.71 ± 2.17
10234.06 ± 0.051.912 ± 0.020.9743.7M (47.9M)205.52 ± 3.31
12234.08 ± 0.132.524 ± 0.010.9947.8M (52.0M)222.45 ± 2.21
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Model # LayersFrozenMax BLEUTrain time until max (in hours)Ratio# Params Trainable (Total)Train Time each epoch (in hours)
Transformer12024.46 ± 0.0415.15 ± 0.15175.6M0.505 ± 0.005
16024.52 ± 0.0316.05 ± 0.1888.2M0.643 ± 0.006
24024.69 ± 0.0517.61 ± 0.851113.4M0.877 ± 0.029
32024.83 ± 0.0418.42 ± 0.281138.6M1.036 ± 0.010
TReservoir12424.26 ± 0.0814.11 ± 0.210.9372.4M (75.6M)0.472 ± 0.007
16424.50 ± 0.0515.25 ± 0.280.9575.6M (88.2M)0.596 ± 0.009
24425.11 ± 0.0715.89 ± 0.740.90100.8M (113.4M)0.776 ± 0.024
32424.66 ± 0.0416.38 ± 0.240.88126.0M (138.6M)0.998 ± 0.009
FFN Reservoir12424.42 ± 0.0514.01 ± 0.090.9272.4M (71.4M)0.441 ± 0.003
16424.65 ± 0.0714.53 ± 0.170.9175.6M (83.9M)0.524 ± 0.006
24424.93 ± 0.0412.62 ± 1.530.71100.8M (109.2M)0.743 ± 0.018
32424.98 ± 0.0313.96 ± 0.190.73126.0M (134.4M)0.964 ± 0.007
LayerDrop12424.27 ± 0.0314.61 ± 0.140.9672.4M (75.6M)0.489 ± 0.006
16424.15 ± 0.0615.55 ± 0.540.9775.6M (88.2M)0.597 ± 0.017
24424.37 ± 0.0516.25 ± 0.360.92100.8M (113.4M)0.823 ± 0.013
32423.84 ± 0.0315.27 ± 0.380.83126.0M (138.6M)1.028 ± 0.012
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Model#LayersIWSLT-Dec2 Train timeIWSLT-Dec6WMT-Dec1
until 99 % max (in hours)Max BLEU (99%)#LayersTrain time until 99 % max (in hours)Max BLEU (99%)#LayersTrain time until 99 % max (in hours)Max BLEU (99%)
Transformer1.454 ± 0.0634.24 ± 0.0561.297 ± 0.0334.69 ± 0.0519.961 ± 0.05324.27 ± 0.04
1.475 ± 0.0934.32 ± 0.0981.390 ± 0.0212.623 ± 0.07224.35 ± 0.06
101.526 ± 0.0434.25 ± 0.041.622 ± 0.0534.75 ± 0.09 34.64 ± 0.03313.412 ± 0.83724.49 ± 0.07
122.259 ± 0.0734.24 ± 0.1110 121.748 ± 0.0134.66 ± 0.0815.117 ± 0.23224.56 ± 0.02
TReservoir1.257 ± 0.0434.05 ± 0.0961.291 ± 0.0334.51 ± 0.1018.314 ± 0.06224.15 ± 0.06
101.472 ± 0.0634.47 ± 0.051.339 ± 0.0334.80 ± 0.049.221 ± 0.07324.41 ± 0.05
121.530 ± 0.0334.36 ± 0.02101.419 ± 0.0434.72 ± 0.0310.413 ± 0.58024.56 ± 0.03
2.043 ± 0.0534.53 ± 0.07121.642 ± 0.0234.87 ± 0.02311.465 ± 0.22724.49 ±0.01
6801.138 ± 0.0334.10 ± 0.1361.169 ± 0.0234.71 ± 0.097.407 ± 0.08724.33 ± 0.08
FFN Reservoir1.101 ± 0.0734.32 ± 0.11 34.36 ± 0.038 101.201 ± 0.03 1.276 ± 0.0334.79 ±0.08 34.63 ± 0.039.336 ± 0.03624.42 ± 0.05
121.281 ± 0.019.978 ± 0.54624.91 ± 0.07
1.785 ± 0.0334.42 ± 0.06121.440 ± 0.0134.87 ± 0.0210.524 ± 0.34124.96 ± 0.01
81.363 ± 0.0534.58 ± 0.1461.253 ± 0.0134.42 ± 0.108.372 ± 0.05924.17 ± 0.04
1.468 ± 0.0334.50 ± 0.1281.244 ± 0.0434.44 ± 0.099.741 ± 0.04323.93 ± 0.08
LayerDrop101.678 ± 0.0434.52 ± 0.071033.83 ±0.0616 310.145 ± 0.62824.07 ± 0.09
122.071 ± 0.0233.45 ± 0.23121.343 ± 0.04 1.423 ± 0.0233.97 ± 0.1210.168 ± 0.32923.81 ± 0.03
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Mode1#LayersIWSLT-Dec2 Train time until 95% max (in hours)Max BLEU (95%)#LayersIWSLT-Dec6 Train time until 95% max (in hours)Max BLEU (95%)#LayersWMT-Dec1 Train time until 95% max (in hours)Max BLEU (95%)
Transformer60.647 ± 0.0332.89 ± 0.0460.642 ± 0.0233.36 ± 0.03163.788 ± 0.05323.36 ± 0.06
0.711 ± 0.0533.04 ± 0.0380.765 ± 0.0333.41 ± 0.083.820 ± 0.07223.41 ± 0.05
0.808 ± 0.0233.96 ± 0.08100.898 ± 0.0433.32 ± 0.075.262 ± 0.60723.50 ± 0.03
121.037 ± 0.0333.07 ± 0.09121.037 ± 0.0333.07 ± 0.11五6.212 ± 0.23223.81 ±0.04
0.569 ± 0.0232.78 ±0.0360.599 ± 0.0133.09 ± 0.053.563 ± 0.06123.21 ± 0.04
80.619 ± 0.0433.12 ± 0.0580.726 ± 0.0233.38 ± 0.0913.603 ± 0.05623.80 ± 0.06
T Reservoir0.729 ± 0.0433.13 ± 0.07100.738 ± 0.0333.37 ± 0.04244.923 ± 0.77123.75 ± 0.02
120.982 ± 0.0233.03 ± 0.11120.958 ± 0.0133.46± 0.09325.780 ± 0.21423.71 ±0.03
60.521 ± 0.0532.85 ± 0.0260.594 ± 0.0333.13 ± 0.04123.417 ± 0.04623.22 ± 0.07
80.533 ± 0.0333.84 ± 0.0480.651 ± 0.0433.36 ± 0.06163.527 ± 0.06323.54 ± 0.05
100.614 ± 0.0133.05 ± 0.08100.627 ± 0.0533.26 ± 0.03244.197 ± 0.69723.74 ± 0.06
LayerDrop120.811 ± 0.0233.26 ± 0.10120.780 ± 0.0233.46 ± 0.08324.984 ± 0.32123.82 ± 0.02
0.837 ±0.0832.87 ± 0.0560.706 ±0.0133.08 ± 0.03123.912 ± 0.06823.33 ± 0.08
60.934 ± 0.0733.12 ± 0.0380.753 ± 0.0433.14 ± 0.05163.581 ± 0.07623.17 ± 0.04
100.901 ± 0.0633.18 ±0.02100.691 ± 0.0332.39 ± 0.0534.875 ± 0.72823.43 ± 0.07
120.914 ± 0.0132.33 ± 0.06120.803 ± 0.0232.94 ± 0.105.980 ± 0.21922.97 ± 0.08
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ModelLayerSentLen (Surface)TreeDepth (Syntactic)TopConst (Syntactic)BShift (Syntactic)Tense (Semantic)SubjNum (Semantic)ObjNum (Semantic)SOMO (Semantic)CoordInv (Semantic)
Transformer84.56 ± 0.5432.30 ± 0.4154.40 ± 0.3349.99 ± 0.0180.98 ± 0.3276.26 ± 0.0950.01 ± 0.1976.38 ± 0.6154.33 ± 0.47
87.22 ± 0.0733.63 ± 0.5758.38 ± 0.2050.12 ± 0.1782.84 ± 0.6878.65 ± 0.1951.47 ± 0.5378.00 ± 1.1254.66 ± 0.55
84.25 ± 0.1632.60 ± 0.1754.41 ± 0.1050.02 ± 0.0181.72 ± 0.5977.00 ± 0.1351.32 ± 0.6476.57 ± 1.1354.13 ± 0.51
87.37 ± 0.2032.59 ± 0.2950.06 ± 0.2169.76 ± 0.2681.63 ± 1.1776.47 ± 0.0952.41 ± 1.4976.15 ± 0.8452.62 ± 1.34
584.61 ± 0.2431.14 ± 0.4844.76 ± 0.3874.82 ± 0.1180.16 ± 0.1973.66 ± 0.1652.95 ± 1.7772.90 ± 0.2151.26 ± 1.14
682.56 ± 0.2530.31 ± 0.4039.30 ± 0.4078.80 ±0.3881.88 ± 0.4775.30 ± 0.0756.21 ± 1.2674.37 ± 0.1651.44 ± 1.04
70.85 ± 0.1326.65 ± 0.7240.70 ± 0.1378.98 ± 0.3285.11 ± 0.3172.03 ± 0.4658.15 ± 0.4668.71 ± 0.9155.39 ± 0.27
866.23 ± 1.3323.46 ± 0.4425.19 ± 1.0277.42 ± 0.2780.35 ± 0.4567.55 ± 0.9954.94 ± 2.0463.69 ± 2.3250.58 ± 0.83
971.17 ± 0.2931.21 ± 0.3158.42 ± 0.2985.55 ± 0.4486.77 ± 0.1980.30 ± 0.0864.36 ± 1.2081.68 ± 0.4566.90 ± 0.49
1073.19 ± 0.5027.74 ± 0.5341.01 ± 0.2283.56 ± 0.9686.13 ± 0.3583.04 ± 0.0462.01 ± 0.5979.73 ± 0.2162.60 ± 1.04
1171.37 ± 0.4230.22 ± 0.2848.58 ± 0.3584.40 ± 0.4487.28 ± 0.5982.34 ± 0.1561.10 ± 0.1480.00 ± 0.4064.44 ± 0.38
1271.66 ± 0.1233.43 ± 0.1864.38 ± 0.2087.38 ± 0.0288.41 ± 0.0984.46 ± 0.2563.01 ± 0.0581.80 ± 0.2765.72 ± 0.16
87.75 ± 0.1031.60 ± 0.2150.38 ± 0.2350.00 ± 0.0080.40 ± 0.1876.47 ± 0.2050.53 ± 0.1473.48 ± 0.15
TReservoir281.28 ± 0.2334.20 ± 0.4160.64 ± 0.6553.55 ± 0.70
61.41 ± 0.4281.50 ± 0.7776.33 ± 0.0850.73 ± 0.3474.28 ± 0.6756.82 ± 0.10
389.28 ± 0.0936.42 ± 0.1167.36 ± 0.4575.64 ± 0.5285.42 ± 0.1880.53 ± 0.0252.50 ± 1.8078.47 ± 1.8157.16 ± 0.27
74.31 ± 0.3232.42 ± 0.8355.19 ± 0.3373.41 ± 0.0079.56 ± 0.0075.15 ± 0.0853.68 ± 0.6675.02 ± 0.1956.89 ± 0.08
88.03 ± 0.22 74.55 ± 0.3738.34 ± 0.64 33.13 ± 0.2968.65 ± 0.2982.25 ± 0.1286.80 ± 0.0282.27 ± 0.3357.95 ± 0.2480.82 ± 0.9158.05 ± 0.10
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