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T5_fine_tune

Text2Text Generation
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t5
Generated from Trainer
text-generation-inference
Inference Endpoints
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End of training

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  1. README.md +32 -52
  2. model.safetensors +1 -1
  3. training_args.bin +1 -1
README.md CHANGED
@@ -15,7 +15,7 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [VietAI/vit5-base](https://huggingface.co/VietAI/vit5-base) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.0000
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  - Score: 42.9309
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  - Counts: [2102, 1955, 1808, 1661]
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  - Totals: [2107, 1960, 1813, 1666]
@@ -47,62 +47,42 @@ The following hyperparameters were used during training:
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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- - num_epochs: 50
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  ### Training results
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  | Training Loss | Epoch | Step | Validation Loss | Score | Counts | Totals | Precisions | Bp | Sys Len | Ref Len |
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  |:-------------:|:-----:|:----:|:---------------:|:-------:|:------------------------:|:------------------------:|:----------------------------------------------------------------------------:|:------:|:-------:|:-------:|
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- | No log | 1.0 | 71 | 0.3014 | 34.7852 | [1924, 1625, 1376, 1148] | [2164, 2017, 1870, 1723] | [88.909426987061, 80.56519583539911, 73.58288770053476, 66.62797446314568] | 0.4519 | 2164 | 3883 |
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- | No log | 2.0 | 142 | 0.1988 | 37.2103 | [1971, 1718, 1504, 1294] | [2149, 2002, 1855, 1708] | [91.71707771056305, 85.81418581418582, 81.07816711590297, 75.76112412177986] | 0.4462 | 2149 | 3883 |
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- | No log | 3.0 | 213 | 0.1335 | 39.9375 | [2031, 1820, 1638, 1463] | [2139, 1992, 1845, 1698] | [94.95091164095372, 91.36546184738955, 88.78048780487805, 86.16018845700825] | 0.4425 | 2139 | 3883 |
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- | No log | 4.0 | 284 | 0.1097 | 40.6507 | [2044, 1854, 1679, 1508] | [2132, 1985, 1838, 1691] | [95.87242026266416, 93.40050377833754, 91.34929270946681, 89.17800118273212] | 0.4399 | 2132 | 3883 |
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- | No log | 5.0 | 355 | 0.0707 | 40.8459 | [2053, 1879, 1715, 1554] | [2095, 1948, 1801, 1654] | [97.99522673031026, 96.45790554414785, 95.22487506940588, 93.9540507859734] | 0.4259 | 2095 | 3883 |
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- | No log | 6.0 | 426 | 0.0596 | 41.4723 | [2064, 1898, 1740, 1581] | [2105, 1958, 1811, 1664] | [98.05225653206651, 96.93564862104188, 96.07951408061844, 95.01201923076923] | 0.4297 | 2105 | 3883 |
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- | No log | 7.0 | 497 | 0.0457 | 41.8025 | [2077, 1916, 1758, 1601] | [2100, 1953, 1806, 1659] | [98.9047619047619, 98.10547875064005, 97.3421926910299, 96.50391802290537] | 0.4278 | 2100 | 3883 |
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- | 0.3603 | 8.0 | 568 | 0.0400 | 42.5405 | [2094, 1939, 1783, 1628] | [2114, 1967, 1820, 1673] | [99.05392620624409, 98.57651245551601, 97.96703296703296, 97.31022115959354] | 0.4331 | 2114 | 3883 |
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- | 0.3603 | 9.0 | 639 | 0.0345 | 42.6079 | [2096, 1940, 1783, 1625] | [2119, 1972, 1825, 1678] | [98.91458235016518, 98.37728194726166, 97.6986301369863, 96.84147794994041] | 0.4350 | 2119 | 3883 |
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- | 0.3603 | 10.0 | 710 | 0.0258 | 42.5911 | [2094, 1939, 1783, 1627] | [2118, 1971, 1824, 1677] | [98.86685552407933, 98.37645865043125, 97.75219298245614, 97.01848539057842] | 0.4346 | 2118 | 3883 |
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- | 0.3603 | 11.0 | 781 | 0.0237 | 42.7680 | [2097, 1947, 1798, 1649] | [2110, 1963, 1816, 1669] | [99.38388625592417, 99.18492103922567, 99.00881057268722, 98.8016776512882] | 0.4316 | 2110 | 3883 |
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- | 0.3603 | 12.0 | 852 | 0.0189 | 42.7976 | [2100, 1948, 1795, 1642] | [2115, 1968, 1821, 1674] | [99.29078014184397, 98.98373983739837, 98.5722130697419, 98.08841099163679] | 0.4335 | 2115 | 3883 |
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- | 0.3603 | 13.0 | 923 | 0.0131 | 42.9215 | [2101, 1952, 1803, 1654] | [2113, 1966, 1819, 1672] | [99.43208707998107, 99.28789420142421, 99.12039582188015, 98.92344497607655] | 0.4327 | 2113 | 3883 |
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- | 0.3603 | 14.0 | 994 | 0.0092 | 42.8090 | [2098, 1949, 1800, 1651] | [2110, 1963, 1816, 1669] | [99.43127962085308, 99.28680590932247, 99.11894273127753, 98.92150988615937] | 0.4316 | 2110 | 3883 |
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- | 0.0675 | 15.0 | 1065 | 0.0092 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0675 | 16.0 | 1136 | 0.0078 | 42.8571 | [2103, 1954, 1803, 1652] | [2108, 1961, 1814, 1667] | [99.76280834914611, 99.64303926568077, 99.393605292172, 99.1001799640072] | 0.4308 | 2108 | 3883 |
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- | 0.0675 | 17.0 | 1207 | 0.0085 | 42.9060 | [2101, 1953, 1803, 1653] | [2112, 1965, 1818, 1671] | [99.47916666666667, 99.38931297709924, 99.17491749174917, 98.92280071813285] | 0.4323 | 2112 | 3883 |
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- | 0.0675 | 18.0 | 1278 | 0.0045 | 42.7799 | [2098, 1949, 1800, 1651] | [2108, 1961, 1814, 1667] | [99.52561669829223, 99.38806731259561, 99.22822491730982, 99.04019196160768] | 0.4308 | 2108 | 3883 |
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- | 0.0675 | 19.0 | 1349 | 0.0058 | 42.8931 | [2102, 1955, 1806, 1657] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.61389961389962, 99.45978391356543] | 0.4305 | 2107 | 3883 |
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- | 0.0675 | 20.0 | 1420 | 0.0052 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0675 | 21.0 | 1491 | 0.0052 | 42.9512 | [2105, 1956, 1806, 1656] | [2110, 1963, 1816, 1669] | [99.76303317535545, 99.64340295466123, 99.44933920704845, 99.22109047333733] | 0.4316 | 2110 | 3883 |
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- | 0.0326 | 22.0 | 1562 | 0.0067 | 42.7869 | [2097, 1947, 1799, 1651] | [2110, 1963, 1816, 1669] | [99.38388625592417, 99.18492103922567, 99.06387665198238, 98.92150988615937] | 0.4316 | 2110 | 3883 |
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- | 0.0326 | 23.0 | 1633 | 0.0016 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0326 | 24.0 | 1704 | 0.0044 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0326 | 25.0 | 1775 | 0.0023 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0326 | 26.0 | 1846 | 0.0010 | 42.9496 | [2103, 1956, 1808, 1660] | [2108, 1961, 1814, 1667] | [99.76280834914611, 99.74502804691484, 99.66923925027564, 99.58008398320337] | 0.4308 | 2108 | 3883 |
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- | 0.0326 | 27.0 | 1917 | 0.0011 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0326 | 28.0 | 1988 | 0.0019 | 42.9317 | [2103, 1955, 1807, 1659] | [2108, 1961, 1814, 1667] | [99.76280834914611, 99.6940336562978, 99.6141124586549, 99.52009598080384] | 0.4308 | 2108 | 3883 |
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- | 0.0169 | 29.0 | 2059 | 0.0020 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0169 | 30.0 | 2130 | 0.0015 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0169 | 31.0 | 2201 | 0.0016 | 42.9120 | [2102, 1955, 1807, 1659] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.66905681191396, 99.5798319327731] | 0.4305 | 2107 | 3883 |
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- | 0.0169 | 32.0 | 2272 | 0.0012 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0169 | 33.0 | 2343 | 0.0015 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0169 | 34.0 | 2414 | 0.0022 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
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- | 0.0169 | 35.0 | 2485 | 0.0005 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 36.0 | 2556 | 0.0006 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 37.0 | 2627 | 0.0009 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 38.0 | 2698 | 0.0013 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 39.0 | 2769 | 0.0010 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 40.0 | 2840 | 0.0010 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 41.0 | 2911 | 0.0002 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0108 | 42.0 | 2982 | 0.0006 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 43.0 | 3053 | 0.0002 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 44.0 | 3124 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 45.0 | 3195 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 46.0 | 3266 | 0.0001 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 47.0 | 3337 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 48.0 | 3408 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0069 | 49.0 | 3479 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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- | 0.0049 | 50.0 | 3550 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
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  ### Framework versions
 
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  This model is a fine-tuned version of [VietAI/vit5-base](https://huggingface.co/VietAI/vit5-base) on the None dataset.
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  It achieves the following results on the evaluation set:
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+ - Loss: 0.0012
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  - Score: 42.9309
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  - Counts: [2102, 1955, 1808, 1661]
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  - Totals: [2107, 1960, 1813, 1666]
 
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  - seed: 42
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  - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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  - lr_scheduler_type: linear
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+ - num_epochs: 30
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  ### Training results
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  | Training Loss | Epoch | Step | Validation Loss | Score | Counts | Totals | Precisions | Bp | Sys Len | Ref Len |
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  |:-------------:|:-----:|:----:|:---------------:|:-------:|:------------------------:|:------------------------:|:----------------------------------------------------------------------------:|:------:|:-------:|:-------:|
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+ | No log | 1.0 | 71 | 0.3122 | 34.4724 | [1905, 1607, 1368, 1146] | [2158, 2011, 1864, 1717] | [88.27618164967562, 79.91049229239185, 73.39055793991416, 66.74432149097262] | 0.4496 | 2158 | 3883 |
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+ | No log | 2.0 | 142 | 0.1943 | 38.1918 | [1998, 1748, 1542, 1346] | [2156, 2009, 1862, 1715] | [92.67161410018552, 87.00846192135391, 82.8141783029001, 78.48396501457727] | 0.4489 | 2156 | 3883 |
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+ | No log | 3.0 | 213 | 0.1372 | 40.0348 | [2027, 1826, 1649, 1477] | [2133, 1986, 1839, 1692] | [95.03047351148616, 91.9436052366566, 89.66829798803698, 87.29314420803783] | 0.4402 | 2133 | 3883 |
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+ | No log | 4.0 | 284 | 0.0938 | 41.0633 | [2055, 1866, 1694, 1526] | [2138, 1991, 1844, 1697] | [96.1178671655753, 93.72174786539428, 91.86550976138828, 89.92339422510312] | 0.4421 | 2138 | 3883 |
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+ | No log | 5.0 | 355 | 0.0709 | 41.7562 | [2080, 1906, 1738, 1573] | [2121, 1974, 1827, 1680] | [98.06694955209807, 96.55521783181358, 95.12862616310892, 93.63095238095238] | 0.4357 | 2121 | 3883 |
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+ | No log | 6.0 | 426 | 0.0585 | 41.9956 | [2080, 1917, 1758, 1599] | [2113, 1966, 1819, 1672] | [98.43823946994794, 97.50762970498474, 96.64650907091809, 95.63397129186603] | 0.4327 | 2113 | 3883 |
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+ | No log | 7.0 | 497 | 0.0467 | 42.3984 | [2091, 1931, 1774, 1617] | [2117, 1970, 1823, 1676] | [98.77184695323571, 98.02030456852792, 97.31212287438288, 96.47971360381861] | 0.4342 | 2117 | 3883 |
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+ | 0.3666 | 8.0 | 568 | 0.0431 | 42.2176 | [2083, 1924, 1767, 1610] | [2116, 1969, 1822, 1675] | [98.44045368620039, 97.71457592686643, 96.98133918770581, 96.11940298507463] | 0.4338 | 2116 | 3883 |
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+ | 0.3666 | 9.0 | 639 | 0.0361 | 42.5115 | [2095, 1938, 1780, 1622] | [2116, 1969, 1822, 1675] | [99.00756143667297, 98.42559674961909, 97.69484083424808, 96.83582089552239] | 0.4338 | 2116 | 3883 |
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+ | 0.3666 | 10.0 | 710 | 0.0269 | 42.4989 | [2091, 1938, 1783, 1627] | [2113, 1966, 1819, 1672] | [98.95882631329863, 98.57578840284842, 98.02089059923034, 97.30861244019138] | 0.4327 | 2113 | 3883 |
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+ | 0.3666 | 11.0 | 781 | 0.0227 | 42.4765 | [2092, 1939, 1787, 1636] | [2105, 1958, 1811, 1664] | [99.38242280285036, 99.02962206332992, 98.67476532302595, 98.3173076923077] | 0.4297 | 2105 | 3883 |
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+ | 0.3666 | 12.0 | 852 | 0.0233 | 43.0008 | [2106, 1956, 1803, 1650] | [2117, 1970, 1823, 1676] | [99.48039678790741, 99.28934010152284, 98.90290729566648, 98.44868735083533] | 0.4342 | 2117 | 3883 |
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+ | 0.3666 | 13.0 | 923 | 0.0185 | 42.8239 | [2103, 1953, 1800, 1646] | [2110, 1963, 1816, 1669] | [99.66824644549763, 99.49057564951605, 99.11894273127753, 98.62192929898143] | 0.4316 | 2110 | 3883 |
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+ | 0.3666 | 14.0 | 994 | 0.0184 | 42.8509 | [2099, 1950, 1802, 1654] | [2110, 1963, 1816, 1669] | [99.47867298578198, 99.33774834437087, 99.22907488986785, 99.10125823846614] | 0.4316 | 2110 | 3883 |
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+ | 0.0724 | 15.0 | 1065 | 0.0107 | 42.8512 | [2101, 1951, 1800, 1649] | [2112, 1965, 1818, 1671] | [99.47916666666667, 99.28753180661577, 99.00990099009901, 98.68342309994016] | 0.4323 | 2112 | 3883 |
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+ | 0.0724 | 16.0 | 1136 | 0.0093 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
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+ | 0.0724 | 17.0 | 1207 | 0.0075 | 42.8327 | [2100, 1950, 1800, 1650] | [2111, 1964, 1817, 1670] | [99.4789199431549, 99.28716904276986, 99.06439185470556, 98.80239520958084] | 0.4320 | 2111 | 3883 |
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+ | 0.0724 | 18.0 | 1278 | 0.0106 | 42.8931 | [2102, 1955, 1806, 1657] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.61389961389962, 99.45978391356543] | 0.4305 | 2107 | 3883 |
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+ | 0.0724 | 19.0 | 1349 | 0.0051 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
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+ | 0.0724 | 20.0 | 1420 | 0.0045 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
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+ | 0.0724 | 21.0 | 1491 | 0.0026 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
77
+ | 0.0341 | 22.0 | 1562 | 0.0036 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
78
+ | 0.0341 | 23.0 | 1633 | 0.0024 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
79
+ | 0.0341 | 24.0 | 1704 | 0.0021 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
80
+ | 0.0341 | 25.0 | 1775 | 0.0026 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
81
+ | 0.0341 | 26.0 | 1846 | 0.0023 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
82
+ | 0.0341 | 27.0 | 1917 | 0.0017 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
83
+ | 0.0341 | 28.0 | 1988 | 0.0014 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
84
+ | 0.0193 | 29.0 | 2059 | 0.0013 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
85
+ | 0.0193 | 30.0 | 2130 | 0.0012 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
86
 
87
 
88
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