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End of training

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  1. README.md +52 -32
  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: 0.0012
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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]
@@ -47,42 +47,62 @@ 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: 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
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- | 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 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ### Framework versions
 
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16
  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]
 
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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 | 0.3075 | 34.0719 | [1898, 1601, 1364, 1147] | [2129, 1982, 1835, 1688] | [89.14983560356976, 80.77699293642785, 74.33242506811989, 67.95023696682465] | 0.4387 | 2129 | 3883 |
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+ | No log | 2.0 | 142 | 0.1994 | 36.2148 | [1925, 1676, 1483, 1299] | [2111, 1964, 1817, 1670] | [91.18900994789199, 85.33604887983707, 81.61805173362686, 77.78443113772455] | 0.4320 | 2111 | 3883 |
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+ | No log | 3.0 | 213 | 0.1269 | 39.1074 | [2013, 1802, 1615, 1433] | [2116, 1969, 1822, 1675] | [95.13232514177693, 91.5185373285932, 88.63885839736554, 85.55223880597015] | 0.4338 | 2116 | 3883 |
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+ | No log | 4.0 | 284 | 0.0988 | 41.3658 | [2074, 1879, 1696, 1517] | [2152, 2005, 1858, 1711] | [96.37546468401487, 93.71571072319202, 91.28094725511302, 88.66160140268849] | 0.4474 | 2152 | 3883 |
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+ | No log | 5.0 | 355 | 0.0777 | 41.4395 | [2069, 1893, 1724, 1557] | [2121, 1974, 1827, 1680] | [97.54832626119754, 95.8966565349544, 94.36234263820471, 92.67857142857143] | 0.4357 | 2121 | 3883 |
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+ | No log | 6.0 | 426 | 0.0626 | 41.6053 | [2074, 1902, 1742, 1582] | [2108, 1961, 1814, 1667] | [98.38709677419355, 96.99133095359511, 96.03087100330761, 94.90101979604079] | 0.4308 | 2108 | 3883 |
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+ | No log | 7.0 | 497 | 0.0534 | 42.1461 | [2087, 1925, 1763, 1601] | [2115, 1968, 1821, 1674] | [98.67612293144208, 97.8150406504065, 96.81493684788578, 95.63918757467144] | 0.4335 | 2115 | 3883 |
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+ | 0.3652 | 8.0 | 568 | 0.0380 | 42.5312 | [2096, 1936, 1781, 1625] | [2116, 1969, 1822, 1675] | [99.05482041587902, 98.32402234636872, 97.74972557628979, 97.01492537313433] | 0.4338 | 2116 | 3883 |
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+ | 0.3652 | 9.0 | 639 | 0.0361 | 42.3028 | [2088, 1929, 1773, 1616] | [2113, 1966, 1819, 1672] | [98.81684808329389, 98.11800610376399, 97.47113798790544, 96.65071770334929] | 0.4327 | 2113 | 3883 |
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+ | 0.3652 | 10.0 | 710 | 0.0299 | 42.5382 | [2097, 1942, 1789, 1635] | [2106, 1959, 1812, 1665] | [99.57264957264957, 99.13221031138336, 98.73068432671081, 98.1981981981982] | 0.4301 | 2106 | 3883 |
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+ | 0.3652 | 11.0 | 781 | 0.0319 | 42.5551 | [2097, 1944, 1790, 1635] | [2106, 1959, 1812, 1665] | [99.57264957264957, 99.23430321592649, 98.78587196467991, 98.1981981981982] | 0.4301 | 2106 | 3883 |
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+ | 0.3652 | 12.0 | 852 | 0.0193 | 42.6258 | [2095, 1942, 1790, 1638] | [2111, 1964, 1817, 1670] | [99.24206537186167, 98.87983706720978, 98.51403412217941, 98.08383233532935] | 0.4320 | 2111 | 3883 |
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+ | 0.3652 | 13.0 | 923 | 0.0178 | 42.7370 | [2099, 1949, 1799, 1649] | [2106, 1959, 1812, 1665] | [99.667616334283, 99.48953547728433, 99.28256070640177, 99.03903903903904] | 0.4301 | 2106 | 3883 |
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+ | 0.3652 | 14.0 | 994 | 0.0156 | 42.5704 | [2094, 1940, 1788, 1636] | [2110, 1963, 1816, 1669] | [99.24170616113744, 98.82832399388691, 98.45814977973568, 98.02276812462553] | 0.4316 | 2110 | 3883 |
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+ | 0.0716 | 15.0 | 1065 | 0.0120 | 42.7573 | [2099, 1949, 1797, 1645] | [2110, 1963, 1816, 1669] | [99.47867298578198, 99.28680590932247, 98.95374449339207, 98.56201318154584] | 0.4316 | 2110 | 3883 |
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+ | 0.0716 | 16.0 | 1136 | 0.0094 | 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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+ | 0.0716 | 17.0 | 1207 | 0.0064 | 42.7937 | [2097, 1949, 1801, 1653] | [2108, 1961, 1814, 1667] | [99.47817836812145, 99.38806731259561, 99.28335170893054, 99.16016796640672] | 0.4308 | 2108 | 3883 |
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+ | 0.0716 | 18.0 | 1278 | 0.0077 | 42.9044 | [2102, 1954, 1805, 1656] | [2109, 1962, 1815, 1668] | [99.66808914177335, 99.59225280326197, 99.44903581267218, 99.28057553956835] | 0.4312 | 2109 | 3883 |
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+ | 0.0716 | 19.0 | 1349 | 0.0073 | 42.9494 | [2104, 1957, 1807, 1657] | [2109, 1962, 1815, 1668] | [99.76292081555239, 99.74515800203874, 99.55922865013774, 99.34052757793765] | 0.4312 | 2109 | 3883 |
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+ | 0.0716 | 20.0 | 1420 | 0.0071 | 42.9063 | [2100, 1952, 1804, 1656] | [2111, 1964, 1817, 1670] | [99.4789199431549, 99.38900203665987, 99.28453494771601, 99.16167664670658] | 0.4320 | 2111 | 3883 |
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+ | 0.0716 | 21.0 | 1491 | 0.0031 | 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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+ | 0.032 | 22.0 | 1562 | 0.0076 | 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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+ | 0.032 | 23.0 | 1633 | 0.0033 | 42.8941 | [2102, 1954, 1806, 1658] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.6938775510204, 99.61389961389962, 99.51980792316927] | 0.4305 | 2107 | 3883 |
79
+ | 0.032 | 24.0 | 1704 | 0.0016 | 42.8573 | [2102, 1953, 1804, 1655] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.64285714285714, 99.50358521787093, 99.33973589435774] | 0.4305 | 2107 | 3883 |
80
+ | 0.032 | 25.0 | 1775 | 0.0029 | 42.9087 | [2102, 1954, 1806, 1658] | [2108, 1961, 1814, 1667] | [99.71537001897534, 99.64303926568077, 99.55898566703418, 99.46010797840432] | 0.4308 | 2108 | 3883 |
81
+ | 0.032 | 26.0 | 1846 | 0.0030 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
82
+ | 0.032 | 27.0 | 1917 | 0.0021 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
83
+ | 0.032 | 28.0 | 1988 | 0.0014 | 42.9496 | [2103, 1956, 1808, 1660] | [2108, 1961, 1814, 1667] | [99.76280834914611, 99.74502804691484, 99.66923925027564, 99.58008398320337] | 0.4308 | 2108 | 3883 |
84
+ | 0.0174 | 29.0 | 2059 | 0.0009 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
85
+ | 0.0174 | 30.0 | 2130 | 0.0009 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
86
+ | 0.0174 | 31.0 | 2201 | 0.0007 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
87
+ | 0.0174 | 32.0 | 2272 | 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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+ | 0.0174 | 33.0 | 2343 | 0.0024 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
89
+ | 0.0174 | 34.0 | 2414 | 0.0022 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
90
+ | 0.0174 | 35.0 | 2485 | 0.0006 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
91
+ | 0.0109 | 36.0 | 2556 | 0.0003 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
92
+ | 0.0109 | 37.0 | 2627 | 0.0001 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
93
+ | 0.0109 | 38.0 | 2698 | 0.0005 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
94
+ | 0.0109 | 39.0 | 2769 | 0.0003 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
95
+ | 0.0109 | 40.0 | 2840 | 0.0012 | 42.9496 | [2103, 1956, 1808, 1660] | [2108, 1961, 1814, 1667] | [99.76280834914611, 99.74502804691484, 99.66923925027564, 99.58008398320337] | 0.4308 | 2108 | 3883 |
96
+ | 0.0109 | 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 |
97
+ | 0.0109 | 42.0 | 2982 | 0.0003 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
98
+ | 0.0073 | 43.0 | 3053 | 0.0001 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
99
+ | 0.0073 | 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 |
100
+ | 0.0073 | 45.0 | 3195 | 0.0001 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
101
+ | 0.0073 | 46.0 | 3266 | 0.0000 | 42.9309 | [2102, 1955, 1808, 1661] | [2107, 1960, 1813, 1666] | [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] | 0.4305 | 2107 | 3883 |
102
+ | 0.0073 | 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 |
103
+ | 0.0073 | 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 |
104
+ | 0.0073 | 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 |
105
+ | 0.0047 | 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 |
106
 
107
 
108
  ### Framework versions
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