--- license: mit base_model: VietAI/vit5-base tags: - generated_from_trainer model-index: - name: T5_fine_tune results: [] --- # T5_fine_tune This model is a fine-tuned version of [VietAI/vit5-base](https://huggingface.co/VietAI/vit5-base) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.0000 - Score: 42.9309 - Counts: [2102, 1955, 1808, 1661] - Totals: [2107, 1960, 1813, 1666] - Precisions: [99.76269577598481, 99.74489795918367, 99.72421400992829, 99.69987995198079] - Bp: 0.4305 - Sys Len: 2107 - Ref Len: 3883 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 2e-05 - train_batch_size: 16 - eval_batch_size: 16 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 50 ### Training results | Training Loss | Epoch | Step | Validation Loss | Score | Counts | Totals | Precisions | Bp | Sys Len | Ref Len | |:-------------:|:-----:|:----:|:---------------:|:-------:|:------------------------:|:------------------------:|:----------------------------------------------------------------------------:|:------:|:-------:|:-------:| | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | | 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 | ### Framework versions - Transformers 4.36.2 - Pytorch 2.0.0 - Datasets 2.1.0 - Tokenizers 0.15.0