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ferrazzipietro/meshTask-gemma-3-4b-it-ood

sourceHugging Facegemmaupdated 5mo agoView on Hugging Face
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Model Card

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meshTask-gemma-3-4b-it-ood

This model is a fine-tuned version of google/gemma-3-4b-it on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.7165
  • —F1 Micro: 0.8887
  • —F1 Macro: 0.8857
  • —F1 Weighted: 0.8891
  • —Class/f1 Results Per Class: {}
  • —Items/f1 Scores Per Item: {'Retrospective Studies': 0.8925055432372506, 'Prospective Studies': 0.8459073493556253, 'Aged, 80 and over': 0.7757636634041128, 'Child': 0.8727550100547812, 'Rats': 0.697504159733777, 'Female': 0.7369488630297855, 'Adult': 0.711142439633585, 'Middle Aged': 0.7909522825862425, 'Cross-Sectional Studies': 0.9223549068750307, 'Young Adult': 0.7168897969523579, 'Reproducibility of Results': 0.7501604278074867, 'Child, Preschool': 0.8431528662420382, 'Cell Proliferation': 0.8537181996086105, 'Follow-Up Studies': 0.6361850764402146, 'Infant': 0.8152577466799943}

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: 0.0003
  • —trainbatchsize: 32
  • —evalbatchsize: 32
  • —seed: 42
  • —distributed_type: multi-GPU
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 128
  • —optimizer: Use OptimizerNames.ADAMWTORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizerargs=No additional optimizer arguments
  • —lrschedulertype: cosine
  • —lrschedulerwarmup_ratio: 0.1
  • —num_epochs: 1

Training results

Training LossEpochStepValidation LossF1 MicroF1 MacroF1 WeightedClass/f1 Results Per ClassItems/f1 Scores Per Item
9.07190.0517202.28980.00.00.0{}{'Retrospective Studies': 0.0, 'Adult': 0.0, 'Aged, 80 and over': 0.0, 'Prospective Studies': 0.0, 'Rats': 0.0, 'Female': 0.0, 'Child': 0.0, 'Middle Aged': 0.0, 'Cross-Sectional Studies': 0.0, 'Young Adult': 0.0, 'Reproducibility of Results': 0.0, 'Child, Preschool': 0.0, 'Cell Proliferation': 0.0, 'Follow-Up Studies': 0.0, 'Infant': 0.0}
6.71560.1034401.79350.79710.19580.7918{}{'Retrospective Studies': 0.23083688751744336, 'Adult': 0.3663351928207616, 'Aged, 80 and over': 0.29578928345531763, 'Prospective Studies': 0.5626682045367166, 'Rats': 0.4129476584022038, 'Female': 0.567129589495524, 'Child': 0.5258157786038827, 'Middle Aged': 0.638812913229815, 'Cross-Sectional Studies': 0.3179384839557794, 'Young Adult': 0.6029141919662507, 'Reproducibility of Results': 0.4704918032786885, 'Child, Preschool': 0.3216566320014596, 'Cell Proliferation': 0.3271349862258953, 'Follow-Up Studies': 0.32497451580020387, 'Infant': 0.4676908791626218}
6.51410.1551601.76110.83320.54700.8277{}{'Retrospective Studies': 0.7271152041201056, 'Adult': 0.6159332550224391, 'Aged, 80 and over': 0.581095217386194, 'Prospective Studies': 0.8153036719279914, 'Rats': 0.7832592938975917, 'Female': 0.758043758043758, 'Child': 0.8355471220746363, 'Middle Aged': 0.661431144488201, 'Cross-Sectional Studies': 0.420895112575508, 'Young Adult': 0.5770647508295534, 'Reproducibility of Results': 0.5269604579949407, 'Child, Preschool': 0.6089509827137106, 'Cell Proliferation': 0.7417491749174918, 'Follow-Up Studies': 0.4725937183383992, 'Infant': 0.7044748551758878}
6.48280.2069801.74910.87680.58320.8772{}{'Retrospective Studies': 0.8794224838800112, 'Adult': 0.5328301886792453, 'Aged, 80 and over': 0.6976353534048327, 'Prospective Studies': 0.8845731628567739, 'Rats': 0.8733606557377049, 'Female': 0.7296806142383354, 'Child': 0.8980392156862744, 'Middle Aged': 0.7285771623519968, 'Cross-Sectional Studies': 0.5221828338167365, 'Young Adult': 0.702683615819209, 'Reproducibility of Results': 0.6399108138238573, 'Child, Preschool': 0.8758990599596329, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6479483870967742, 'Infant': 0.797508633002477}
6.40470.25861001.74400.88600.88360.8861{}{'Retrospective Studies': 0.8849661665195645, 'Adult': 0.5952412725525782, 'Aged, 80 and over': 0.7390837234287468, 'Prospective Studies': 0.8845731628567739, 'Rats': 0.8733606557377049, 'Female': 0.7637169394266052, 'Child': 0.9015736634282472, 'Middle Aged': 0.7836395630513278, 'Cross-Sectional Studies': 0.7847734457323499, 'Young Adult': 0.7198075052475299, 'Reproducibility of Results': 0.6399108138238573, 'Child, Preschool': 0.8804289901412203, 'Cell Proliferation': 0.8645272985840599, 'Follow-Up Studies': 0.6809414088215932, 'Infant': 0.8120160213618157}
6.450.31031201.73940.88990.59110.8896{}{'Retrospective Studies': 0.8765063834864575, 'Adult': 0.4904483301198945, 'Aged, 80 and over': 0.7445169139265317, 'Prospective Studies': 0.8750605893463037, 'Rats': 0.8733606557377049, 'Female': 0.8191286373032278, 'Child': 0.8919682259488084, 'Middle Aged': 0.7930588867752875, 'Cross-Sectional Studies': 0.7893877551020408, 'Young Adult': 0.747704658525554, 'Reproducibility of Results': 0.6297652061379183, 'Child, Preschool': 0.8724689165186501, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6570063694267516, 'Infant': 0.7630738056269971}
6.45620.36201401.73670.88910.88600.8888{}{'Retrospective Studies': 0.8677504551767813, 'Adult': 0.6791886337235278, 'Aged, 80 and over': 0.6807461214240875, 'Prospective Studies': 0.8723487824037706, 'Rats': 0.8733606557377049, 'Female': 0.7848641888956008, 'Child': 0.9007832288639096, 'Middle Aged': 0.7943866033998249, 'Cross-Sectional Studies': 0.7893877551020408, 'Young Adult': 0.7439711273409304, 'Reproducibility of Results': 0.6489130434782608, 'Child, Preschool': 0.8782775768535263, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.635984677782785, 'Infant': 0.8048220436280138}
6.47030.41371601.73380.88830.88610.8885{}{'Retrospective Studies': 0.875298130789284, 'Adult': 0.63300395256917, 'Aged, 80 and over': 0.7264021887824896, 'Prospective Studies': 0.8671383647798743, 'Rats': 0.8733606557377049, 'Female': 0.7570288094411662, 'Child': 0.8900522976393581, 'Middle Aged': 0.7847144194756555, 'Cross-Sectional Studies': 0.7813022820049522, 'Young Adult': 0.7208222811671088, 'Reproducibility of Results': 0.7072002072002073, 'Child, Preschool': 0.8790549572361629, 'Cell Proliferation': 0.8734476982614221, 'Follow-Up Studies': 0.6716305342041498, 'Infant': 0.8631218741774151}
6.37190.46541801.73110.89090.88850.8910{}{'Retrospective Studies': 0.875298130789284, 'Adult': 0.6979669287069666, 'Aged, 80 and over': 0.7392594686263425, 'Prospective Studies': 0.8671383647798743, 'Rats': 0.8733606557377049, 'Female': 0.7789610078506952, 'Child': 0.8963949181941775, 'Middle Aged': 0.7679353159283351, 'Cross-Sectional Studies': 0.8022988505747126, 'Young Adult': 0.7475904977375565, 'Reproducibility of Results': 0.7072002072002073, 'Child, Preschool': 0.88491681865915, 'Cell Proliferation': 0.8878404204491162, 'Follow-Up Studies': 0.6851666249060386, 'Infant': 0.826059511493749}
6.51090.51712001.72920.89210.59340.8924{}{'Retrospective Studies': 0.8804081859637415, 'Adult': 0.7181914026932477, 'Aged, 80 and over': 0.7519785189372528, 'Prospective Studies': 0.8714174935510928, 'Rats': 0.8733606557377049, 'Female': 0.7904429602254545, 'Child': 0.8980392156862744, 'Middle Aged': 0.7595940205122735, 'Cross-Sectional Studies': 0.8092250162412258, 'Young Adult': 0.736801889413726, 'Reproducibility of Results': 0.7348111658456487, 'Child, Preschool': 0.8790549572361629, 'Cell Proliferation': 0.8734476982614221, 'Follow-Up Studies': 0.46684989037457925, 'Infant': 0.8310597932526098}
6.31250.56882201.72760.89670.89440.8967{}{'Retrospective Studies': 0.8821579264617239, 'Adult': 0.7520694259012015, 'Aged, 80 and over': 0.7433119426618885, 'Prospective Studies': 0.8757486937683191, 'Rats': 0.8733606557377049, 'Female': 0.7913022738114168, 'Child': 0.9007832288639096, 'Middle Aged': 0.812731698601992, 'Cross-Sectional Studies': 0.8092250162412258, 'Young Adult': 0.7521221925607504, 'Reproducibility of Results': 0.722517420216997, 'Child, Preschool': 0.88491681865915, 'Cell Proliferation': 0.8878404204491162, 'Follow-Up Studies': 0.6831522698461094, 'Infant': 0.8286079579813058}
6.36250.62062401.72710.89590.89300.8956{}{'Retrospective Studies': 0.8871572871572871, 'Adult': 0.7614643545279384, 'Aged, 80 and over': 0.7457411645054666, 'Prospective Studies': 0.8796296296296297, 'Rats': 0.8733606557377049, 'Female': 0.7957232704402515, 'Child': 0.8829965231218331, 'Middle Aged': 0.8113516268340442, 'Cross-Sectional Studies': 0.7893877551020408, 'Young Adult': 0.7538181067694001, 'Reproducibility of Results': 0.6624163879598662, 'Child, Preschool': 0.8839055722203017, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6253676121810074, 'Infant': 0.8090795682594782}
6.29380.67232601.72450.89460.89270.8948{}{'Retrospective Studies': 0.8818860877684407, 'Adult': 0.7315635255508672, 'Aged, 80 and over': 0.7652173913043478, 'Prospective Studies': 0.8785046728971964, 'Rats': 0.8733606557377049, 'Female': 0.7744360902255638, 'Child': 0.8928458871730223, 'Middle Aged': 0.8029276439303508, 'Cross-Sectional Studies': 0.8018638035178922, 'Young Adult': 0.7444195386195946, 'Reproducibility of Results': 0.7262711864406779, 'Child, Preschool': 0.8824646411733892, 'Cell Proliferation': 0.8645272985840599, 'Follow-Up Studies': 0.6722114315121935, 'Infant': 0.8441671844301524}
6.37340.72402801.72360.89580.89350.8958{}{'Retrospective Studies': 0.8784716226576692, 'Adult': 0.7495504405682432, 'Aged, 80 and over': 0.7653849734661577, 'Prospective Studies': 0.8785046728971964, 'Rats': 0.8733606557377049, 'Female': 0.7700272364056423, 'Child': 0.887502363395727, 'Middle Aged': 0.8006498727053464, 'Cross-Sectional Studies': 0.8221854646955443, 'Young Adult': 0.7645306364715552, 'Reproducibility of Results': 0.7317028149515459, 'Child, Preschool': 0.8839055722203017, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6753416398713826, 'Infant': 0.8120160213618157}
6.33590.77573001.72290.89710.89430.8969{}{'Retrospective Studies': 0.8932748231045415, 'Adult': 0.7659558378705384, 'Aged, 80 and over': 0.7526074513522212, 'Prospective Studies': 0.8859248859248859, 'Rats': 0.8733606557377049, 'Female': 0.7904429602254545, 'Child': 0.8829965231218331, 'Middle Aged': 0.797636859707798, 'Cross-Sectional Studies': 0.7961011591148577, 'Young Adult': 0.768965302647137, 'Reproducibility of Results': 0.7372997997997998, 'Child, Preschool': 0.8874103942652329, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6433249926405652, 'Infant': 0.7951652985917614}
6.33590.82743201.72230.89660.89360.8963{}{'Retrospective Studies': 0.8805733728272991, 'Adult': 0.7659119682993801, 'Aged, 80 and over': 0.7523031694828927, 'Prospective Studies': 0.884261221997999, 'Rats': 0.8733606557377049, 'Female': 0.7904429602254545, 'Child': 0.8829965231218331, 'Middle Aged': 0.800542181739319, 'Cross-Sectional Studies': 0.7893877551020408, 'Young Adult': 0.7739335394563552, 'Reproducibility of Results': 0.722517420216997, 'Child, Preschool': 0.8828658543445731, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6034071748357462, 'Infant': 0.8028342575477511}
6.40160.87913401.72170.89810.89550.8980{}{'Retrospective Studies': 0.8929721990215964, 'Adult': 0.7495504405682432, 'Aged, 80 and over': 0.7662657189721159, 'Prospective Studies': 0.8859248859248859, 'Rats': 0.8733606557377049, 'Female': 0.7803714859437751, 'Child': 0.887502363395727, 'Middle Aged': 0.8081305138094605, 'Cross-Sectional Studies': 0.7928126882152178, 'Young Adult': 0.7656008544677757, 'Reproducibility of Results': 0.7372997997997998, 'Child, Preschool': 0.8874103942652329, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6463711550971099, 'Infant': 0.8060214184683775}
6.41720.93083601.72120.89770.89550.8978{}{'Retrospective Studies': 0.8881118393042847, 'Adult': 0.7394014890684384, 'Aged, 80 and over': 0.7765025672002417, 'Prospective Studies': 0.8982383283070483, 'Rats': 0.8733606557377049, 'Female': 0.7700272364056423, 'Child': 0.8884252965168065, 'Middle Aged': 0.7991336633663366, 'Cross-Sectional Studies': 0.8022988505747126, 'Young Adult': 0.7586452027150982, 'Reproducibility of Results': 0.7372997997997998, 'Child, Preschool': 0.8884003907984723, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6817375886524822, 'Infant': 0.8190940569571055}
6.34220.98253801.72140.89810.89580.8981{}{'Retrospective Studies': 0.8884140187241152, 'Adult': 0.74654117429944, 'Aged, 80 and over': 0.774931567030516, 'Prospective Studies': 0.8921269251194901, 'Rats': 0.8733606557377049, 'Female': 0.7700272364056423, 'Child': 0.8884252965168065, 'Middle Aged': 0.8066907856536691, 'Cross-Sectional Studies': 0.7983235885978672, 'Young Adult': 0.7612024957458876, 'Reproducibility of Results': 0.7515766805106907, 'Child, Preschool': 0.88491681865915, 'Cell Proliferation': 0.8394871794871794, 'Follow-Up Studies': 0.6850064516129032, 'Infant': 0.8048220436280138}

Framework versions

  • —PEFT 0.18.1
  • —Transformers 4.51.0
  • —Pytorch 2.8.0+cu128
  • —Datasets 3.6.0
  • —Tokenizers 0.21.0