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

Name: meshTask-gemma-3-4b-it-ood
Availability: InStock

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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
train_batch_size: 32
eval_batch_size: 32
seed: 42
distributed_type: multi-GPU
gradient_accumulation_steps: 4
total_train_batch_size: 128
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-07 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Micro	F1 Macro	F1 Weighted	Class/f1 Results Per Class	Items/f1 Scores Per Item
9.0719	0.0517	20	2.2898	0.0	0.0	0.0	{}	{'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}
6.7156	0.1034	40	1.7935	0.7971	0.1958	0.7918	{}	{'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}
6.5141	0.1551	60	1.7611	0.8332	0.5470	0.8277	{}	{'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}
6.4828	0.2069	80	1.7491	0.8768	0.5832	0.8772	{}	{'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}
6.4047	0.2586	100	1.7440	0.8860	0.8836	0.8861	{}	{'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}
6.45	0.3103	120	1.7394	0.8899	0.5911	0.8896	{}	{'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}
6.4562	0.3620	140	1.7367	0.8891	0.8860	0.8888	{}	{'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}
6.4703	0.4137	160	1.7338	0.8883	0.8861	0.8885	{}	{'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}
6.3719	0.4654	180	1.7311	0.8909	0.8885	0.8910	{}	{'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}
6.5109	0.5171	200	1.7292	0.8921	0.5934	0.8924	{}	{'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}
6.3125	0.5688	220	1.7276	0.8967	0.8944	0.8967	{}	{'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}
6.3625	0.6206	240	1.7271	0.8959	0.8930	0.8956	{}	{'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}
6.2938	0.6723	260	1.7245	0.8946	0.8927	0.8948	{}	{'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}
6.3734	0.7240	280	1.7236	0.8958	0.8935	0.8958	{}	{'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}
6.3359	0.7757	300	1.7229	0.8971	0.8943	0.8969	{}	{'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}
6.3359	0.8274	320	1.7223	0.8966	0.8936	0.8963	{}	{'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}
6.4016	0.8791	340	1.7217	0.8981	0.8955	0.8980	{}	{'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}
6.4172	0.9308	360	1.7212	0.8977	0.8955	0.8978	{}	{'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}
6.3422	0.9825	380	1.7214	0.8981	0.8958	0.8981	{}	{'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

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

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

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

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