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

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

meshTask-gemma-3-4b-it-ood is a text generation model from ferrazzipietro. Use it when you need the model to write or continue text. It is set up for peft. The card lists the license as gemma.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Generation
Library: peft
License: gemma
Access: Public
Created: Apr 30, 2026
Updated: Apr 30, 2026
SHA: e5a03314

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Base models

google/gemma-3-4b-it

Model card

From the Hugging Face model README

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

Task: Text Generation
Library: peft
License: gemma
Created: Apr 30, 2026
Updated: Apr 30, 2026