meshTask-Llama-3.1-8B-Instruct-ood

ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-ood

meshTask-Llama-3.1-8B-Instruct-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 llama3.1.

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

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At a glance

Task: Text Generation
Library: peft
License: llama3.1
Access: Public
Created: Apr 29, 2026
Updated: Apr 30, 2026
SHA: e3f50246

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Base models

meta-llama/Llama-3.1-8B-Instruct

Model card

From the Hugging Face model README

meshTask-Llama-3.1-8B-Instruct-ood

This model is a fine-tuned version of meta-llama/Llama-3.1-8B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 1.4728
F1 Micro: 0.8766
F1 Macro: 0.4409
F1 Weighted: 0.8834
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Cross-Sectional Studies': 0.9161047982774608, 'Child, Preschool': 0.4422286821705427, 'Cell Proliferation': 0.5710828796128252, 'Reproducibility of Results': 0.42560399159663864, 'Child': 0.45245650508808405, 'Aged, 80 and over': 0.5312671317038129, 'Infant': 0.5676868327402135, 'Follow-Up Studies': 0.4372727814530067, 'Middle Aged': 0.7584534368070954, 'Prospective Studies': 0.5736941223114282, 'Young Adult': 0.32530224030252675, 'Retrospective Studies': 0.8819871460830293, 'Adult': 0.4228110599078341, 'Female': 0.355709423058086, 'Rats': 1.0}

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
6.5938	0.0517	20	1.6309	0.6452	0.0429	0.6357	{}	{'Cross-Sectional Studies': 0.20640526564795525, 'Child, Preschool': 0.3825551271851988, 'Cell Proliferation': 0.2120473372781065, 'Reproducibility of Results': 0.028241215097209064, 'Child': 0.4230357068850168, 'Aged, 80 and over': 0.27159150560725365, 'Infant': 0.19748171235021206, 'Follow-Up Studies': 0.07899971582836032, 'Prospective Studies': 0.2204861111111111, 'Middle Aged': 0.3026921463772675, 'Young Adult': 0.16272185158430005, 'Retrospective Studies': 0.3179988499137435, 'Adult': 0.15460667278849097, 'Female': 0.2439232997654849, 'Rats': 0.5215171183364606}
5.7938	0.1034	40	1.5106	0.8639	0.8590	0.8628	{}	{'Cross-Sectional Studies': 0.8039878849066129, 'Child, Preschool': 0.8649521999217309, 'Cell Proliferation': 0.7691392733564013, 'Reproducibility of Results': 0.7126558005752637, 'Child': 0.8813025210084033, 'Aged, 80 and over': 0.6334823646299056, 'Infant': 0.7625563552954204, 'Follow-Up Studies': 0.6942572020335154, 'Prospective Studies': 0.7934658278524449, 'Middle Aged': 0.7734291084854994, 'Young Adult': 0.7042913225937457, 'Retrospective Studies': 0.8658747110629956, 'Adult': 0.7435790873576593, 'Female': 0.6710811984368215, 'Rats': 0.7685536500227652}
5.7125	0.1551	60	1.4978	0.8627	0.4312	0.8637	{}	{'Cross-Sectional Studies': 0.7938470353597127, 'Child, Preschool': 0.8320977686435702, 'Cell Proliferation': 0.8021193771626298, 'Reproducibility of Results': 0.5012634178778379, 'Child': 0.880801687763713, 'Aged, 80 and over': 0.7130778627917443, 'Infant': 0.8695707391414782, 'Follow-Up Studies': 0.6724904510018918, 'Prospective Studies': 0.8401111878785932, 'Middle Aged': 0.7072401160451475, 'Young Adult': 0.3482505705865408, 'Retrospective Studies': 0.892454954954955, 'Adult': 0.6937965260545906, 'Female': 0.6500234129373202, 'Rats': 0.7449832775919732}
5.65	0.2069	80	1.4931	0.8792	0.5856	0.8799	{}	{'Cross-Sectional Studies': 0.8157452795933188, 'Child, Preschool': 0.8969884604559527, 'Cell Proliferation': 0.7790963284862666, 'Reproducibility of Results': 0.5175438596491228, 'Child': 0.8910108024691358, 'Aged, 80 and over': 0.7376886369692125, 'Infant': 0.891296869625043, 'Follow-Up Studies': 0.6832134734771651, 'Prospective Studies': 0.84425540173373, 'Middle Aged': 0.7699979383568705, 'Young Adult': 0.6123388806315635, 'Retrospective Studies': 0.8980073634805092, 'Adult': 0.7788530465949821, 'Female': 0.6653166421207658, 'Rats': 0.7449832775919732}
5.6406	0.2586	100	1.4904	0.8907	0.5929	0.8912	{}	{'Cross-Sectional Studies': 0.8342477263740609, 'Child, Preschool': 0.8995694022289766, 'Cell Proliferation': 0.789655172413793, 'Reproducibility of Results': 0.5036731444287627, 'Child': 0.9036847626540782, 'Aged, 80 and over': 0.7761945103354795, 'Infant': 0.8957989843698477, 'Follow-Up Studies': 0.7071654903240722, 'Prospective Studies': 0.84425540173373, 'Middle Aged': 0.7856084939872858, 'Young Adult': 0.6668705402650357, 'Retrospective Studies': 0.9002533539403947, 'Adult': 0.7929193279362109, 'Female': 0.6943596785677958, 'Rats': 0.7685536500227652}
5.6125	0.3103	120	1.4879	0.8975	0.5964	0.8972	{}	{'Cross-Sectional Studies': 0.8101363084535829, 'Child, Preschool': 0.9030258067934926, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.41983273596176823, 'Child': 0.9057883210867415, 'Aged, 80 and over': 0.782908856774932, 'Infant': 0.863978764617261, 'Follow-Up Studies': 0.6750460274748619, 'Prospective Studies': 0.8441531419059509, 'Middle Aged': 0.7894412779827034, 'Young Adult': 0.7323134720214799, 'Retrospective Studies': 0.892320479924831, 'Adult': 0.823256378510912, 'Female': 0.7215164943377647, 'Rats': 0.7966666666666666}
5.6109	0.3620	140	1.4857	0.8922	0.5923	0.8915	{}	{'Cross-Sectional Studies': 0.8032329988851727, 'Child, Preschool': 0.895267871336972, 'Cell Proliferation': 0.8449152542372882, 'Reproducibility of Results': 0.4295485322132709, 'Child': 0.8967827057748909, 'Aged, 80 and over': 0.7938055014078407, 'Infant': 0.8067721470610716, 'Follow-Up Studies': 0.6494924977934686, 'Prospective Studies': 0.8531047592227542, 'Middle Aged': 0.7951799284572144, 'Young Adult': 0.6920720958928257, 'Retrospective Studies': 0.8669078347504429, 'Adult': 0.8215790845955107, 'Female': 0.7301011643443405, 'Rats': 0.8308374930671103}
5.6297	0.4137	160	1.4847	0.9006	0.5992	0.9008	{}	{'Cross-Sectional Studies': 0.8473711518505708, 'Child, Preschool': 0.8969884604559527, 'Cell Proliferation': 0.8113790970933827, 'Reproducibility of Results': 0.471410047266491, 'Child': 0.9043204515848893, 'Aged, 80 and over': 0.7843045112781954, 'Infant': 0.8898680607418472, 'Follow-Up Studies': 0.6750460274748619, 'Prospective Studies': 0.8657510413704268, 'Middle Aged': 0.7850226418730128, 'Young Adult': 0.7444091199101315, 'Retrospective Studies': 0.9007276507276507, 'Adult': 0.8172659414797228, 'Female': 0.7344456156931167, 'Rats': 0.7966666666666666}
5.6406	0.4654	180	1.4837	0.9036	0.6011	0.9037	{}	{'Cross-Sectional Studies': 0.8236202589143766, 'Child, Preschool': 0.8969884604559527, 'Cell Proliferation': 0.8418635656618028, 'Reproducibility of Results': 0.48160480124964034, 'Child': 0.9195642795513373, 'Aged, 80 and over': 0.808961953804181, 'Infant': 0.8793793046220231, 'Follow-Up Studies': 0.6783168051460735, 'Prospective Studies': 0.8702156334231805, 'Middle Aged': 0.790167865707434, 'Young Adult': 0.7548637055486371, 'Retrospective Studies': 0.8952125202125202, 'Adult': 0.8287470261697065, 'Female': 0.7344456156931167, 'Rats': 0.8308374930671103}
5.6203	0.5171	200	1.4825	0.9036	0.6008	0.9035	{}	{'Cross-Sectional Studies': 0.8349503214494447, 'Child, Preschool': 0.8865480198813531, 'Cell Proliferation': 0.858534322820037, 'Reproducibility of Results': 0.5009438648782911, 'Child': 0.91168041684759, 'Aged, 80 and over': 0.779355195793552, 'Infant': 0.8883861744176268, 'Follow-Up Studies': 0.689844086484624, 'Prospective Studies': 0.8702156334231805, 'Middle Aged': 0.8035744302438442, 'Young Adult': 0.7590459765737633, 'Retrospective Studies': 0.9004776378636561, 'Adult': 0.8296877974490767, 'Female': 0.7615996762881035, 'Rats': 0.8308374930671103}
5.5531	0.5688	220	1.4817	0.9026	0.6007	0.9029	{}	{'Cross-Sectional Studies': 0.8494027303754266, 'Child, Preschool': 0.8986201590151321, 'Cell Proliferation': 0.8418635656618028, 'Reproducibility of Results': 0.511122298670545, 'Child': 0.9167031675658351, 'Aged, 80 and over': 0.7949208200080595, 'Infant': 0.8824537853180443, 'Follow-Up Studies': 0.6832901664042794, 'Prospective Studies': 0.8702156334231805, 'Middle Aged': 0.7804449648711944, 'Young Adult': 0.7261476496204624, 'Retrospective Studies': 0.8952125202125202, 'Adult': 0.8433799704349644, 'Female': 0.7469698415728192, 'Rats': 0.7685536500227652}
5.5984	0.6206	240	1.4808	0.9016	0.6002	0.9020	{}	{'Cross-Sectional Studies': 0.8473971189111548, 'Child, Preschool': 0.9035005881637124, 'Cell Proliferation': 0.8418635656618028, 'Reproducibility of Results': 0.5036731444287627, 'Child': 0.9200745884773662, 'Aged, 80 and over': 0.7896464646464647, 'Infant': 0.8868489583333333, 'Follow-Up Studies': 0.6874044019385275, 'Prospective Studies': 0.8764909580607927, 'Middle Aged': 0.7860926252886052, 'Young Adult': 0.7162790964536321, 'Retrospective Studies': 0.8954690785494138, 'Adult': 0.8417364360174013, 'Female': 0.7469698415728192, 'Rats': 0.7685536500227652}
5.6125	0.6723	260	1.4805	0.9051	0.6019	0.9051	{}	{'Cross-Sectional Studies': 0.8412055780476833, 'Child, Preschool': 0.8943722943722943, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.511122298670545, 'Child': 0.9098723856788373, 'Aged, 80 and over': 0.7999719848718307, 'Infant': 0.8679205851619645, 'Follow-Up Studies': 0.6718237471276465, 'Prospective Studies': 0.8702156334231805, 'Middle Aged': 0.8049601477011753, 'Young Adult': 0.7706591779867642, 'Retrospective Studies': 0.8975819366245661, 'Adult': 0.8332788167531822, 'Female': 0.7728174273399151, 'Rats': 0.8308374930671103}
5.6219	0.7240	280	1.4798	0.9071	0.6034	0.9072	{}	{'Cross-Sectional Studies': 0.8414551987424208, 'Child, Preschool': 0.8943722943722943, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.507346189164371, 'Child': 0.9023617511520737, 'Aged, 80 and over': 0.8077444235980822, 'Infant': 0.8659881255301103, 'Follow-Up Studies': 0.68092059518843, 'Prospective Studies': 0.8764909580607927, 'Middle Aged': 0.8035714285714286, 'Young Adult': 0.7841789416257501, 'Retrospective Studies': 0.9036042076727302, 'Adult': 0.8388878143133462, 'Female': 0.77749303120223, 'Rats': 0.8308374930671103}
5.6234	0.7757	300	1.4796	0.9090	0.6045	0.9089	{}	{'Cross-Sectional Studies': 0.8454050999505545, 'Child, Preschool': 0.8943722943722943, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.511122298670545, 'Child': 0.9098723856788373, 'Aged, 80 and over': 0.8131362356508556, 'Infant': 0.8614205273036645, 'Follow-Up Studies': 0.68092059518843, 'Prospective Studies': 0.8810309973045822, 'Middle Aged': 0.8063207083128381, 'Young Adult': 0.7942091409428094, 'Retrospective Studies': 0.9007276507276507, 'Adult': 0.8425057673876504, 'Female': 0.7728174273399151, 'Rats': 0.8308374930671103}
5.6391	0.8274	320	1.4794	0.9086	0.6045	0.9087	{}	{'Cross-Sectional Studies': 0.843476333000776, 'Child, Preschool': 0.8987185491080931, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.507346189164371, 'Child': 0.9057883210867415, 'Aged, 80 and over': 0.8069933728636205, 'Infant': 0.8743234597361277, 'Follow-Up Studies': 0.689844086484624, 'Prospective Studies': 0.8720095693779905, 'Middle Aged': 0.8035714285714286, 'Young Adult': 0.7866167881818529, 'Retrospective Studies': 0.9152223248355205, 'Adult': 0.8412303061199717, 'Female': 0.77749303120223, 'Rats': 0.8308374930671103}
5.5703	0.8791	340	1.4792	0.9090	0.6047	0.9090	{}	{'Cross-Sectional Studies': 0.8473971189111548, 'Child, Preschool': 0.8995694022289766, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.511122298670545, 'Child': 0.906441463818513, 'Aged, 80 and over': 0.8042643923240937, 'Infant': 0.8633950649305735, 'Follow-Up Studies': 0.689844086484624, 'Prospective Studies': 0.8764909580607927, 'Middle Aged': 0.7976190476190477, 'Young Adult': 0.7978837366913709, 'Retrospective Studies': 0.9093321825439638, 'Adult': 0.8422987692186701, 'Female': 0.77749303120223, 'Rats': 0.8308374930671103}
5.5828	0.9308	360	1.4790	0.9096	0.6052	0.9097	{}	{'Cross-Sectional Studies': 0.8454050999505545, 'Child, Preschool': 0.9080594515386226, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.511122298670545, 'Child': 0.906441463818513, 'Aged, 80 and over': 0.8139462163852408, 'Infant': 0.8697802197802198, 'Follow-Up Studies': 0.68092059518843, 'Prospective Studies': 0.8764909580607927, 'Middle Aged': 0.7976190476190477, 'Young Adult': 0.7976846988795518, 'Retrospective Studies': 0.9038371633042039, 'Adult': 0.8422987692186701, 'Female': 0.7823002794092491, 'Rats': 0.8308374930671103}
5.5438	0.9825	380	1.4791	0.9090	0.6047	0.9090	{}	{'Cross-Sectional Studies': 0.8454050999505545, 'Child, Preschool': 0.9038330162800718, 'Cell Proliferation': 0.8273910582908885, 'Reproducibility of Results': 0.511122298670545, 'Child': 0.906441463818513, 'Aged, 80 and over': 0.8077444235980822, 'Infant': 0.8697802197802198, 'Follow-Up Studies': 0.68092059518843, 'Prospective Studies': 0.8764909580607927, 'Middle Aged': 0.7961584140325233, 'Young Adult': 0.8001367053998634, 'Retrospective Studies': 0.9009707059941815, 'Adult': 0.8422987692186701, 'Female': 0.77749303120223, 'Rats': 0.8308374930671103}

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: llama3.1
Created: Apr 29, 2026
Updated: Apr 30, 2026