meshTask-Llama-3.1-8B-Instruct

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

meshTask-Llama-3.1-8B-Instruct 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 27, 2026
Updated: May 1, 2026
SHA: f1eba2df

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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

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: 1.4494
F1 Micro: 0.9041
F1 Macro: 0.5987
F1 Weighted: 0.9044
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Disease Models, Animal': 0.8407594549073649, 'Cell Line, Tumor': 0.8754358161648177, 'Adolescent': 0.862004662004662, 'Pregnancy': 0.9430491121420572, 'Mice': 0.9244900521223225, 'Treatment Outcome': 0.8613774016284946, 'Risk Factors': 0.8637856093061071, 'Signal Transduction': 0.8435086918483016, 'Surveys and Questionnaires': 0.8979398979398979, 'Aged': 0.8938600138600139, 'Prognosis': 0.8613235783172597, 'Time Factors': 0.6389880698504771, 'Male': 0.5043571388309566, 'Animals': 0.967109634551495}

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
6.5563	0.0517	20	1.6102	0.5702	0.0310	0.6052	{}	{'Disease Models, Animal': 0.20034228171273138, 'Cell Line, Tumor': 0.1849477157253389, 'Adolescent': 0.13403835993624946, 'Male': 0.29283049472830497, 'Mice': 0.24328788749963456, 'Pregnancy': 0.222847328110486, 'Treatment Outcome': 0.11704939821309902, 'Signal Transduction': 0.08523634910018989, 'Surveys and Questionnaires': 0.3675925925925926, 'Aged': 0.31557614360162134, 'Prognosis': 0.07109572324545223, 'Time Factors': 0.036189039383821245, 'Risk Factors': 0.10909927340522241, 'Animals': 0.18184455731225996}
5.6547	0.1034	40	1.4780	0.8674	0.5741	0.8677	{}	{'Disease Models, Animal': 0.8128744814871716, 'Cell Line, Tumor': 0.8689393939393939, 'Adolescent': 0.5008421512786557, 'Male': 0.7179610877232905, 'Mice': 0.8920664449033858, 'Pregnancy': 0.9383639616197756, 'Treatment Outcome': 0.7864511465930744, 'Signal Transduction': 0.8464299960111688, 'Surveys and Questionnaires': 0.9047619047619047, 'Aged': 0.8590100111234705, 'Prognosis': 0.7725331988569508, 'Time Factors': 0.646605701103971, 'Risk Factors': 0.8192314035955797, 'Animals': 0.9253828445601041}
5.7141	0.1551	60	1.4649	0.8900	0.8821	0.8889	{}	{'Disease Models, Animal': 0.829034307983248, 'Cell Line, Tumor': 0.8768683274021353, 'Adolescent': 0.7900702576112413, 'Male': 0.7757022537994636, 'Mice': 0.8967136396821311, 'Pregnancy': 0.9097526958533184, 'Treatment Outcome': 0.7885314536129211, 'Signal Transduction': 0.7899303512394484, 'Surveys and Questionnaires': 0.910895320185847, 'Aged': 0.88136776271173, 'Prognosis': 0.7888365545991014, 'Time Factors': 0.6535469638917915, 'Risk Factors': 0.8492237564101563, 'Animals': 0.9394851641453901}
5.6156	0.2069	80	1.4594	0.8725	0.8701	0.8740	{}	{'Disease Models, Animal': 0.828474862695395, 'Cell Line, Tumor': 0.8759539052496799, 'Adolescent': 0.7803095968028109, 'Male': 0.6851595006934813, 'Mice': 0.8945773022865533, 'Pregnancy': 0.9555164319248826, 'Treatment Outcome': 0.8231473625698487, 'Signal Transduction': 0.8588047659255089, 'Surveys and Questionnaires': 0.9121591340021374, 'Aged': 0.8266373978934927, 'Prognosis': 0.8306275635395635, 'Time Factors': 0.6705179845947282, 'Risk Factors': 0.8107848435717289, 'Animals': 0.9202644986449864}
5.6781	0.2586	100	1.4566	0.8865	0.8834	0.8876	{}	{'Disease Models, Animal': 0.8347487151184851, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.8141816257581308, 'Male': 0.7351353979289221, 'Mice': 0.915330034299479, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8218338294674172, 'Signal Transduction': 0.8653719861150202, 'Surveys and Questionnaires': 0.9054021443099941, 'Aged': 0.8597278714925773, 'Prognosis': 0.8219205468236817, 'Time Factors': 0.6930552088245356, 'Risk Factors': 0.8192314035955797, 'Animals': 0.9514287535320487}
5.5812	0.3103	120	1.4547	0.8920	0.8886	0.8929	{}	{'Disease Models, Animal': 0.8327549973119593, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.824092300009871, 'Male': 0.782665658856135, 'Mice': 0.9107383218196958, 'Pregnancy': 0.9659754017416285, 'Treatment Outcome': 0.8397759103641457, 'Signal Transduction': 0.8628595755032537, 'Surveys and Questionnaires': 0.9090838809431774, 'Aged': 0.8639150992092168, 'Prognosis': 0.8279786774240023, 'Time Factors': 0.6720240414046413, 'Risk Factors': 0.8287745610260824, 'Animals': 0.9515169251780313}
5.5891	0.3620	140	1.4532	0.8941	0.8868	0.8932	{}	{'Disease Models, Animal': 0.8170830226199354, 'Cell Line, Tumor': 0.8794509093442966, 'Adolescent': 0.8156662665066026, 'Male': 0.7939608267160012, 'Mice': 0.9175471698113208, 'Pregnancy': 0.9243814844373504, 'Treatment Outcome': 0.757864238410596, 'Signal Transduction': 0.8137397194000968, 'Surveys and Questionnaires': 0.9122170567633174, 'Aged': 0.8872080088987764, 'Prognosis': 0.7788362308486148, 'Time Factors': 0.6235794831293054, 'Risk Factors': 0.8640796276728748, 'Animals': 0.949454200284765}
5.5641	0.4137	160	1.4525	0.8958	0.8917	0.8964	{}	{'Disease Models, Animal': 0.8310767950563055, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.8414252038398908, 'Male': 0.7972955734149765, 'Mice': 0.9084663399103514, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8500600230676887, 'Signal Transduction': 0.8599563500311785, 'Surveys and Questionnaires': 0.9047619047619047, 'Aged': 0.8785175017158544, 'Prognosis': 0.838887078779262, 'Time Factors': 0.668640805448623, 'Risk Factors': 0.8175687285223368, 'Animals': 0.9425440906346739}
5.5172	0.4654	180	1.4511	0.9019	0.8966	0.9018	{}	{'Disease Models, Animal': 0.8361744082468576, 'Cell Line, Tumor': 0.8863399945250479, 'Adolescent': 0.8415928216150192, 'Male': 0.7970639439138003, 'Mice': 0.9175229627144235, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8426836797694999, 'Signal Transduction': 0.8490196078431372, 'Surveys and Questionnaires': 0.9192396922222521, 'Aged': 0.8920622296132943, 'Prognosis': 0.8018327241909, 'Time Factors': 0.6399471074380165, 'Risk Factors': 0.8610120511559272, 'Animals': 0.949454200284765}
5.5297	0.5171	200	1.4501	0.9003	0.8949	0.9002	{}	{'Disease Models, Animal': 0.8344558881270954, 'Cell Line, Tumor': 0.8849734042553192, 'Adolescent': 0.8351074870274278, 'Male': 0.7972955734149765, 'Mice': 0.9198261808536847, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8496916752312436, 'Signal Transduction': 0.8521694611544861, 'Surveys and Questionnaires': 0.9186391733971033, 'Aged': 0.8876569720361142, 'Prognosis': 0.7942886677865357, 'Time Factors': 0.6349293348471206, 'Risk Factors': 0.8457207207207207, 'Animals': 0.949454200284765}
5.5141	0.5688	220	1.4492	0.8973	0.8935	0.8979	{}	{'Disease Models, Animal': 0.833434160112926, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.8368835100110876, 'Male': 0.7877465603989492, 'Mice': 0.9153158437776603, 'Pregnancy': 0.9659754017416285, 'Treatment Outcome': 0.8574952041655248, 'Signal Transduction': 0.8612312572087659, 'Surveys and Questionnaires': 0.9172297297297297, 'Aged': 0.8767662691210785, 'Prognosis': 0.8325721153846153, 'Time Factors': 0.7133153302866639, 'Risk Factors': 0.8267674497021468, 'Animals': 0.9470070159725332}
5.5219	0.6206	240	1.4483	0.8946	0.8914	0.8955	{}	{'Disease Models, Animal': 0.8366152607921642, 'Cell Line, Tumor': 0.8862366015650687, 'Adolescent': 0.8504973736810301, 'Male': 0.7532031797989245, 'Mice': 0.9107383218196958, 'Pregnancy': 0.9785875706214688, 'Treatment Outcome': 0.8515575043390884, 'Signal Transduction': 0.8690757445589921, 'Surveys and Questionnaires': 0.9047619047619047, 'Aged': 0.8597278714925773, 'Prognosis': 0.8372473419792031, 'Time Factors': 0.708183382882178, 'Risk Factors': 0.8267674497021468, 'Animals': 0.9469046591428681}
5.4844	0.6723	260	1.4479	0.8968	0.8933	0.8976	{}	{'Disease Models, Animal': 0.8409648489846409, 'Cell Line, Tumor': 0.8901819720694033, 'Adolescent': 0.8501421116391762, 'Male': 0.8023243312978412, 'Mice': 0.915330034299479, 'Pregnancy': 0.9777582159624414, 'Treatment Outcome': 0.8554670660041295, 'Signal Transduction': 0.8532667876588022, 'Surveys and Questionnaires': 0.9078490270340864, 'Aged': 0.8664075623332566, 'Prognosis': 0.8372473419792031, 'Time Factors': 0.6886304190550392, 'Risk Factors': 0.8258438283654146, 'Animals': 0.9469046591428681}
5.475	0.7240	280	1.4473	0.8995	0.8952	0.8999	{}	{'Disease Models, Animal': 0.8409313519715669, 'Cell Line, Tumor': 0.8862366015650687, 'Adolescent': 0.839546817883588, 'Male': 0.7948198852974602, 'Mice': 0.9199067892022098, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8690610970134687, 'Signal Transduction': 0.8612612612612613, 'Surveys and Questionnaires': 0.9103322072072072, 'Aged': 0.8804750756023803, 'Prognosis': 0.8309260832625318, 'Time Factors': 0.6536323508834416, 'Risk Factors': 0.8242125484794665, 'Animals': 0.9491750749931824}
5.6312	0.7757	300	1.4470	0.9004	0.8963	0.9009	{}	{'Disease Models, Animal': 0.8384243194369776, 'Cell Line, Tumor': 0.8862366015650687, 'Adolescent': 0.8472847705328823, 'Male': 0.7972955734149765, 'Mice': 0.919908466819222, 'Pregnancy': 0.9886584672472095, 'Treatment Outcome': 0.8588912660458092, 'Signal Transduction': 0.8552113812935123, 'Surveys and Questionnaires': 0.9103322072072072, 'Aged': 0.8804750756023803, 'Prognosis': 0.8341312678518789, 'Time Factors': 0.6466717869943677, 'Risk Factors': 0.8430376028202116, 'Animals': 0.9491750749931824}
5.5375	0.8274	320	1.4464	0.9021	0.8978	0.9025	{}	{'Disease Models, Animal': 0.8434465593998668, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.8439482961222091, 'Male': 0.7997968837694096, 'Mice': 0.9176197059193163, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8656898656898657, 'Signal Transduction': 0.8643159222436563, 'Surveys and Questionnaires': 0.9103322072072072, 'Aged': 0.8869427720002432, 'Prognosis': 0.829233409610984, 'Time Factors': 0.6492238325281804, 'Risk Factors': 0.8387220967682227, 'Animals': 0.9512464546947306}
5.5469	0.8791	340	1.4463	0.8991	0.8949	0.8996	{}	{'Disease Models, Animal': 0.8384243194369776, 'Cell Line, Tumor': 0.8901819720694033, 'Adolescent': 0.836718754587789, 'Male': 0.7950030102347982, 'Mice': 0.9199067892022098, 'Pregnancy': 0.9886584672472095, 'Treatment Outcome': 0.8648950338339787, 'Signal Transduction': 0.8522153981136213, 'Surveys and Questionnaires': 0.9109557924165648, 'Aged': 0.8806768381756208, 'Prognosis': 0.829233409610984, 'Time Factors': 0.6421273726791826, 'Risk Factors': 0.8310288867250892, 'Animals': 0.9512464546947306}
5.4641	0.9308	360	1.4459	0.9008	0.8966	0.9012	{}	{'Disease Models, Animal': 0.8384243194369776, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.8437794089968003, 'Male': 0.7950030102347982, 'Mice': 0.9199067892022098, 'Pregnancy': 0.9886584672472095, 'Treatment Outcome': 0.8636268270508427, 'Signal Transduction': 0.8522153981136213, 'Surveys and Questionnaires': 0.9103322072072072, 'Aged': 0.8869427720002432, 'Prognosis': 0.8309260832625318, 'Time Factors': 0.6446645525845307, 'Risk Factors': 0.8378579777907657, 'Animals': 0.949077868852459}
5.4984	0.9825	380	1.4459	0.9014	0.8971	0.9018	{}	{'Disease Models, Animal': 0.8409313519715669, 'Cell Line, Tumor': 0.8941684952456945, 'Adolescent': 0.8437794089968003, 'Male': 0.7997968837694096, 'Mice': 0.9199067892022098, 'Pregnancy': 0.9768563751831949, 'Treatment Outcome': 0.8663384845463609, 'Signal Transduction': 0.8602228614516714, 'Surveys and Questionnaires': 0.9103322072072072, 'Aged': 0.8828316000729794, 'Prognosis': 0.829233409610984, 'Time Factors': 0.6446645525845307, 'Risk Factors': 0.8370005875440658, 'Animals': 0.9512464546947306}

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 27, 2026
Updated: May 1, 2026