meshTask-Llama-3.1-8B-Instruct-20perc

ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc

meshTask-Llama-3.1-8B-Instruct-20perc 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 29, 2026
SHA: f1e9f6f3

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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-20perc

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: 1.4438
F1 Micro: 0.9076
F1 Macro: 0.4513
F1 Weighted: 0.9085
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Pregnancy': 0.9430491121420572, 'Risk Factors': 0.8691225666035227, 'Male': 0.5316258193939271, 'Surveys and Questionnaires': 0.6024074074074074, 'Disease Models, Animal': 0.8531639070722629, 'Prognosis': 0.5719240255919068, 'Animals': 0.6411583477098908, 'Aged': 0.9126877272853455, 'Adolescent': 0.5748389833776852, 'Cell Line, Tumor': 0.8788632253822127, 'Signal Transduction': 0.42742506051014706, 'Mice': 0.9222968572651322, 'Time Factors': 0.4487951342255978, 'Treatment Outcome': 0.8662248543720783}

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
7.7359	0.0258	20	1.8764	0.0037	0.0000	0.0072	{}	{'Pregnancy': 0.0002105263157894737, 'Risk Factors': 4.3063540253644255e-05, 'Male': 5.0214919856987905e-06, 'Surveys and Questionnaires': 5.654509471303365e-05, 'Disease Models, Animal': 8.369951872776731e-05, 'Prognosis': 0.0001182382500738989, 'Animals': 0.0, 'Aged': 0.00014716703458425313, 'Adolescent': 2.633484758706959e-05, 'Cell Line, Tumor': 8.353172117111473e-05, 'Signal Transduction': 0.0, 'Mice': 0.0, 'Time Factors': 0.0, 'Treatment Outcome': 4.526627888554421e-05}
5.7391	0.0517	40	1.4933	0.8022	0.3919	0.7978	{}	{'Pregnancy': 0.9517443340972753, 'Risk Factors': 0.8087325485901998, 'Male': 0.4625401657365128, 'Surveys and Questionnaires': 0.9072091738775939, 'Disease Models, Animal': 0.83288235095651, 'Prognosis': 0.5101054162122864, 'Animals': 0.8777788707456227, 'Aged': 0.7358599212644692, 'Adolescent': 0.570137741046832, 'Cell Line, Tumor': 0.8673966602792226, 'Signal Transduction': 0.8369178635081241, 'Mice': 0.8804805183876125, 'Time Factors': 0.4358007159551493, 'Treatment Outcome': 0.7604422604422605}
5.6453	0.0775	60	1.4704	0.8802	0.5834	0.8807	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8292953066592829, 'Male': 0.683277419834926, 'Surveys and Questionnaires': 0.9198257080610022, 'Disease Models, Animal': 0.8427852289928539, 'Prognosis': 0.5225536462919894, 'Animals': 0.9352083534839125, 'Aged': 0.8569231713052903, 'Adolescent': 0.7727961047432672, 'Cell Line, Tumor': 0.8848143405889886, 'Signal Transduction': 0.7918897694010139, 'Mice': 0.9014697477361271, 'Time Factors': 0.677056277056277, 'Treatment Outcome': 0.7994283835394693}
5.5641	0.1034	80	1.4625	0.8938	0.5920	0.8937	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8334932514552549, 'Male': 0.7706764304995055, 'Surveys and Questionnaires': 0.9192396922222521, 'Disease Models, Animal': 0.8439061899269511, 'Prognosis': 0.5375041335106345, 'Animals': 0.9436586011008805, 'Aged': 0.8746092562184516, 'Adolescent': 0.8090596224748327, 'Cell Line, Tumor': 0.8863399945250479, 'Signal Transduction': 0.8490196078431372, 'Mice': 0.9059815604846538, 'Time Factors': 0.6684444444444444, 'Treatment Outcome': 0.8098776223776224}
5.6063	0.1292	100	1.4585	0.8936	0.5932	0.8945	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8184628975265018, 'Male': 0.7650051204416937, 'Surveys and Questionnaires': 0.9146750250315616, 'Disease Models, Animal': 0.8291469766479252, 'Prognosis': 0.5480276353911299, 'Animals': 0.6277940747602628, 'Aged': 0.8574900793650794, 'Adolescent': 0.8402878201240845, 'Cell Line, Tumor': 0.8964705270141934, 'Signal Transduction': 0.859252760108211, 'Mice': 0.9153158437776603, 'Time Factors': 0.6614718390208485, 'Treatment Outcome': 0.852203033279453}
5.5219	0.1551	120	1.4561	0.8945	0.4455	0.8954	{}	{'Pregnancy': 0.6507674432825782, 'Risk Factors': 0.8268188343177094, 'Male': 0.7291948341153942, 'Surveys and Questionnaires': 0.9047619047619047, 'Disease Models, Animal': 0.833434160112926, 'Prognosis': 0.5555351943477287, 'Animals': 0.6174138140010043, 'Aged': 0.8828316000729794, 'Adolescent': 0.8400714686098655, 'Cell Line, Tumor': 0.8953376734398633, 'Signal Transduction': 0.5755357886918241, 'Mice': 0.9130430229148339, 'Time Factors': 0.6808041732606529, 'Treatment Outcome': 0.8568807339449542}
5.6047	0.1809	140	1.4542	0.8963	0.5931	0.8957	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8519637935354547, 'Male': 0.7827892116317163, 'Surveys and Questionnaires': 0.910895320185847, 'Disease Models, Animal': 0.8480572372041827, 'Prognosis': 0.5225536462919894, 'Animals': 0.6267728389192616, 'Aged': 0.893060535751951, 'Adolescent': 0.80150817757735, 'Cell Line, Tumor': 0.8794509093442966, 'Signal Transduction': 0.8295500281735491, 'Mice': 0.9221278825995807, 'Time Factors': 0.604127358490566, 'Treatment Outcome': 0.8037071748411955}
5.6125	0.2068	160	1.4531	0.9000	0.5972	0.9005	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8309745306029837, 'Male': 0.7972955734149765, 'Surveys and Questionnaires': 0.9172297297297297, 'Disease Models, Animal': 0.8439572953736655, 'Prognosis': 0.5587657272524668, 'Animals': 0.6337129788839896, 'Aged': 0.8830232059227117, 'Adolescent': 0.835337940673098, 'Cell Line, Tumor': 0.8849734042553192, 'Signal Transduction': 0.859252760108211, 'Mice': 0.9267270288397049, 'Time Factors': 0.6977659451325384, 'Treatment Outcome': 0.8588912660458092}
5.5578	0.2326	180	1.4519	0.8968	0.5954	0.8976	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8234536082474226, 'Male': 0.7443587069864442, 'Surveys and Questionnaires': 0.9134757158118715, 'Disease Models, Animal': 0.832272990167727, 'Prognosis': 0.5587002096436059, 'Animals': 0.6263358232448986, 'Aged': 0.8855272070444795, 'Adolescent': 0.8464668886422494, 'Cell Line, Tumor': 0.8929613837814572, 'Signal Transduction': 0.8742286751361161, 'Mice': 0.9176197059193163, 'Time Factors': 0.6647010175829708, 'Treatment Outcome': 0.8520210399446474}
5.5484	0.2585	200	1.4511	0.8970	0.5954	0.8976	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.8318680608883497, 'Male': 0.782665658856135, 'Surveys and Questionnaires': 0.9166400850611377, 'Disease Models, Animal': 0.8353846682472598, 'Prognosis': 0.5544921953372658, 'Animals': 0.949077868852459, 'Aged': 0.8597278714925773, 'Adolescent': 0.837040293040293, 'Cell Line, Tumor': 0.8981971861124485, 'Signal Transduction': 0.8729542920847269, 'Mice': 0.9130430229148339, 'Time Factors': 0.6672854387656701, 'Treatment Outcome': 0.8461488918050737}
5.5469	0.2843	220	1.4503	0.9026	0.4495	0.9034	{}	{'Pregnancy': 0.9886584672472095, 'Risk Factors': 0.8421938685096579, 'Male': 0.8045350172215844, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8408230586199437, 'Prognosis': 0.5598700176874666, 'Animals': 0.636477601248497, 'Aged': 0.8843973941368077, 'Adolescent': 0.8474985563546643, 'Cell Line, Tumor': 0.8941684952456945, 'Signal Transduction': 0.5766891912293097, 'Mice': 0.9244787984477856, 'Time Factors': 0.4399514268366727, 'Treatment Outcome': 0.8559545220966084}
5.55	0.3102	240	1.4496	0.8956	0.4465	0.8972	{}	{'Pregnancy': 0.6586355009489561, 'Risk Factors': 0.824281418869194, 'Male': 0.7827392739273927, 'Surveys and Questionnaires': 0.9140825684051797, 'Disease Models, Animal': 0.8535923126418576, 'Prognosis': 0.5545062079145195, 'Animals': 0.6306331806563396, 'Aged': 0.8600076653932223, 'Adolescent': 0.5668320712415534, 'Cell Line, Tumor': 0.8941684952456945, 'Signal Transduction': 0.4290544285555925, 'Mice': 0.922193129451194, 'Time Factors': 0.35703926598263613, 'Treatment Outcome': 0.8475829725829725}
5.5641	0.3360	260	1.4491	0.9064	0.6014	0.9068	{}	{'Pregnancy': 0.9886584672472095, 'Risk Factors': 0.850072585147962, 'Male': 0.8108333333333333, 'Surveys and Questionnaires': 0.9192396922222521, 'Disease Models, Animal': 0.8540157769216657, 'Prognosis': 0.552270060844179, 'Animals': 0.6337129788839896, 'Aged': 0.8892690739662201, 'Adolescent': 0.8464668886422494, 'Cell Line, Tumor': 0.9063852813852814, 'Signal Transduction': 0.5753568509086335, 'Mice': 0.91988161651083, 'Time Factors': 0.6374499714122356, 'Treatment Outcome': 0.871161590737478}
5.55	0.3619	280	1.4478	0.9000	0.4484	0.9011	{}	{'Pregnancy': 0.9785875706214688, 'Risk Factors': 0.8527233635929288, 'Male': 0.7997968837694096, 'Surveys and Questionnaires': 0.9128540305010893, 'Disease Models, Animal': 0.8532836756517571, 'Prognosis': 0.5520912068531116, 'Animals': 0.4699565616184691, 'Aged': 0.873038223594274, 'Adolescent': 0.5484292838155111, 'Cell Line, Tumor': 0.899333474396953, 'Signal Transduction': 0.42687107217672826, 'Mice': 0.9244835441049406, 'Time Factors': 0.4507878492527615, 'Treatment Outcome': 0.8588903686710445}
5.5328	0.3877	300	1.4473	0.9039	0.4493	0.9039	{}	{'Pregnancy': 0.9768563751831949, 'Risk Factors': 0.865686274509804, 'Male': 0.7954516198240721, 'Surveys and Questionnaires': 0.9186391733971033, 'Disease Models, Animal': 0.8323555763312687, 'Prognosis': 0.54833322488993, 'Animals': 0.6323340562146532, 'Aged': 0.8920622296132943, 'Adolescent': 0.858097910673018, 'Cell Line, Tumor': 0.8849734042553192, 'Signal Transduction': 0.5617633286507459, 'Mice': 0.9221278825995807, 'Time Factors': 0.3979359174366975, 'Treatment Outcome': 0.860193896328397}
5.5266	0.4136	320	1.4467	0.9053	0.6005	0.9055	{}	{'Pregnancy': 0.9886584672472095, 'Risk Factors': 0.8607524412555243, 'Male': 0.8197605765707072, 'Surveys and Questionnaires': 0.9166400850611377, 'Disease Models, Animal': 0.8514039762246361, 'Prognosis': 0.5511111111111111, 'Animals': 0.9555700292453674, 'Aged': 0.886653252850436, 'Adolescent': 0.85774231678487, 'Cell Line, Tumor': 0.8904264254340672, 'Signal Transduction': 0.5582858430728613, 'Mice': 0.9244281409668544, 'Time Factors': 0.668640805448623, 'Treatment Outcome': 0.8581130244967257}
5.5187	0.4394	340	1.4460	0.9059	0.4507	0.9063	{}	{'Pregnancy': 0.9886584672472095, 'Risk Factors': 0.8610120511559272, 'Male': 0.8147741467542411, 'Surveys and Questionnaires': 0.9230329858632015, 'Disease Models, Animal': 0.8483490213656059, 'Prognosis': 0.5587785096376947, 'Animals': 0.635094146715515, 'Aged': 0.8923666048475284, 'Adolescent': 0.8504804824315305, 'Cell Line, Tumor': 0.9022690895395913, 'Signal Transduction': 0.5582858430728613, 'Mice': 0.9244598098530683, 'Time Factors': 0.3815379467553381, 'Treatment Outcome': 0.8643478260869566}
5.4922	0.4653	360	1.4454	0.8960	0.4479	0.8995	{}	{'Pregnancy': 0.658922325992544, 'Risk Factors': 0.8268188343177094, 'Male': 0.7954665231065651, 'Surveys and Questionnaires': 0.6067129913243368, 'Disease Models, Animal': 0.8599743166391487, 'Prognosis': 0.4226139005783901, 'Animals': 0.4683955076471584, 'Aged': 0.873277525783334, 'Adolescent': 0.5644226846185231, 'Cell Line, Tumor': 0.8953376734398633, 'Signal Transduction': 0.4361134329397834, 'Mice': 0.9244835441049406, 'Time Factors': 0.31910468319559226, 'Treatment Outcome': 0.8542056074766355}
5.5484	0.4911	380	1.4454	0.9051	0.4503	0.9055	{}	{'Pregnancy': 0.9886584672472095, 'Risk Factors': 0.8553867806583468, 'Male': 0.8042503449333129, 'Surveys and Questionnaires': 0.9198257080610022, 'Disease Models, Animal': 0.8254903209373408, 'Prognosis': 0.5554534441706003, 'Animals': 0.636477601248497, 'Aged': 0.8892690739662201, 'Adolescent': 0.8528368794326242, 'Cell Line, Tumor': 0.8929613837814572, 'Signal Transduction': 0.5727067741316446, 'Mice': 0.9336161965375449, 'Time Factors': 0.29836282653184065, 'Treatment Outcome': 0.8698512585812357}
5.5094	0.5170	400	1.4451	0.8966	0.3592	0.9016	{}	{'Pregnancy': 0.6657250470809792, 'Risk Factors': 0.8572485653881003, 'Male': 0.5325068734462719, 'Surveys and Questionnaires': 0.6130135370973068, 'Disease Models, Animal': 0.8626118173258004, 'Prognosis': 0.5536723163841808, 'Animals': 0.456111224977796, 'Aged': 0.8824350217441714, 'Adolescent': 0.5729080135127651, 'Cell Line, Tumor': 0.8862366015650687, 'Signal Transduction': 0.43726099743003244, 'Mice': 0.926770004189359, 'Time Factors': 0.385150644885691, 'Treatment Outcome': 0.8739147919475788}
5.5391	0.5428	420	1.4444	0.9013	0.4496	0.9036	{}	{'Pregnancy': 0.6661965209214856, 'Risk Factors': 0.8582812919045247, 'Male': 0.8023336816440265, 'Surveys and Questionnaires': 0.6143981556528161, 'Disease Models, Animal': 0.8551724137931034, 'Prognosis': 0.5542844277462341, 'Animals': 0.46813157894736845, 'Aged': 0.8865601087005163, 'Adolescent': 0.564954101040586, 'Cell Line, Tumor': 0.8889423848499438, 'Signal Transduction': 0.580995591951161, 'Mice': 0.9290380031953065, 'Time Factors': 0.2670439632545932, 'Treatment Outcome': 0.8705138339920948}
5.5	0.5687	440	1.4440	0.9006	0.4497	0.9034	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8572485653881003, 'Male': 0.7745308170840086, 'Surveys and Questionnaires': 0.6172839506172839, 'Disease Models, Animal': 0.8599743166391487, 'Prognosis': 0.5554534441706003, 'Animals': 0.46475898843778046, 'Aged': 0.8885260586319218, 'Adolescent': 0.5592580030175792, 'Cell Line, Tumor': 0.8862366015650687, 'Signal Transduction': 0.5715612362388272, 'Mice': 0.9290602990076715, 'Time Factors': 0.2995462331339965, 'Treatment Outcome': 0.8717948717948718}
5.4406	0.5945	460	1.4432	0.9033	0.4507	0.9055	{}	{'Pregnancy': 0.6661965209214856, 'Risk Factors': 0.8378579777907657, 'Male': 0.8175171304980285, 'Surveys and Questionnaires': 0.6151415638590575, 'Disease Models, Animal': 0.8652447471715539, 'Prognosis': 0.5565891472868217, 'Animals': 0.4721061302349779, 'Aged': 0.8878250900094535, 'Adolescent': 0.8629910861670518, 'Cell Line, Tumor': 0.8836536780233231, 'Signal Transduction': 0.5775474956822108, 'Mice': 0.9221768279907815, 'Time Factors': 0.315858710255262, 'Treatment Outcome': 0.8595305423362531}
5.4391	0.6204	480	1.4426	0.9084	0.4524	0.9092	{}	{'Pregnancy': 1.0, 'Risk Factors': 0.8599468411367819, 'Male': 0.8143571104043617, 'Surveys and Questionnaires': 0.9235867446393762, 'Disease Models, Animal': 0.858721183123097, 'Prognosis': 0.5554534441706003, 'Animals': 0.47633785126526473, 'Aged': 0.8894443547084477, 'Adolescent': 0.859718309859155, 'Cell Line, Tumor': 0.8929613837814572, 'Signal Transduction': 0.8662901221028003, 'Mice': 0.9221768279907815, 'Time Factors': 0.4155159186804756, 'Treatment Outcome': 0.876048817696415}
5.4453	0.6462	500	1.4424	0.9081	0.4521	0.9088	{}	{'Pregnancy': 1.0, 'Risk Factors': 0.8653844689035305, 'Male': 0.8117744610281923, 'Surveys and Questionnaires': 0.9235867446393762, 'Disease Models, Animal': 0.852834565753226, 'Prognosis': 0.5520912068531116, 'Animals': 0.47495182631781785, 'Aged': 0.8914061710683182, 'Adolescent': 0.85774231678487, 'Cell Line, Tumor': 0.8958116616479606, 'Signal Transduction': 0.8632914704343275, 'Mice': 0.9221963889237987, 'Time Factors': 0.4020233734519449, 'Treatment Outcome': 0.8781981981981982}
5.4359	0.6721	520	1.4422	0.9083	0.4522	0.9088	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8518918918918919, 'Male': 0.8143571104043617, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8574468847407832, 'Prognosis': 0.5587785096376947, 'Animals': 0.9555700292453674, 'Aged': 0.8871276548377043, 'Adolescent': 0.8497641068759343, 'Cell Line, Tumor': 0.8981971861124485, 'Signal Transduction': 0.8724038886433937, 'Mice': 0.9244851258581236, 'Time Factors': 0.4320160602080929, 'Treatment Outcome': 0.8816331746589565}
5.4781	0.6979	540	1.4422	0.9044	0.4506	0.9053	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.850072585147962, 'Male': 0.8169669734239271, 'Surveys and Questionnaires': 0.9172297297297297, 'Disease Models, Animal': 0.8555160142348754, 'Prognosis': 0.5648908308351457, 'Animals': 0.635094146715515, 'Aged': 0.8847914299626685, 'Adolescent': 0.8525188029059301, 'Cell Line, Tumor': 0.8901819720694033, 'Signal Transduction': 0.875447017985643, 'Mice': 0.9244851258581236, 'Time Factors': 0.4393495559912351, 'Treatment Outcome': 0.8629709154792113}
5.4531	0.7237	560	1.4416	0.9093	0.4528	0.9100	{}	{'Pregnancy': 1.0, 'Risk Factors': 0.8599468411367819, 'Male': 0.81231678901611, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8592720970537262, 'Prognosis': 0.5565891472868217, 'Animals': 0.6365305277016406, 'Aged': 0.8894443547084477, 'Adolescent': 0.8752982766239505, 'Cell Line, Tumor': 0.8941684952456945, 'Signal Transduction': 0.872082686039098, 'Mice': 0.9290558409661016, 'Time Factors': 0.3148521739130435, 'Treatment Outcome': 0.8766798418972332}
5.4391	0.7496	580	1.4418	0.9088	0.4526	0.9094	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8553867806583468, 'Male': 0.815321561423886, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.858721183123097, 'Prognosis': 0.5544198099625683, 'Animals': 0.6364234449760765, 'Aged': 0.8865601087005163, 'Adolescent': 0.8687201237229356, 'Cell Line, Tumor': 0.8941684952456945, 'Signal Transduction': 0.8776223776223777, 'Mice': 0.926770004189359, 'Time Factors': 0.44383171521035597, 'Treatment Outcome': 0.8739147919475788}
5.4781	0.7754	600	1.4411	0.9049	0.4509	0.9061	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8474342222486191, 'Male': 0.8172552593605225, 'Surveys and Questionnaires': 0.6151415638590575, 'Disease Models, Animal': 0.8619916538291856, 'Prognosis': 0.5576742607271928, 'Animals': 0.47667538774602847, 'Aged': 0.8822299651567944, 'Adolescent': 0.8501421116391762, 'Cell Line, Tumor': 0.899333474396953, 'Signal Transduction': 0.8690757445589921, 'Mice': 0.9290602990076715, 'Time Factors': 0.3139270328486807, 'Treatment Outcome': 0.8684200202430739}
5.3859	0.8013	620	1.4409	0.9079	0.4523	0.9089	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8607524412555243, 'Male': 0.81231678901611, 'Surveys and Questionnaires': 0.9235867446393762, 'Disease Models, Animal': 0.8652605184556952, 'Prognosis': 0.5554534441706003, 'Animals': 0.47563798663164414, 'Aged': 0.8869427720002432, 'Adolescent': 0.852432832601764, 'Cell Line, Tumor': 0.9063852813852814, 'Signal Transduction': 0.8672413793103448, 'Mice': 0.926770004189359, 'Time Factors': 0.3132275132275132, 'Treatment Outcome': 0.8766798418972332}
5.4281	0.8271	640	1.4404	0.9069	0.4518	0.9079	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8553867806583468, 'Male': 0.8172552593605225, 'Surveys and Questionnaires': 0.6151415638590575, 'Disease Models, Animal': 0.8665907248789677, 'Prognosis': 0.5565891472868217, 'Animals': 0.4766310307017544, 'Aged': 0.8824350217441714, 'Adolescent': 0.8475945648182152, 'Cell Line, Tumor': 0.9063852813852814, 'Signal Transduction': 0.8602540834845736, 'Mice': 0.9290558409661016, 'Time Factors': 0.32240117528634005, 'Treatment Outcome': 0.871161590737478}
5.4203	0.8530	660	1.4405	0.9058	0.4513	0.9069	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8474342222486191, 'Male': 0.815321561423886, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8646078004929679, 'Prognosis': 0.5631156039398652, 'Animals': 0.4766310307017544, 'Aged': 0.8800577563140377, 'Adolescent': 0.8501421116391762, 'Cell Line, Tumor': 0.8981971861124485, 'Signal Transduction': 0.8662901221028003, 'Mice': 0.9244851258581236, 'Time Factors': 0.31890145395799674, 'Treatment Outcome': 0.8739147919475788}
5.4328	0.8788	680	1.4401	0.9073	0.4519	0.9080	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.850072585147962, 'Male': 0.815321561423886, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.858721183123097, 'Prognosis': 0.5631156039398652, 'Animals': 0.4766310307017544, 'Aged': 0.8845966247195396, 'Adolescent': 0.8499673461771704, 'Cell Line, Tumor': 0.9033712347895472, 'Signal Transduction': 0.872082686039098, 'Mice': 0.9290602990076715, 'Time Factors': 0.43918390744697483, 'Treatment Outcome': 0.871161590737478}
5.3453	0.9047	700	1.4404	0.9074	0.4521	0.9084	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8448080553807427, 'Male': 0.8203826004209742, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8646078004929679, 'Prognosis': 0.5598700176874666, 'Animals': 0.47702798942888525, 'Aged': 0.8845966247195396, 'Adolescent': 0.8499673461771704, 'Cell Line, Tumor': 0.9074519873749531, 'Signal Transduction': 0.872082686039098, 'Mice': 0.9313468789275241, 'Time Factors': 0.43502211393310203, 'Treatment Outcome': 0.871161590737478}
5.4703	0.9305	720	1.4400	0.9086	0.4525	0.9094	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8527233635929288, 'Male': 0.810359231411863, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8665907248789677, 'Prognosis': 0.5565891472868217, 'Animals': 0.47667538774602847, 'Aged': 0.8869427720002432, 'Adolescent': 0.8545016828721017, 'Cell Line, Tumor': 0.9063852813852814, 'Signal Transduction': 0.8742286751361161, 'Mice': 0.9313468789275241, 'Time Factors': 0.3252277599142551, 'Treatment Outcome': 0.8766798418972332}
5.4984	0.9564	740	1.4401	0.9076	0.4521	0.9084	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.8508940139932625, 'Male': 0.8178395061728395, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8672344507343164, 'Prognosis': 0.5565891472868217, 'Animals': 0.47771454245918826, 'Aged': 0.8849818511796733, 'Adolescent': 0.8472847705328823, 'Cell Line, Tumor': 0.9074519873749531, 'Signal Transduction': 0.872082686039098, 'Mice': 0.9290602990076715, 'Time Factors': 0.4368146947595894, 'Treatment Outcome': 0.8739147919475788}
5.4031	0.9822	760	1.4400	0.9073	0.4519	0.9080	{}	{'Pregnancy': 0.9890906997495754, 'Risk Factors': 0.850072585147962, 'Male': 0.815321561423886, 'Surveys and Questionnaires': 0.9203976585469218, 'Disease Models, Animal': 0.8613337596558415, 'Prognosis': 0.5631156039398652, 'Animals': 0.4766310307017544, 'Aged': 0.8845966247195396, 'Adolescent': 0.8474985563546643, 'Cell Line, Tumor': 0.9033712347895472, 'Signal Transduction': 0.8690757445589921, 'Mice': 0.9290602990076715, 'Time Factors': 0.326658798846053, 'Treatment Outcome': 0.8739147919475788}

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 29, 2026