Instructions to use ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("meta-llama/Llama-3.1-8B-Instruct")
model = PeftModel.from_pretrained(base_model, "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc")

Transformers

How to use ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("text-generation", model="ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc

SGLang

How to use ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc with Docker Model Runner:
```
docker model run hf.co/ferrazzipietro/meshTask-Llama-3.1-8B-Instruct-20perc
```

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

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