Instructions to use ferrazzipietro/meshTask-gemma-3-1b-it with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ferrazzipietro/meshTask-gemma-3-1b-it with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("google/gemma-3-1b-it")
model = PeftModel.from_pretrained(base_model, "ferrazzipietro/meshTask-gemma-3-1b-it")

Transformers

How to use ferrazzipietro/meshTask-gemma-3-1b-it with Transformers:

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

pipe = pipeline("text-generation", model="ferrazzipietro/meshTask-gemma-3-1b-it")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("ferrazzipietro/meshTask-gemma-3-1b-it", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use ferrazzipietro/meshTask-gemma-3-1b-it with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ferrazzipietro/meshTask-gemma-3-1b-it"
# 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-gemma-3-1b-it",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ferrazzipietro/meshTask-gemma-3-1b-it

SGLang

How to use ferrazzipietro/meshTask-gemma-3-1b-it 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-gemma-3-1b-it" \
    --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-gemma-3-1b-it",
		"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-gemma-3-1b-it" \
        --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-gemma-3-1b-it",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ferrazzipietro/meshTask-gemma-3-1b-it with Docker Model Runner:
```
docker model run hf.co/ferrazzipietro/meshTask-gemma-3-1b-it
```

meshTask-gemma-3-1b-it

This model is a fine-tuned version of google/gemma-3-1b-it on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 2.4423
F1 Micro: 0.6363
F1 Macro: 0.0183
F1 Weighted: 0.6197
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Adolescent': 0.08053847388094065, 'Prognosis': 0.16227766227766227, 'Signal Transduction': 0.09320118240306034, 'Treatment Outcome': 0.14036816178376976, 'Male': 0.07036632308495033, 'Aged': 0.11875986182779649, 'Mice': 0.12767989977292302, 'Risk Factors': 0.08995215311004784, 'Surveys and Questionnaires': 0.08815311004784689, 'Cell Line, Tumor': 0.13453555764411027, 'Disease Models, Animal': 0.13672663320265271, 'Pregnancy': 0.13197577276524644, 'Time Factors': 0.09556853121209558, 'Animals': 0.16826758473770304}

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: 128
eval_batch_size: 32
seed: 42
distributed_type: multi-GPU
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
3.1063	0.0258	20	3.1295	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
2.3625	0.0517	40	2.4397	0.6383	0.0188	0.6266	{}	{'Adolescent': 0.1233178887151137, 'Signal Transduction': 0.13970133203477694, 'Prognosis': 0.08827853920888272, 'Treatment Outcome': 0.1024173636001593, 'Male': 0.09926316901376796, 'Mice': 0.1754843851732112, 'Aged': 0.11558418321703345, 'Risk Factors': 0.14058612775500193, 'Surveys and Questionnaires': 0.10021069591621738, 'Cell Line, Tumor': 0.22360979108759976, 'Disease Models, Animal': 0.1179334714805209, 'Pregnancy': 0.0965909090909091, 'Time Factors': 0.13609410449954, 'Animals': 0.11033177466043198}
2.1594	0.0775	60	2.2377	0.0078	0.0002	0.0154	{}	{'Adolescent': 0.0005755538465355132, 'Signal Transduction': 0.0005517241379310345, 'Prognosis': 0.0001899876508026978, 'Treatment Outcome': 0.00044647840160732226, 'Male': 0.0006296320951493366, 'Mice': 0.0007112375533428164, 'Aged': 0.0, 'Risk Factors': 0.0004520795660036166, 'Surveys and Questionnaires': 0.003137562506128052, 'Cell Line, Tumor': 0.0014984079415620902, 'Disease Models, Animal': 0.00021551724137931034, 'Pregnancy': 0.0005763135145519162, 'Time Factors': 0.0006850879196163508, 'Animals': 0.0005390109149710281}
2.0562	0.1034	80	2.1647	0.1190	0.0119	0.2053	{}	{'Adolescent': 0.01727489455345681, 'Signal Transduction': 0.015608875128998967, 'Prognosis': 0.019307126935749052, 'Treatment Outcome': 0.03439249117368466, 'Male': 0.020163306115647393, 'Mice': 0.010380604255349618, 'Aged': 0.01973893664438077, 'Risk Factors': 0.029207887475604016, 'Surveys and Questionnaires': 0.05770982205408435, 'Cell Line, Tumor': 0.009810479375696768, 'Disease Models, Animal': 0.0073168334349014135, 'Pregnancy': 0.011578947368421053, 'Time Factors': 0.020431588613406798, 'Animals': 0.025753681950405942}
2.0063	0.1292	100	2.1396	0.0259	0.0020	0.0498	{}	{'Adolescent': 0.00480892742453436, 'Signal Transduction': 0.003179650238473768, 'Prognosis': 0.003218308600035759, 'Treatment Outcome': 0.005785920925747348, 'Male': 0.0029910269192422734, 'Mice': 0.005128205128205128, 'Aged': 0.0009812339016313013, 'Risk Factors': 0.004422821760283061, 'Surveys and Questionnaires': 0.009325985587113185, 'Cell Line, Tumor': 0.0028469750889679713, 'Disease Models, Animal': 0.0015806111696522655, 'Pregnancy': 0.004076086956521739, 'Time Factors': 0.005126182965299685, 'Animals': 0.0128130460104834}
1.9844	0.1550	120	2.1245	0.0197	0.0012	0.0383	{}	{'Adolescent': 0.00243161094224924, 'Signal Transduction': 0.004087699739873653, 'Prognosis': 0.002540650406504065, 'Treatment Outcome': 0.00404040404040404, 'Male': 0.00016534391534391533, 'Mice': 0.0025974025974025974, 'Aged': 0.0005231380249478711, 'Risk Factors': 0.004184773861258651, 'Surveys and Questionnaires': 0.0037151702786377707, 'Cell Line, Tumor': 0.0011028398125172319, 'Disease Models, Animal': 0.0012842465753424657, 'Pregnancy': 0.004451510333863275, 'Time Factors': 0.003344481605351171, 'Animals': 0.007731958762886598}
2.0141	0.1809	140	2.1122	0.0121	0.0006	0.0238	{}	{'Adolescent': 0.000666000666000666, 'Signal Transduction': 0.002002002002002002, 'Prognosis': 0.00191131498470948, 'Treatment Outcome': 0.001277139208173691, 'Male': 0.0, 'Mice': 0.0006526350138684941, 'Aged': 0.0005722460658082976, 'Risk Factors': 0.0023087237496093316, 'Surveys and Questionnaires': 0.0016655562958027982, 'Cell Line, Tumor': 0.00047961630695443646, 'Disease Models, Animal': 0.0003448275862068965, 'Pregnancy': 0.0020238818053025702, 'Time Factors': 0.0014890646812470917, 'Animals': 0.00407000407000407}
1.9656	0.2067	160	2.1027	0.0100	0.0005	0.0196	{}	{'Adolescent': 0.0011244377811094452, 'Signal Transduction': 0.0015698587127158554, 'Prognosis': 0.001903955997461392, 'Treatment Outcome': 0.0008333333333333333, 'Male': 0.0, 'Mice': 0.0006293266205160479, 'Aged': 0.00023946360153256704, 'Risk Factors': 0.0020639834881320948, 'Surveys and Questionnaires': 0.0016655562958027982, 'Cell Line, Tumor': 0.00039968025579536375, 'Disease Models, Animal': 0.0003284072249589491, 'Pregnancy': 0.0012277470841006752, 'Time Factors': 0.003086816720257235, 'Animals': 0.0007892659826361484}
1.9656	0.2326	180	2.0948	0.0010	0.0001	0.0020	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.000333000333000333, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.00033523298692591353, 'Surveys and Questionnaires': 0.0003205128205128205, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.00038528221922558276, 'Time Factors': 0.00035087719298245617, 'Animals': 0.0}
1.9453	0.2584	200	2.0882	0.0046	0.0003	0.0092	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.001212856276531231, 'Prognosis': 0.001505036374871579, 'Treatment Outcome': 0.00034965034965034965, 'Male': 0.000330114714863415, 'Mice': 0.0, 'Aged': 0.0003315649867374005, 'Risk Factors': 0.0010515247108307045, 'Surveys and Questionnaires': 0.0011240164855751218, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0016768475266498981, 'Time Factors': 0.0012572685840012573, 'Animals': 0.0005555555555555556}
1.9609	0.2842	220	2.0824	0.0295	0.0018	0.0568	{}	{'Adolescent': 0.005842822824696596, 'Signal Transduction': 0.002835371256423888, 'Prognosis': 0.010469965764083412, 'Treatment Outcome': 0.0017929179740026893, 'Male': 0.00015044380923724988, 'Mice': 0.0031213421771361686, 'Aged': 0.003704113224237063, 'Risk Factors': 0.007772922998986829, 'Surveys and Questionnaires': 0.007815892314372557, 'Cell Line, Tumor': 0.0014285714285714286, 'Disease Models, Animal': 0.00040567951318458417, 'Pregnancy': 0.005779620555346149, 'Time Factors': 0.006559639909977495, 'Animals': 0.006498271823349222}
2.0047	0.3101	240	2.0785	0.0110	0.0006	0.0215	{}	{'Adolescent': 0.0017806267806267807, 'Signal Transduction': 0.002007628990162618, 'Prognosis': 0.0026292725679228747, 'Treatment Outcome': 0.0006059687926071808, 'Male': 0.0010121457489878543, 'Mice': 0.0016722408026755853, 'Aged': 0.000715307582260372, 'Risk Factors': 0.0023661638568470865, 'Surveys and Questionnaires': 0.003894080996884735, 'Cell Line, Tumor': 0.00039968025579536375, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.002465753424657534, 'Time Factors': 0.001989201477692526, 'Animals': 0.0009208103130755064}
1.9391	0.3359	260	2.0738	0.0382	0.0024	0.0723	{}	{'Adolescent': 0.0057321960901518115, 'Signal Transduction': 0.004879749041477867, 'Prognosis': 0.008233841086867024, 'Treatment Outcome': 0.003424710845436573, 'Male': 0.0020456227710113723, 'Mice': 0.005202080832332933, 'Aged': 0.002339852038768137, 'Risk Factors': 0.008226883600017929, 'Surveys and Questionnaires': 0.015213917807131586, 'Cell Line, Tumor': 0.0033124769966875233, 'Disease Models, Animal': 0.0003448275862068965, 'Pregnancy': 0.0071737786023500305, 'Time Factors': 0.009374755346784813, 'Animals': 0.0074729891956782715}
1.9312	0.3618	280	2.0695	0.1750	0.0112	0.2819	{}	{'Adolescent': 0.028873549274477054, 'Signal Transduction': 0.024062832561416128, 'Prognosis': 0.03245828245828245, 'Treatment Outcome': 0.030347998137802607, 'Male': 0.010495122620877265, 'Mice': 0.022736520445498776, 'Aged': 0.016146493451626533, 'Risk Factors': 0.049359590668479045, 'Surveys and Questionnaires': 0.02888521137355198, 'Cell Line, Tumor': 0.010414657666345226, 'Disease Models, Animal': 0.010176282051282052, 'Pregnancy': 0.06053375196232339, 'Time Factors': 0.036609228971962615, 'Animals': 0.0309425760695493}
1.9797	0.3876	300	2.0663	0.0106	0.0013	0.0209	{}	{'Adolescent': 0.0018472906403940886, 'Signal Transduction': 0.0007689350249903883, 'Prognosis': 0.00378698224852071, 'Treatment Outcome': 0.004123711340206186, 'Male': 0.006796941376380628, 'Mice': 0.0, 'Aged': 0.0011444921316165952, 'Risk Factors': 0.006211180124223603, 'Surveys and Questionnaires': 0.0005341880341880341, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0007662835249042146, 'Pregnancy': 0.008408408408408409, 'Time Factors': 0.005936186000494683, 'Animals': 0.0027472527472527475}
1.9578	0.4134	320	2.0649	0.0043	0.0004	0.0086	{}	{'Adolescent': 0.001332001332001332, 'Signal Transduction': 0.0006291286568103177, 'Prognosis': 0.003095975232198142, 'Treatment Outcome': 0.0005379236148466917, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0005790387955993052, 'Surveys and Questionnaires': 0.0005827505827505828, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0030135610246107484, 'Time Factors': 0.0035650623885918, 'Animals': 0.0014732965009208103}
1.9297	0.4393	340	2.0597	0.0032	0.0002	0.0063	{}	{'Adolescent': 0.0004576659038901602, 'Signal Transduction': 0.00043252595155709344, 'Prognosis': 0.0017801513128615932, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0004310344827586207, 'Risk Factors': 0.0007054673721340388, 'Surveys and Questionnaires': 0.00042735042735042735, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0017313019390581717, 'Time Factors': 0.0014619883040935672, 'Animals': 0.0}
1.9172	0.4651	360	2.0574	0.0008	0.0001	0.0017	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.00041928721174004196, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.00037707390648567115, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.00035014005602240897, 'Time Factors': 0.00035087719298245617, 'Animals': 0.0006172839506172839}
1.9	0.4910	380	2.0551	0.0015	0.0001	0.0030	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0006966213862765586, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0002913752913752914, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0007448789571694599, 'Time Factors': 0.0006328112640404999, 'Animals': 0.0011049723756906076}
1.9062	0.5168	400	2.0520	0.0005	0.0000	0.0010	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.00048379293662312534, 'Treatment Outcome': 0.0004662004662004662, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0005341880341880341, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9203	0.5426	420	2.0489	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9	0.5685	440	2.0475	0.0002	0.0000	0.0003	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0005092946269416857, 'Time Factors': 0.0, 'Animals': 0.0}
1.9094	0.5943	460	2.0460	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.925	0.6202	480	2.0440	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.8891	0.6460	500	2.0427	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9156	0.6718	520	2.0408	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9141	0.6977	540	2.0393	0.0002	0.0000	0.0003	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.000641025641025641, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.8969	0.7235	560	2.0386	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9156	0.7494	580	2.0370	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9219	0.7752	600	2.0366	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9219	0.8010	620	2.0355	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9187	0.8269	640	2.0350	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9422	0.8527	660	2.0345	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.8766	0.8786	680	2.0338	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.8641	0.9044	700	2.0335	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.8828	0.9302	720	2.0333	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.8328	0.9561	740	2.0334	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}
1.9016	0.9819	760	2.0328	0.0	0.0	0.0	{}	{'Adolescent': 0.0, 'Signal Transduction': 0.0, 'Prognosis': 0.0, 'Treatment Outcome': 0.0, 'Male': 0.0, 'Mice': 0.0, 'Aged': 0.0, 'Risk Factors': 0.0, 'Surveys and Questionnaires': 0.0, 'Cell Line, Tumor': 0.0, 'Disease Models, Animal': 0.0, 'Pregnancy': 0.0, 'Time Factors': 0.0, 'Animals': 0.0}

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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