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

Libraries

How to use ferrazzipietro/meshTask-gemma-3-1b-it-ood 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-ood")

Transformers

How to use ferrazzipietro/meshTask-gemma-3-1b-it-ood 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-ood")
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-ood", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

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

Use Docker

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

SGLang

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

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

meshTask-gemma-3-1b-it-ood

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: 2.4488
F1 Micro: 0.2475
F1 Macro: 0.0098
F1 Weighted: 0.3698
Class/f1 Results Per Class: {}
Items/f1 Scores Per Item: {'Female': 0.08525899541766016, 'Child, Preschool': 0.041326728826728824, 'Retrospective Studies': 0.04188565058130275, 'Cell Proliferation': 0.06603927099153829, 'Aged, 80 and over': 0.029086255583612386, 'Infant': 0.06091162485653386, 'Rats': 0.03277777777777778, 'Adult': 0.06061887372669614, 'Prospective Studies': 0.029296535625649548, 'Young Adult': 0.0723076763936156, 'Cross-Sectional Studies': 0.03263983114729383, 'Middle Aged': 0.051254024461159516, 'Child': 0.06218699601052542, 'Reproducibility of Results': 0.026745329400196655, 'Follow-Up Studies': 0.019956092339876913}

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
3.0469	0.0258	20	3.0960	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
2.3531	0.0517	40	2.4512	0.2462	0.0091	0.3689	{}	{'Female': 0.0748358898647916, 'Child, Preschool': 0.06139962188349285, 'Retrospective Studies': 0.04498687037479112, 'Cell Proliferation': 0.03447154471544715, 'Aged, 80 and over': 0.029542170226386433, 'Infant': 0.07803058858467829, 'Rats': 0.04718834688346883, 'Adult': 0.06508422810785015, 'Prospective Studies': 0.022685457756844274, 'Young Adult': 0.06271730654557131, 'Cross-Sectional Studies': 0.022316821465428276, 'Middle Aged': 0.04121860326932889, 'Child': 0.06714709622721492, 'Reproducibility of Results': 0.02549060262711761, 'Follow-Up Studies': 0.02447667419418832}
2.1281	0.0775	60	2.2515	0.0146	0.0004	0.0285	{}	{'Female': 0.0017947310497756586, 'Child, Preschool': 0.004733505265420159, 'Retrospective Studies': 0.0016687857596948508, 'Cell Proliferation': 0.0007382798080472499, 'Aged, 80 and over': 0.0008899143045484509, 'Infant': 0.0004887585532746823, 'Rats': 0.0002246433786364147, 'Adult': 0.0011508761508761509, 'Prospective Studies': 0.0007276255154014067, 'Young Adult': 0.001998667554963358, 'Cross-Sectional Studies': 0.0008362369337979095, 'Middle Aged': 0.002083333333333333, 'Child': 0.0008012820512820513, 'Reproducibility of Results': 0.0015819209039548024, 'Follow-Up Studies': 0.0037748869382339774}
2.0406	0.1034	80	2.1581	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
2.0031	0.1292	100	2.1272	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9609	0.1550	120	2.1104	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9734	0.1809	140	2.0990	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.95	0.2067	160	2.0899	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9469	0.2326	180	2.0835	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9172	0.2584	200	2.0757	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9438	0.2842	220	2.0701	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9156	0.3101	240	2.0651	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9328	0.3359	260	2.0613	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9203	0.3618	280	2.0571	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9094	0.3876	300	2.0546	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9234	0.4134	320	2.0526	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9172	0.4393	340	2.0498	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9109	0.4651	360	2.0470	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9016	0.4910	380	2.0440	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9297	0.5168	400	2.0423	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8984	0.5426	420	2.0410	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8766	0.5685	440	2.0374	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8938	0.5943	460	2.0356	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9109	0.6202	480	2.0336	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9094	0.6460	500	2.0312	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8813	0.6718	520	2.0305	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9266	0.6977	540	2.0298	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8859	0.7235	560	2.0284	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8594	0.7494	580	2.0278	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8719	0.7752	600	2.0265	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.9141	0.8010	620	2.0253	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8422	0.8269	640	2.0251	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8797	0.8527	660	2.0246	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.875	0.8786	680	2.0236	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8844	0.9044	700	2.0233	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8844	0.9302	720	2.0235	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8625	0.9561	740	2.0231	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 0.0}
1.8656	0.9819	760	2.0232	0.0	0.0	0.0	{}	{'Female': 0.0, 'Child, Preschool': 0.0, 'Retrospective Studies': 0.0, 'Cell Proliferation': 0.0, 'Aged, 80 and over': 0.0, 'Infant': 0.0, 'Rats': 0.0, 'Adult': 0.0, 'Prospective Studies': 0.0, 'Young Adult': 0.0, 'Cross-Sectional Studies': 0.0, 'Middle Aged': 0.0, 'Child': 0.0, 'Reproducibility of Results': 0.0, 'Follow-Up Studies': 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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