Instructions to use swainsubhankar/STEMTOX-PaliGemma2-10B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use swainsubhankar/STEMTOX-PaliGemma2-10B with PEFT:

from peft import PeftModel
from transformers import AutoModelForCausalLM

base_model = AutoModelForCausalLM.from_pretrained("google/paligemma2-10b-pt-224")
model = PeftModel.from_pretrained(base_model, "swainsubhankar/STEMTOX-PaliGemma2-10B")

Transformers

How to use swainsubhankar/STEMTOX-PaliGemma2-10B with Transformers:

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

pipe = pipeline("image-text-to-text", model="swainsubhankar/STEMTOX-PaliGemma2-10B")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("swainsubhankar/STEMTOX-PaliGemma2-10B", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use swainsubhankar/STEMTOX-PaliGemma2-10B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "swainsubhankar/STEMTOX-PaliGemma2-10B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "swainsubhankar/STEMTOX-PaliGemma2-10B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/swainsubhankar/STEMTOX-PaliGemma2-10B

SGLang

How to use swainsubhankar/STEMTOX-PaliGemma2-10B 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 "swainsubhankar/STEMTOX-PaliGemma2-10B" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "swainsubhankar/STEMTOX-PaliGemma2-10B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "swainsubhankar/STEMTOX-PaliGemma2-10B" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "swainsubhankar/STEMTOX-PaliGemma2-10B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use swainsubhankar/STEMTOX-PaliGemma2-10B with Docker Model Runner:
```
docker model run hf.co/swainsubhankar/STEMTOX-PaliGemma2-10B
```

You need to agree to share your contact information to access this model

This repository is publicly accessible, but you have to accept the conditions to access its files and content.

STEMTOX: From Collaborative Tags to Fine-Grained Toxic Meme Detection via Entropy-Guided Multi-Task Learning

🎉 Accepted at Transactions of the Association for Computational Linguistics (TACL 2026).

STEMTOX Architecture

Citation

@misc{swain2026stemtoxsocialtagsfinegrained,
  title={STEMTOX: From Social Tags to Fine-Grained Toxic Meme Detection via Entropy-Guided Multi-Task Learning},
  author={Subhankar Swain and Naquee Rizwan and Vishwa Gangadhar S and Nayandeep Deb and Animesh Mukherjee},
  year={2026},
  eprint={2508.04166},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/2508.04166}
}

Downloads last month: -

Inference Providers NEW

Image-Text-to-Text

This model isn't deployed by any Inference Provider. 🙋 Ask for provider support

Model tree for swainsubhankar/STEMTOX-PaliGemma2-10B

Base model

google/paligemma2-10b-pt-224

Adapter

(9)

this model

Dataset used to train swainsubhankar/STEMTOX-PaliGemma2-10B

Paper for swainsubhankar/STEMTOX-PaliGemma2-10B

STEMTOX: From Social Tags to Fine-Grained Toxic Meme Detection via Entropy-Guided Multi-Task Learning

Paper • 2508.04166 • Published Mar 16 • 1

swainsubhankar
/

STEMTOX-PaliGemma2-10B