Instructions to use rishanthrajendhran/IdeaLens-NoParaphrase with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use rishanthrajendhran/IdeaLens-NoParaphrase with Transformers:

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

pipe = pipeline("text-generation", model="rishanthrajendhran/IdeaLens-NoParaphrase")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("rishanthrajendhran/IdeaLens-NoParaphrase")
model = AutoModelForCausalLM.from_pretrained("rishanthrajendhran/IdeaLens-NoParaphrase", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use rishanthrajendhran/IdeaLens-NoParaphrase with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/rishanthrajendhran/IdeaLens-NoParaphrase

SGLang

How to use rishanthrajendhran/IdeaLens-NoParaphrase 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 "rishanthrajendhran/IdeaLens-NoParaphrase" \
    --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": "rishanthrajendhran/IdeaLens-NoParaphrase",
		"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 "rishanthrajendhran/IdeaLens-NoParaphrase" \
        --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": "rishanthrajendhran/IdeaLens-NoParaphrase",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use rishanthrajendhran/IdeaLens-NoParaphrase with Docker Model Runner:
```
docker model run hf.co/rishanthrajendhran/IdeaLens-NoParaphrase
```

rishanthrajendhran commited on 11 days ago

Commit

dfccb39

verified ·

1 Parent(s): d0212f1

Card: cite the arXiv paper (2610.06778)

Browse files

Files changed (1) hide show

README.md +8 -5

README.md CHANGED Viewed

@@ -280,10 +280,13 @@ OpenMDW-1.1, the license of the base model (see `LICENSE`).
 ```bibtex
 @article{idealens2026,
-  title   = {IdeaLens: Detecting AI Ideas in Long-form Writing},
-  author  = {Anonymous},
-  journal = {arXiv preprint arXiv:TBD},
-  year    = {2026},
-  url     = {https://arxiv.org/abs/TBD}
 }
 ```

 ```bibtex
 @article{idealens2026,
+  title         = {IdeaLens: Detecting AI Ideas in Long-form Writing},
+  author        = {Rajendhran, Rishanth and Choi, Minjoon and Russell, Jenna and Namuduri, Ramya and B{\"o}l{\"o}ni-Turgut, Deniz and Karpinska, Marzena and Wieting, John and Iyyer, Mohit},
+  journal       = {arXiv preprint arXiv:2610.06778},
+  year          = {2026},
+  eprint        = {2610.06778},
+  archivePrefix = {arXiv},
+  primaryClass  = {cs.CL},
+  url           = {https://arxiv.org/abs/2610.06778}
 }
 ```