Image-Text-to-Text
Transformers
Safetensors
English
Chinese
qwen3_5
exomind
scientific-reasoning
scientific-research
agentic
tool-use
multimodal
vision-language
qwen3.5
conversational
Instructions to use AI4SGI/ExoMind-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AI4SGI/ExoMind-9B with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("image-text-to-text", model="AI4SGI/ExoMind-9B") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] pipe(text=messages)# Load model directly from transformers import AutoProcessor, AutoModelForMultimodalLM processor = AutoProcessor.from_pretrained("AI4SGI/ExoMind-9B") model = AutoModelForMultimodalLM.from_pretrained("AI4SGI/ExoMind-9B", device_map="auto") messages = [ { "role": "user", "content": [ {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"}, {"type": "text", "text": "What animal is on the candy?"} ] }, ] inputs = processor.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=40) print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:])) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use AI4SGI/ExoMind-9B with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "AI4SGI/ExoMind-9B" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "AI4SGI/ExoMind-9B", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'Use Docker
docker model run hf.co/AI4SGI/ExoMind-9B
- SGLang
How to use AI4SGI/ExoMind-9B 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 "AI4SGI/ExoMind-9B" \ --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": "AI4SGI/ExoMind-9B", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }'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 "AI4SGI/ExoMind-9B" \ --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": "AI4SGI/ExoMind-9B", "messages": [ { "role": "user", "content": [ { "type": "text", "text": "Describe this image in one sentence." }, { "type": "image_url", "image_url": { "url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg" } } ] } ] }' - Docker Model Runner
How to use AI4SGI/ExoMind-9B with Docker Model Runner:
docker model run hf.co/AI4SGI/ExoMind-9B
Add ExoMind notices
Browse files- CONTENT_RIGHTS.md +78 -0
CONTENT_RIGHTS.md
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# ExoMind Research Content and Brand Terms
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Unless a specific item states otherwise, these terms apply to `Paper.pdf`, the
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paper's substantive content, the research and evaluation content in `README.md`,
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`CITATION.cff`, and `docs/` (including `docs/benchmark-data.js` and
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`docs/performance-data.js`), the ExoMind name and logo, and ExoMind visual brand
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assets.
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Copyright © 2026 the applicable rights holders. All rights reserved, subject to
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the permissions below.
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## Linking and citation
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No separate permission from the ExoMind rights holders is required to link to
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the official [project page](https://ai4sgi.github.io/ExoMind/) or official
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[technical report](./Paper.pdf), provide the paper title and bibliographic
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citation, or discuss and cite ExoMind without reproducing reserved material
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beyond what applicable law permits.
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## Limited noncommercial promotional permission
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Subject to the conditions below, the applicable rights holders grant permission
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to reproduce the following materials solely for noncommercial communication or
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promotion specifically about ExoMind:
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- the paper abstract or a faithful translation of it;
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- brief attributed excerpts from the report or official ExoMind announcements;
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and
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- an unmodified ExoMind logo or official ExoMind figure.
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These uses must:
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1. clearly identify the source as **ExoMind Team, Shanghai Artificial
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Intelligence Laboratory**;
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2. include a link to the official project page or technical report when the
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format permits;
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resizing or layout-neutral cropping; and
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4. not imply endorsement, affiliation, authorship, or sponsorship.
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The materials may not be sold, used in merchandise or paid advertising, or
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redistributed as a standalone asset or dataset collection. "Noncommercial"
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means not primarily intended for commercial advantage or monetary compensation.
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This permission applies only to rights controlled by the applicable rights
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holders. It does not grant rights in third-party names, logos, or materials that
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may appear in an ExoMind figure or webpage.
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## Uses requiring prior written permission
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Without prior written permission from the applicable rights holders, you may
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not:
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- host, mirror, or redistribute the complete technical-report PDF instead of
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linking to the official copy;
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- publish or distribute a translation, adaptation, or other derivative version
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of the technical report;
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- reproduce substantial portions of the paper's text, tables, figures, or other
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content in another manuscript or submission beyond properly attributed uses
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permitted by applicable law;
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- use ExoMind research content or brand assets to market an unrelated project,
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imply endorsement, or for other commercial purposes.
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No permission in these terms authorizes a recipient to submit the technical
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report, a modified version, or substantially copied content as another work or
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under false or incomplete authorship; claim authorship of ExoMind; or remove its
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attribution.
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## Independent research and applicable law
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These terms do not restrict linking, proper citation, independent
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implementation, independently written follow-on research, or any use permitted
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by applicable law, including fair use or fair dealing. They do not transfer
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authorship or waive academic-integrity obligations. Customary news reporting
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and quotation remain governed by applicable law.
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For permissions beyond the scope above, contact the ExoMind Team through the
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official project repository.
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