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Chimera

Diagnosing Shortcut Learning in Visual-Language Understanding

Demo


🔔 News

  • [2025-09-27] Open-source evaluation codes.
  • [2025-09-26] Upload to Arxiv.

🔹 Evaluation

Environment

# Clone repository
git clone [email protected]:CHIzhP/Chimera.git
cd Chimera

# Create environment
conda create -n chimera python=3.10 -y
conda activate chimera

# Install dependencies
pip install -r requirements.txt

Benchmark

cd evaluation
python run.py --lvlm_path <your_model_path> [other arguments...]
  • --lvlm_path: Specify the path of the model to be evaluated.

  • --API_KEY: Provide an API key if the model requires API-based access.

  • --modality: Choose the input modality. (Options: visual | semantic | textual | empty)

  • --task: Select the evaluation task type. (Options: Recognition | Understanding | Grounding | Reasoning | all)


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