Automatic Layer Selection for Hallucination Detection
Requirements
- Python 3.10
- CUDA 12.8
1. Install dependencies
pip install torch torchvision
pip install transformers datasets evaluate
pip install faiss-gpu # GPU build (recommended)
# pip install faiss-cpu # CPU-only fallback
pip install scikit-learn scipy numpy pandas matplotlib tqdm
pip install skdim pynvml nltk wandb
2. Workflow
construct_dataset.py -> get_activation.py -> method/ID_twonn.py