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@@ -31,4 +31,20 @@ import torch
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  # Load transcoders into a ReplacementModel
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  model = ReplacementModel.from_pretrained("meta-llama/Llama-3.1-8B-Instruct", "facebook/crv-8b-instruct-transcoders", dtype=torch.bfloat16)
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  ```
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- Once you have loaded the model, you can perform attribution or intervention as shown in [this demo](https://github.com/safety-research/circuit-tracer/blob/main/demos/llama_demo.ipynb).
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  # Load transcoders into a ReplacementModel
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  model = ReplacementModel.from_pretrained("meta-llama/Llama-3.1-8B-Instruct", "facebook/crv-8b-instruct-transcoders", dtype=torch.bfloat16)
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  ```
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+ Once you have loaded the model, you can perform attribution or intervention as shown in [this demo](https://github.com/safety-research/circuit-tracer/blob/main/demos/llama_demo.ipynb).
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+
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+ ## Citation
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+
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+ If you use this model, please cite our paper:
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+
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+ ```bibtex
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+ @article{zhao2025verifying,
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+ title={Verifying Chain-of-Thought Reasoning via Its Computational Graph},
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+ author={Zheng Zhao and Yeskendir Koishekenov and Xianjun Yang and Naila Murray and Nicola Cancedda},
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+ year={2025},
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+ eprint={2510.09312},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2510.09312},
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+ }
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+ ```