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LLM Latent Adversarial Training
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Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs
Abhay Sheshadri,* asheshadri31@gatech.edu; Aidan Ewart,* aidanprattewart@gmail.com; Phillip Guo,* phguo@umd.edu; Aengus Lynch,* aenguslynch@gmail.com; Cindy Wu,* wu.cindyx@gmail.com; Vivek Hebbar*; Henry Sleight; Asa Cooper Stickland; Ethan Perez; Dylan Hadfield-Menell; Stephen Casper, scasper@mit.edu
See our GitHub:.
Read the paper on arXiv: Targeted Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs.
Chat with our robust refusal model (https://huggingface.co/LLM-LAT/robust-llama3-8b-instruct) at https://www.abhayesian.com/lat-chat.
@article{sheshadri2024targeted,
title={Targeted Latent Adversarial Training Improves Robustness to Persistent Harmful Behaviors in LLMs},
author={Sheshadri, Abhay and Ewart, Aidan and Guo, Phillip and Lynch, Aengus and Wu, Cindy and Hebbar, Vivek and Sleight, Henry and Stickland, Asa Cooper and Perez, Ethan and Hadfield-Menell, Dylan and Casper, Stephen},
journal={arXiv preprint arXiv:2407.15549},
year={2024}
}
See also preliminary work: Defending Against Unforeseen Failure Modes with Latent Adversarial Training.
models
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LLM-LAT/robust-llama3-8b-instruct
Text Generation
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131
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LLM-LAT/llama3-8b-instruct-lat-jailbreak-robust3
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LLM-LAT/llama3-8b-instruct-rt-jailbreak-robust3
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1
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LLM-LAT/llama3-8b-instruct-rt-jailbreak-robust2
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LLM-LAT/llama3-8b-instruct-rt-jailbreak-robust1
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LLM-LAT/llama3-8b-instruct-lat-jailbreak-robust2
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LLM-LAT/llama3-8b-instruct-lat-jailbreak-robust1
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LLM-LAT/llama2-7b-chat-lat-unlearn-harry-potter-stronger-unlearning
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LLM-LAT/llama2-7b-chat-lat-unlearn-harry-potter-normal
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LLM-LAT/zephyr7b-beta-rmu-lat-unlearn-wmdp-bio-cyber
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