AINeutralarXiv – CS AI · 7h ago6/10
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Not All Errors Are Equal: A Systematic Study of Error Propagation in Large Language Model Inference
Researchers present LLMFI, a fault-injection framework that systematically studies how hardware errors propagate through large language model inference across multiple domains. The study identifies critical vulnerability patterns and proposes four software-only reliability improvements, providing practical guidance for deploying LLMs in high-performance computing environments.