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Neuron activation patterns in most layers of Mistral7B (each with 14336 neurons) natively contain the indications needed to correctly discriminate the riskiest of two very similar scenario texts. https://images.squarespace-cdn.com/content/v1/5467c4ace4b0686e13d02bca/ed1a1907-1421-44a0-bda0-55af865317cb/Screenshot+2024-06-10+at+6.40.54%E2%80%AFPM.png Blog - Can large language models effectively identify cybersecurity risks? - Make it stand out A narrow view (5%) of the average differences in neuron activation patterns in the last few layers of Mistral7B (risk-lowrisk) https://images.squarespace-cdn.com/content/v1/5467c4ace4b0686e13d02bca/9bddc3a0-ec7a-464e-8f60-54bec1de4b9a/Screenshot+2024-06-10+at+8.29.08%E2%80%AFPM.png Blog - Can large language models effectively identify cybersecurity risks? - Make it stand out Anthropic’s research on features detectable in hidden activations of a lab model. https://images.squarespace-cdn.com/content/v1/5467c4ace4b0686e13d02bca/f50142ff-8400-4bb7-bc2a-cf48b6b4e06e/accuracy.png Blog - Can large language models effectively identify cybersecurity risks? 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