Natural Language Autoencoders: Turning Claude’s Thoughts into Text
Summary
The article introduces Natural Language Autoencoders (NLAs) by Anthropic, a method to translate model activations into readable text to understand Claude's internal reasoning. It covers how NLAs are trained, their use in auditing and safety testing, and releases code and interactive demos while noting limitations like hallucinations and cost.