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Circuit Oracle automates attribution graph analysis

Circuit Oracle is an off-the-shelf LLM designed to automate the interpretation of language model computations. It does this by analyzing attribution graphs, which are used for mechanistic interpretability. The tool can answer questions about a target model through tool calls and has been tested on three safety-relevant tasks: detecting spurious features in probe circuits, eliciting hidden…

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Key points

  • Circuit Oracle automates attribution graph analysis
  • Tests on three safety-relevant proxy tasks mixed
  • Outperforms single-layer feature-ranking baselines in spurious-feature detection
Read the original at arXiv cs.CL · by Shariar Kabir, Hong Kiat Tan, Swastik Agrawal, Sai V R Chereddy, Sriram Balasubramanian primary sourceOpen source ↗
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Circuit Oracle

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