New papers probe LLM circuits, steering, and tool-use failures

Six arXiv papers explore interpretability and reliability: CircuitSteer uses SAE circuits for multi-layer steering; another finds sparse MLP neurons that detect tool-use failures; a third shows LLMs can annotate attribution graphs. Others examine contextual truth encoding, pruning score reliability, and VLM local geometry.