5 papers
Human-AI Complementarity: A Goal for Amplified Oversight
Rishub Jain, Sophie Bridgers, Lili Janzer +3
Human feedback is critical for aligning AI systems to human values. As AI capabilities improve and AI is used to tackle more challenging tasks, verifying quality and safety becomes…
Detecting and Controlling Sycophancy with Cascading Linear Features
Maty Bohacek, Rishub Jain, Nicholas Dufour +3
Interpreting and controlling model behaviors through activation steering methods requires many pairs of contrastive samples that clearly exhibit desired or undesired behavior. Thes…
Toward Human-AI Complementarity Across Diverse Tasks
Yuzheng Xu, Annya Dahmani, Matthew D. Blanchard +13
Human-AI complementarity, the idea that combining human and AI judgments can outperform either alone, offers a promising pathway toward robust oversight of advanced AI systems. How…
Can AI mediation improve democratic deliberation?
Michael Henry Tessler, Georgina Evans, Michiel A. Bakker +8
The strength of democracy lies in the free and equal exchange of diverse viewpoints. Living up to this ideal at scale faces inherent tensions: broad participation, meaningful delib…
An Approach to Technical AGI Safety and Security
Rohin Shah, Alex Irpan, Alexander Matt Turner +27
Artificial General Intelligence (AGI) promises transformative benefits but also presents significant risks. We develop an approach to address the risk of harms consequential enough…