04 / Research
Ideas need evidence.
A small research desk for the questions in this collection. Each note explains what a paper contributes—and where its relevance ends.
Ethical and social risks of harm from Language Models
Laura Weidinger et al.
Helps identify which harms a letter emphasizes and which it leaves outside its frame.
Read the evidence noteModel evaluation for extreme risks
Toby Shevlane et al.
Makes one mechanism behind calls for independent evaluation more concrete.
Read the evidence noteOn the Societal Impact of Open Foundation Models
Sayash Kapoor et al.
Turns a broad argument about openness into questions about access, capability and additional risk.
Read the evidence noteThese are abstract-based notes, not full systematic reviews. No citation counts or certainty rankings are inferred.