~/talk

Policy Maps: Tools for Guiding the Unbounded Space of LLM Behaviors

Talkat UIST 2025 · 2025-09-28..10-01· [ai-assisted-development]
links:none on file
links:none on file
links:none on file
links:none on file
links:none on file
links:none on file
slides:none on file

Policy maps propose a concrete workflow and an interactive tool called Policy Projector that plots LLM input-output cases (from an Anthropic red‑teaming dataset) into an embedding map, lets authors define if‑then rules referencing named concepts, and immediately tests effects (for example, “if violence + graphic details then suppress graphic details”). An evaluation with 12 AI safety experts shows rapid authoring (about 30 minutes of use) and 31 new concepts created beyond an existing taxonomy.

AI-written summary · about

  1. 0:00Introduction
  2. 0:48What are policy maps
  3. 2:37Map-making metaphor
  4. 3:18Core building blocks
  5. 4:02Policy Projector demo
  6. 6:07Real-world evaluation
  7. 8:55Key takeaways
  8. 9:38Future directions
  9. 10:00Q&A session
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.