Melanie Subbiah

It is found that felt ownership depends on the process of collaboration: people disown work when they merely approve AI's suggestions, but retain ownership when they lead, iterate, or rewrite, but retain ownership when they lead, iterate, or rewrite.

Steering vectors may not be the universal solution for preference-aligned generation, as their effectiveness significantly drops with trait complexity and task transfer.

LLMs don't just summarize text; they subtly rewrite narratives through biased lenses, potentially distorting the very stories we're trying to understand.