But in this scenario, shielding Google from liability is actually a primary concern given that Timnit is discussing ethics/bias. A paper on say novel transformer architecture, the lottery ticket hypothesis in a new setting, a new RL benchmark suite, etc is not going to expose Google to legal risk the way ethical AI research often can.