Jamelle Watson-Daniels

We introduce SCRuB (Social Concept Reasoning under Rubric-Based Evaluation), a framework to measure the degree to which a model reasons about social concepts with depth and critical rigor

📄 arxiv.org/abs/2605.06444 <-- arxiv paper here!

Headed to Singapore for #AAAI2026 Excited to co-present our tutorial "The Many Faces of Multiplicity in ML"
Why does multiplicity matter? It helps reveal trade-offs in fairness, interpretability and reliability.
Come by!
Jan 20
2p Opal 107 | Singapore EXPO

🚨We are hiring PhD Interns at Meta Ai for summer 2025! 🚨
Broadly, my team is working on understanding and improving the intersection between Ai and Society (social systems). We have an excellent team of researchers excited to have you! … 🧵1/3

Identity will only be weaponized in this climate, in this moment.

Don’t bring it up.
Don’t mention it.
Don’t engage in conversations signaling towards it.

When it’s brought up, redirect to the strategy.

Focus on policy. Focus on strengths. Focus on change.
Get it done.

the kid: my mommy is about to be a doctor and help ALOT of people

oh no, actually its not that kind of doct-

the kid: dont you do math?

yes. thats right.

the kid: does that math help ALOT of people?

I mean maybe some people, idk if I would say al-

the kid: see, I am right.