ProactiveVideoQA

Fading

Models answer spoken questions when a streamed video first reveals the answer.

The launch post reports turn-weighted PAUC at omega 0.5. A no-response baseline scores 25.0.

Model scored in lab cards

Launch post lists it, from 1 lab

TML-Interaction-Small leads with 33.5

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

Bars Table

Source: Labs’ model cards

#	Model	Score	Setting	Date	Source
1	TML-Interaction-Small	33.5		May 2026	Lab model card

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card

Source: Labs’ model cards

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

Thinking Machines

Date	Launch post	Score	As the post writes it
May 11, 2026	TML-Interaction-Small	33.5	ProactiveVideoQA PAUC at omega 0.5, internal