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How Black-Box Distillation Works
36.1/100 SIREN scoreRead the full story →
This piece overviews how black-box distillation works in practice to inform proposed legislation and ongoing policy debates around adversarial distillation. We consider how adversarial distillation…
Source: Georgetown CSET · first seen by this index at
Topics: What has SIREN scored about AI regulation?, What has SIREN scored about Distillation?, What has SIREN scored about AI uncertainty?. A topic link means the title or summary matched a published needle with enough other stories to clear the tag gate.
Countries: How many datacentres has SIREN mapped in United States of America?. A country link means the title or summary named that place and the country already clears the mapped-datacentre gate on the world map.
What is the score on this story?
| Component | Points |
|---|---|
| recency | 19.8 |
| source weight | 16.3 |
| corroboration | 0.0 |
| entities | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 36.1 |
Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window; it is not a judgement about importance in the world.
How many sources carried this story?Corroboration
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
- Woo Tribe vs. Pinko Tribe 32.4
- Plan for AI-run companies challenged by US lawmakers 36.2
- Gemini 4 Argon: The Model and Safety Cards 35.1
- Anthropic faces $41 million lawsuit over Elvis Presley songs 40.7
- Elvis Presley Rights Holders Seek $41M From Anthropic in AI Copyright Lawsuit Over 274 Songs 40.6
What questions do people actually ask?
What is the score on this story?
Scored 36.1 of 100. Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window — not a judgement about importance in the world and not an item doom score.
How many sources carried this story?
Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.
Which related stories are in this window?
5 related stories in the same window, each with its own permanent scored page.
Does SIREN publish an item doom score?
No. Activity tempo, not probability of harm. A permanent story page carries a tempo score decomposition and corroboration set, not a probability of harm.