·
DataBubble
  • Home
  • Models
  • News
  • Compare
  • Boards
  • Pricing
  • About
  • Newsletter
  • Methodology
  • Contact
Latest
Are brain waves the next unlock for physical AI?2h◆Making sense of the panic over Chinese AI7h◆Hugging Face CEO calls for ‘radical transparency’ after ‘unprecedented’ OpenAI hack10h◆Monday.com is the latest tech company to blame AI for layoffs — here are 20 others1d◆Librarians are hosting viral ‘Avoiding AI’ workshops for people who are fed up with Big Tech1d◆One fallen power line exposed a growing AI data center problem. Here’s how to fix it.1d◆I tried out OpenAI’s new AI keypad — which will be fun for some coders and slightly mystifying to everyone else2d◆Prentis, new AI lab co-founded by Reid Hoffman, Mark Pincus in talks to raise $100M2d◆Midjourney bought the astrology app Co-Star2d◆Why Cognition bought Poke: AI personality is becoming a competitive advantage2d◆You can’t ignore Google Zero anymore2d◆Meta is making its AI chatbot more like an assistant2d◆Anthropic releases Opus 5 with ‘close’ to Fable 5’s capabilities2d◆Anthropic launches Opus 52d◆As US weighs response to Chinese AI, industry urges against broad open-weight restrictions2d◆Bluesky’s AI assistant Attie expands into an open social research tool2d◆Midjourney acquired the astrology app Co-Star2d◆The tech-broification of American science has officially begun2d◆‘AI communism’, rogue models, and the why Kimi K3 spooked Wall Street2d◆OpenAI’s new voice mode makes it to the ChatGPT desktop app2d◆Are brain waves the next unlock for physical AI?2h◆Making sense of the panic over Chinese AI7h◆Hugging Face CEO calls for ‘radical transparency’ after ‘unprecedented’ OpenAI hack10h◆Monday.com is the latest tech company to blame AI for layoffs — here are 20 others1d◆Librarians are hosting viral ‘Avoiding AI’ workshops for people who are fed up with Big Tech1d◆One fallen power line exposed a growing AI data center problem. Here’s how to fix it.1d◆I tried out OpenAI’s new AI keypad — which will be fun for some coders and slightly mystifying to everyone else2d◆Prentis, new AI lab co-founded by Reid Hoffman, Mark Pincus in talks to raise $100M2d◆Midjourney bought the astrology app Co-Star2d◆Why Cognition bought Poke: AI personality is becoming a competitive advantage2d◆You can’t ignore Google Zero anymore2d◆Meta is making its AI chatbot more like an assistant2d◆Anthropic releases Opus 5 with ‘close’ to Fable 5’s capabilities2d◆Anthropic launches Opus 52d◆As US weighs response to Chinese AI, industry urges against broad open-weight restrictions2d◆Bluesky’s AI assistant Attie expands into an open social research tool2d◆Midjourney acquired the astrology app Co-Star2d◆The tech-broification of American science has officially begun2d◆‘AI communism’, rogue models, and the why Kimi K3 spooked Wall Street2d◆OpenAI’s new voice mode makes it to the ChatGPT desktop app2d◆
News/Prompt-Induced Score Variance in Zero-Shot Binary Vision-Language Safety Classification
arxiv
PublishedMay 4, 2026 at 4:00 AM
—neutral

Prompt-Induced Score Variance in Zero-Shot Binary Vision-Language Safety Classification

Source
arxiv.orgfull article ↗
Read on arxiv→
Publisher summary· verbatim

arXiv:2605.00326v1 Announce Type: new Abstract: Single-prompt first-token probabilities from zero-shot vision-language model (VLM) safety classifiers are treated as decision scores, but we show they are unreliable under semantically equivalent prompt reformulation: even when the binary label is cons

Stay posted· Newsletter

A 5-min weekly brief — top movers, price watch, story of the week.

// no spam · unsubscribe one-click · free forever

Discussion
Mentioned models
01
  • 01
    zero-shot vision-language model
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#safety#benchmark#calibration#reliability

No replies yet. Be first.

Mentioned models
01
  • 01
    zero-shot vision-language model
Source
↗
arxiv
Read original ↗All from arxiv →
Tags
04
#safety#benchmark#calibration#reliability
The Bubble Brief
WEEKLY

Read safety insights every Tuesday — top movers, new releases, story of the week.

// no spam · unsubscribe one-click · free forever

Originally published on arxiv ↗
HomeModelsNews