Auditability Trap
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Related Articles from SNS
The Identity Trap in EEG Foundation Models: A Diagnostic Audit
arXiv:2606.06647v1 Announce Type: new Abstract: Objective. EEG foundation models (FMs) report strong accuracy on clinical resting-state EEG. However, high accuracy under subject-disjoint cross-validation remains ambiguous: it can reflect a genuine clinical biomarker, or subject-identity features that correlate with the label.
From Statute to Control Flow: Span-Grounded Deontic Trees for Defeasible Scope Parsing
Announce Type: new Abstract: Rule-following agents tasked with executing policies and regulations often fail via Silent Scope Omission (SSO): a model applies a general rule but silently drops nested exceptions or counter-exceptions, producing outputs that appear compliant yet break on important edge cases. Although such failures are often framed as an agentic-systems problem, the underlying bottleneck is statutory and policy understanding, a capability typically studied in legal NLP....
ChatGPT developed a goblin obsession after OpenAI tried to make it nerdy
ChatGPT developed a goblin obsession after OpenAI tried to make it nerdy Following the release of GPT-5.5 last week, people noticed something funny about OpenAI's latest model. In its Codex coding app, the company left a system prompt instructing GPT 5.5 to avoid mention of goblins, gremlins and other creatures. Yes, you read that right.
'Like opening an oven': NT constable praised for 'heroic' rescue attempt
NT coroner hands down findings into 3yo Mitchell Thomas's tragic death in Alice Springs house fire Fri 5 Jun 2026 at 7:04pm In short: Northern Territory Coroner Elisabeth Armitage has found a house fire that killed Alice Springs toddler Mitchell Thomas in 2023 was caused by electrical arcing igniting degraded insulation. Despite the tragic result, Judge Armitage singled out Constable First Class Liam Verity's bravery in repeatedly entering the building in a "heroic" effort to save the...
The Granularity Gap: A Multi-Dimensional Longitudinal Audit of Sycophancy in Gemini Models
arXiv:2606.05183v1 Announce Type: new Abstract: Large language models are increasingly deployed as high-stakes advisors, yet standard alignment benchmarks treat sycophancy as a binary failure mode. We introduce the Granularity Gap: coarse binary metrics mask substantial social-compliance behaviors where models capitulate to user framing, validate questionable premises, or soften factual corrections without producing overtly false outputs. We evaluate six Gemini variants across generations...
Crystal Nights by Greg Egan
Publication history - Interzone #215, April 2008. - Free podcast at Transmissions From Beyond. [Site no longer active] - Oceanic (collection, Orion) -