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Preprint proposes geometric method to detect deceptive AI behavior beyond linear probes
A new arXiv preprint proposes measuring the geometry of model inference to identify deceptive behavior that conventional linear probes may miss.arxiv.orgInnovation
MC-CXR benchmark finds misleading context can overturn vision-language model chest X-ray judgments
A new benchmark reports that vision-language models often changed a correct chest X-ray answer after receiving conflicting text or prior-image context, with misleading text exerting a stronger pull than misleading visual context.arxiv.orgInnovation
Study finds LLMs can produce brief counseling replies but struggle to know when to use them
A new EMNLP 2026 paper finds that large language models often overproduce long responses in counseling settings, where brief acknowledgments can better support attentive listening and continued disclosure.arxiv.orgInnovation
PARTAB proposes partition-aware evidence selection for large-table AI reasoning
A new arXiv paper describes PARTAB, a framework that selects relevant table regions before an AI model answers questions, reporting improved results on several table-reasoning benchmarks and reduced reasoning context.arxiv.orgSecurity
The Decoder reports UK access to Ukraine’s labeled battlefield AI dataset
The Decoder reports that a UK-Ukraine defense partnership gives approved British firms access to Ukraine’s manually labeled combat imagery and sensor data for military AI development. The arrangement is described as a secure, Ukraine-controlled collaboration involving drone detection, acoustic sensing and low-power…the-decoder.comInnovation
RecurSE proposes bounded self-evaluation for LLM judges
A new arXiv paper proposes training language models to evaluate their own judgments without external gold labels, while using validation checks to identify when recursive improvement should stop.arxiv.orgInnovation
Survey maps how language AI is being used from emergency-department triage to discharge
A survey of 46 papers examines how natural-language-processing systems support triage, diagnosis and disposition in emergency departments, while identifying unresolved problems with generalisability, noisy clinical inputs and workflow integration.arxiv.orgProduct
AMD’s MI455X accelerator is specified with 432GB of HBM4 memory, Motley Fool reports
The Motley Fool reports that AMD’s next-generation Instinct MI455X accelerator is specified with 432GB of HBM4 memory, 50% more than the MI355X. The outlet also reports that AMD’s Helios rack system is in production, with initial shipments expected later this quarter.fool.comIndustry
NAI500 reports Wall Street is pricing political risks from AI data-center growth
NAI500 reports that opposition to AI data centers over electricity, water and local development is entering Wall Street risk analysis and state-level politics ahead of the 2026 U.S. midterm elections.nai500.com
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