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[Written Question] Disability Living Allowance and Personal Independence Payment
Question by: Damien Egan Answering Body: Department for Work and Pensions Question: To ask the Secretary of State for Work and Pensions, what backlog remains outstanding for DLA and PIP applications, and what measures are being taken to speed up processing times for DLA and PIP applications.
How Do Document Parsers Break? Auditing Structural Vulnerability in Document Intelligence
arXiv:2605.19309v3 Announce Type: replace Abstract: Document Layout Analysis (DLA) pipelines provide structured page representations for retrieval-augmented generation, long-document question answering, and other document intelligence systems, yet their robustness evaluation remains largely area-centric. We identify this Footprint Bias and propose ProSA, a lightweight output-level auditing framework that decouples controlled probing, policy-driven targeting, and structure-aware diagnosis....
Two groups of people 'have to apply' for £300 2026 winter fuel payment
Two groups of people 'have to apply' for £300 2026 winter fuel payment The winter fuel payment will be worth either £200 or £300 and will be paid out in November and December Most people get the winter fuel payment automatically - however there are two groups who need to apply and won't get it otherwise. The Winter Fuel Payment is an annual, tax-free lump sum provided by the UK government to help older people with heating bills during the colder months. It is typically worth between £100 and...
Beyond Raw Signals: Undecoded Generative Latents as Privileged Synthetic Data
arXiv:2606.08336v1 Announce Type: new Abstract: While multimodal integration significantly improves computer vision models, deploying them incurs prohibitive inference costs and requires scarce, perfectly paired datasets. Recent methods address this data bottleneck by synthesizing missing modalities via generative AI, yet they introduce a severe inefficiency: the Decode-Encode Loop. Specifically, information-rich generative latents are decoded into noisy raw signals, forcing the downstream...
DWP benefit payment dates for June 2026 confirmed
DWP benefit payment dates for June 2026 confirmed Households are being urged to check what cost of living support they can claim Households are being encouraged to verify what support remains available as the DWP confirms crucial benefit payment dates for June. This comes as families prepare for another steep increase in bills after energy regulator Ofgem announced the energy price cap will jump by £221 annually to £1,862 from July - a rise of nearly 13%. The hike follows instability in...