AI Puts UK’s High-Paid Jobs and Tax Revenues at Risk, Study Says
Artificial intelligence threatens to leave many of the UK’s best-paid workers without a job — and the government without a crucial source of tax revenue, according to a new report.
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revenuereportstudyGenOptima Publishes First Industry-Wide AI Citation Rate Benchmark Report for Q1 2026 - Carroll County Mirror-Democrat
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Self-Routing: Parameter-Free Expert Routing from Hidden States
arXiv:2604.00421v1 Announce Type: new Abstract: Mixture-of-Experts (MoE) layers increase model capacity by activating only a small subset of experts per token, and typically rely on a learned router to map hidden states to expert assignments. In this work, we ask whether a dedicated learned router is strictly necessary in the MoE settings we study. We propose Self-Routing, a parameter-free routing mechanism that uses a designated subspace of the token hidden state directly as expert logits, eliminating the router projection entirely while leaving the rest of the MoE layer unchanged. We evaluate Self-Routing on GPT-2-scale language modeling and ImageNet-1K classification by comparing it against a standard learned router, random-routing baselines, and dense non-MoE baselines. Our results sho
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