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Predict and Reconstruct: Joint Objectives for Self-Supervised Language Representation Learning
arXiv:2606.05173v1 Announce Type: new Abstract: Masked language modelling (MLM) has been the dominant pre-training objective for text encoders since BERT, yet it encourages representations that are strongly anchored to surface-form token identity rather than deeper semantic structure. Inspired by the success of Joint Embedding Predictive Architectures (JEPA) (LeCun, 2022) in vision and audio, we propose a hybrid pre-training objective that combines a JEPA-style latent-space prediction loss...
After AI doomsday warnings from CEO, Anthropic quietly files for trillion-dollar IPO
The man who has spent 2026 warning the world that AI will erase half of all entry-level white-collar jobs just took his company one step closer to cashing in on that prediction. Anthropic confidentially filed a draft S-1 with the US Securities and Exchange Commission on Monday, putting CEO Dario Amodei's five-year-old Claude maker on a path to a public listing this fall at a valuation investors expect to comfortably clear $1 trillion. The filing lands a week after Anthropic closed a $65...
Anthropic CEO, who warns of AI-led mass layoffs, calls them a necessity
Anthropic CEO Dario Amodei has spent the better part of 2026 telling anyone with a microphone that AI is about to wipe out half of all entry-level white-collar jobs. Now, at the World Economic Forum in Davos, the man whose company is selling that very AI is no longer just warning about the layoffs. He's calling the policy response to them a necessity that will eventually steamroll partisan politics in the United States.
Deep learning four decades of human migration
Abstract Human migration is a fundamental driver of global demographic change, shaping population structure, labour markets and social policy across countries1,2,3. Although long-term migration patterns are often linked to economic development4, they can shift rapidly in response to shocks such as conflict, environmental crises and political change5. Despite its importance, migration remains difficult to measure consistently: existing data are sparse, concentrated in high-income settings and...