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Sparse Memory Finetuning as a Low-Forgetting Alternative to LoRA and Full Finetuning
Announce Type: replace Abstract: Adapting a pretrained language model to a new task often hurts the general capabilities it already had, a problem known as catastrophic forgetting. Sparse Memory Finetuning (SMF) tries to avoid this by adding key-value memory layers to the model and, on each training step, updating only the small set of memory rows that the current batch reads most heavily. We re-implement SMF on Qwen-2.5-0.5B-Instruct and compare it with LoRA and full finetuning on MedMCQA,...
Almost half of parents say feeding their children is harder than five years ago, shock survey reveals
Almost half of parents say feeding their children is harder than five years ago, shock survey reveals An estimated 4.2 million children will still be in poverty by 2029, official analyis shows - Bookmark - CommentsGo to comments Millions of parents in the UK are facing rising difficulty in feeding their children as a new survey reveals the new scale of hunger hardship. Almost half (44 per cent) of the nation’s 17 million parents are finding it harder today than five years ago to feed their...
Let young Britons access state pension early and retire later, think tank urges
Let young Britons access state pension early and retire later, think tank urges Those under 40 could withdraw a £12,500 lump sum under the proposals - Bookmark - CommentsGo to comments Young Britons should be allowed to withdraw a years’ worth of their state pension early to help those who cannot rely on “the bank of mum and dad”, a think tank has said. Researchers say the so-called “Citizens Advance” would be a “transformative” policy for those aged 18 to 40 who are struggling with issues...
Social media groups are fuelling misinformation in local communities, think tank warns
Social media groups are fuelling misinformation in local communities, think tank warns There is around three times more misinformation being spread in areas with limited local news outlets - Bookmark - CommentsGo to comments Local communities are becoming increasingly vulnerable to misinformation because social media groups spread fake news, a think tank has found. Areas where there is a lack of reliable news sources are far more susceptible to online misinformation, according to a report...
Young people need money because our system is rigged. Here’s a way to give it to them | Polly Toynbee
One plan would see young workers offered early access to a slice of future pensions. It’s not perfect, but we need bold we wait with nail-biting anxiety for the voters of Makerfield to decide the fate of the country, the prospect of renewal at the top provides a fertile time for breeding ideas and confronting great problems.
UrbanFusion: Stochastic Multimodal Fusion for Contrastive Learning of Robust Spatial Representations
arXiv:2510.13774v2 Announce Type: replace Abstract: Forecasting urban phenomena such as housing prices and public health indicators requires the effective integration of various geospatial data. Current methods primarily utilize task-specific models, while recent generic models for spatial representations often support only limited modalities and lack multimodal fusion capabilities. To overcome these challenges, we present UrbanFusion, a spatial representation model that features Stochastic...
Young people need money because our system is rigged. Here’s a way to give it to them | Polly Toynbee
One plan would see young workers offered early access to a slice of future pensions. It’s not perfect, but we need bold we wait with nail-biting anxiety for the voters of Makerfield to decide the fate of the country, the prospect of renewal at the top provides a fertile time for breeding ideas and confronting great problems.