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FSA-GRPO: Teaching Auditory LLMs to Use Few-shot Demonstrations
arXiv:2606.02615v1 Announce Type: cross Abstract: Few-shot prompting provides an effective way to adapt auditory large language models to low-resource tasks such as children's speech recognition. However, most auditory large language models are not explicitly trained to perform inference in this demonstration-conditioned format, limiting the extent to which they can benefit from few-shot prompting. To address this limitation, we introduce Few-Shot Aware GRPO (FSA-GRPO), an RL-based...
Urgent recalls issued for Waitrose snack, popular dessert and baby item — 'do not use'
Urgent recalls issued for Waitrose snack, popular dessert and baby item — 'do not use' A number of popular food items and products have been recalled this week Customers have been urged to check if they have affected items as a number of food and product recalls were issued this week. Popular snacks and desserts have been recalled by the Food Standards Agency (FSA).
Fizzy drinks recalled over fears cans may suddenly explode
Fizzy drinks recalled over fears cans may suddenly explode The Food Standards Agency (FSA) warned the cans could pose an injury risk to customers - Bookmark - CommentsGo to comments Warnings have been issued over a high-end fizzy drink over fears its cans may “rupture unexpectedly” and risk injuring consumers. Food standards bosses said Dalston’s is recalling some batches of its pineapple soda after concerns that the cans may break apart unexpectedly and leave sharp edges. The Food Standards...
Japan must promote yen stablecoins in Asia, ruling party panel says
Japan must promote yen stablecoins in Asia, ruling party panel says TOKYO, June 1 : Japan must promote usage of yen-based stablecoins for settlement in Asia and create a legal framework to allow trading of crypto exchange-traded funds (ETF), a ruling party panel said in a proposal to the government on Monday. "Crypto-ETFs would provide investors with easy-to-understand ways of investment," the proposal said, calling on the government to position the product as an official means of investment...
Feature to Dynamics: Feature-space to Autoregression strategy for Zero-shot Time Series Forecasting
arXiv:2606.01289v1 Announce Type: new Abstract: Zero-shot time series forecasting aims to predict future values for previously unseen series, requiring models to generalize temporal dynamics beyond the training distribution. While recent foundation models achieve strong in-domain performance through large-scale pretraining, their effectiveness often relies on broad data coverage and implicit pattern memorization, which can limit generalization when data are scarce or source and target...
Urgent food recall warning for products sold at Tesco, Waitrose and Morrisons
Urgent food recall warning for products sold at Tesco, Waitrose and Morrisons Two urgent food recalls have been issued affecting major UK supermarkets as customers are urged not to eat the affected products and to return them to store for a full refund An urgent "do not eat" alert has been issued for a number of products sold at major UK supermarkets. Several items available nationwide have been pulled from shelves due to potential health risks, according to the Food Standards Agency.
Uplift Promo Codes: $570 Off
Upgrading your home office can feel like going down a rabbit hole. A simple search for a basic new desk can quickly turn into hours down the drain and endless tabs open on your computer, with every option starting to blur together. Uplift has a loyal following for its super customizable desks, smart (and creative—under-desk hammock, anyone?) accessories, and a solid build quality that makes long workdays more manageable.
Millions warned after Waitrose dessert labelling mistake
Millions warned after Waitrose dessert labelling mistake A recall notice has been issued by the Food Standards Agency Waitrose is recalling a dessert which has undeclared ingredients that could prove dangerous for some people. Waitrose & Partners are recalling packs of 4 Richly Fruited Hot Cross Buns because the product contains barley which is not declared on the label. The recall covers any pack with a best-before date of June 6.
Here’s where you can preorder the new Oura Ring 5
If you’ve been waiting for a smaller version of the Oura Ring, the company’s latest wearable is now available for preorder ahead of its June 4th release from Oura and various third-party retailers, including both Amazon and Walmart. The Oura Ring 5, which starts at $399, is 40 percent smaller than its predecessor, thanks to a design that’s both slimmer and lighter. Oura also promises improved accuracy and battery life, letting you get up to nine days of use on a single charge.
Infant formula poisonings expose weaknesses in UK checks and regulation, report finds
A recall of several brands of infant formula over contamination with a dangerous toxin exposed major weaknesses in surveillance, regulation, and public communication across UK government bodies, a report has concluded.1Earlier this year more than 60 batches of infant formula across several brands were pulled from shelves worldwide after cereulide, a bacterial toxin produced by Bacillus cereus, was detected. In a report published on 4 June the First Steps Nutrition Trust charity outlined...