Topic
labeling
Regulations & Compliance Product Standards #fssai#food safety
FSSAI Issues Notices to Heritage, La Casa, Cipzer Over Misleading Food Claims
India's food regulator, FSSAI, has issued notices to several food business operators for misleading claims and labelling violations. Brands targeted include 'Heritage Fresh Paneer', 'La Casa vegan hazelnut chocolate spread', and 'Cipzer Nutraceuticals juice capsules'. The regulator also previously warned energy drink makers about unauthorised functional claims.
Jul 6, 2026 1 source
Artificial Intelligence #llm#reasoning
Semi-Supervised Framework Scales LLM Reasoning Using 10-15x Fewer Labels Than Traditional Methods
A new semi-supervised framework for training LLM reasoning uses a lightweight verifier to judge reasoning quality, requiring only a few labeled samples. Experiments on math problems and visual question answering show accuracy comparable to 10-15x more labeled data. The method could reduce the cost of building large-scale reasoning datasets.
Jun 16, 2026 2 sources