He comes up with ideas, helps build them and role-plays with the creations. “I’ve been making things for my son Idris since he was tiny and now he’s a toddler, he gets really involved. “What I love is that cardboard is so open-ended and versatile – it’s brilliant just to see it change and become something new,” says cardboard obsessive mum Polly Aktar, who shares her amazing creations on Instagram. It can be slightly deflating for you but looking on the bright side, it means there are limitless opportunities for play at Christmas and following birthdays. Setting, we show that orders-of-magnitude smaller models (770M-11B parameters)Ĭan compete and often surpass their larger teacher models' capabilities.How often has your child enjoyed the box and wrapping paper more than its contents? Novel task, Counterfactual Planning, that requires a revision of a plan to cope Knowledge in small language models and an inference-time algorithm toįacilitate more structured and accurate reasoning. More concretely, weĭevelop symbolic procedural knowledge distillation to enhance the implicit Knowledge and (counterfactual) planning capabilities. Novel two-pronged approach to endow small language models with procedural Paper, we advocate planning using smaller language models. Show encouraging results using large language models (LLMs), they are hinderedīy drawbacks such as costly API calls and reproducibility issues. 'scheduling a doctor's appointment without a phone'.

It involves integrating common-sense knowledge to reason aboutĬomplex contextualized situations that are often counterfactual, e.g. Sequence of temporally ordered steps, is an important yet intricate task for Download a PDF of the paper titled PlaSma: Making Small Language Models Better Procedural Knowledge Models for (Counterfactual) Planning, by Faeze Brahman and 9 other authors Download PDF Abstract: Procedural planning, which entails decomposing a high-level goal into a

Download cardboard tubes