We present QLoRA, an efficient finetuning approach that reduces memory usage enough to
finetune a 65B parameter model on a single 48GB GPU while preserving full 16-bit …

Language models demonstrate both quantitative improvement and new qualitative
capabilities with increasing scale. Despite their potentially transformative impact, these new …

Theory of Mind (ToM)-the ability of the human mind to attribute mental states to others-is a
key component of human cognition. In order to understand other people's mental states or …

Theory of mind (ToM), or the ability to impute unobservable mental states to others, is central
to human social interactions, communication, empathy, self-consciousness, and morality …

In the NLP community, recent years have seen a surge of research activities that address
machines' ability to perform deep language understanding which goes beyond what is …

Language understanding research is held back by a failure to relate language to the
physical world it describes and to the social interactions it facilitates. Despite the incredible …

The escalating debate on AI's capabilities warrants developing reliable metrics to assess
machine" intelligence". Recently, many anecdotal examples were used to suggest that …

We introduce Social IQa, the first largescale benchmark for commonsense reasoning about
social situations. Social IQa contains 38,000 multiple choice questions for probing emotional …

Theory of Mind (ToM) $\unicode {x2014} $ the ability to reason about the mental states of
other people $\unicode {x2014} $ is a key element of our social intelligence. Yet, despite …

Pragmatics and non-literal language understanding are essential to human communication,
and present a long-standing challenge for artificial language models. We perform a fine …