1.1k citations · 1.9k across the 23 of their papers we have counts for
3 papers · 1 filter
Artificial Intelligence and Aesthetic Judgment
Jessica Hullman, Ari Holtzman, Andrew Gelman
Generative AIs produce creative outputs in the style of human expression. We argue that encounters with the outputs of modern generative AI models are mediated by the same kinds of…
Generative Models as a Complex Systems Science: How can we make sense of large language model behavior?
Ari Holtzman, Peter West, Luke Zettlemoyer
Coaxing out desired behavior from pretrained models, while avoiding undesirable ones, has redefined NLP and is reshaping how we interact with computers. What was once a scientific…
QLoRA: Efficient Finetuning of Quantized LLMs
Tim Dettmers, Artidoro Pagnoni, Ari Holtzman +1
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 finetuning t…