Large language models in medicine
Large language models (LLMs) can respond to free-text queries without being specifically
trained in the task in question, causing excitement and concern about their use in healthcare …
trained in the task in question, causing excitement and concern about their use in healthcare …
Foundation models for generalist medical artificial intelligence
The exceptionally rapid development of highly flexible, reusable artificial intelligence (AI)
models is likely to usher in newfound capabilities in medicine. We propose a new paradigm …
models is likely to usher in newfound capabilities in medicine. We propose a new paradigm …
Judging llm-as-a-judge with mt-bench and chatbot arena
Evaluating large language model (LLM) based chat assistants is challenging due to their
broad capabilities and the inadequacy of existing benchmarks in measuring human …
broad capabilities and the inadequacy of existing benchmarks in measuring human …
Visual instruction tuning
Instruction tuning large language models (LLMs) using machine-generated instruction-
following data has been shown to improve zero-shot capabilities on new tasks, but the idea …
following data has been shown to improve zero-shot capabilities on new tasks, but the idea …
Llama 2: Open foundation and fine-tuned chat models
In this work, we develop and release Llama 2, a collection of pretrained and fine-tuned large
language models (LLMs) ranging in scale from 7 billion to 70 billion parameters. Our fine …
language models (LLMs) ranging in scale from 7 billion to 70 billion parameters. Our fine …
Gpt-4 technical report
We report the development of GPT-4, a large-scale, multimodal model which can accept
image and text inputs and produce text outputs. While less capable than humans in many …
image and text inputs and produce text outputs. While less capable than humans in many …
Qlora: Efficient finetuning of quantized llms
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 …
finetune a 65B parameter model on a single 48GB GPU while preserving full 16-bit …
A survey of large language models
Language is essentially a complex, intricate system of human expressions governed by
grammatical rules. It poses a significant challenge to develop capable AI algorithms for …
grammatical rules. It poses a significant challenge to develop capable AI algorithms for …
Direct preference optimization: Your language model is secretly a reward model
While large-scale unsupervised language models (LMs) learn broad world knowledge and
some reasoning skills, achieving precise control of their behavior is difficult due to the …
some reasoning skills, achieving precise control of their behavior is difficult due to the …
Minigpt-4: Enhancing vision-language understanding with advanced large language models
The recent GPT-4 has demonstrated extraordinary multi-modal abilities, such as directly
generating websites from handwritten text and identifying humorous elements within …
generating websites from handwritten text and identifying humorous elements within …