Large language models in medicine

AJ Thirunavukarasu, DSJ Ting, K Elangovan… - Nature medicine, 2023 - nature.com
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 …

A survey on evaluation of large language models

Y Chang, X Wang, J Wang, Y Wu, L Yang… - ACM transactions on …, 2024 - dl.acm.org
Large language models (LLMs) are gaining increasing popularity in both academia and
industry, owing to their unprecedented performance in various applications. As LLMs …

Gemini: a family of highly capable multimodal models

G Team, R Anil, S Borgeaud, JB Alayrac, J Yu… - arxiv preprint arxiv …, 2023 - arxiv.org
This report introduces a new family of multimodal models, Gemini, that exhibit remarkable
capabilities across image, audio, video, and text understanding. The Gemini family consists …

Qlora: Efficient finetuning of quantized llms

T Dettmers, A Pagnoni, A Holtzman… - Advances in neural …, 2023 - proceedings.neurips.cc
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 …

[PDF][PDF] A survey of large language models

WX Zhao, K Zhou, J Li, T Tang… - arxiv preprint arxiv …, 2023 - paper-notes.zhjwpku.com
Ever since the Turing Test was proposed in the 1950s, humans have explored the mastering
of language intelligence by machine. Language is essentially a complex, intricate system of …

Lost in the middle: How language models use long contexts

NF Liu, K Lin, J Hewitt, A Paranjape… - Transactions of the …, 2024 - direct.mit.edu
While recent language models have the ability to take long contexts as input, relatively little
is known about how well they use longer context. We analyze the performance of language …

Security and privacy challenges of large language models: A survey

BC Das, MH Amini, Y Wu - ACM Computing Surveys, 2025 - dl.acm.org
Large language models (LLMs) have demonstrated extraordinary capabilities and
contributed to multiple fields, such as generating and summarizing text, language …

Palm 2 technical report

R Anil, AM Dai, O Firat, M Johnson, D Lepikhin… - arxiv preprint arxiv …, 2023 - arxiv.org
We introduce PaLM 2, a new state-of-the-art language model that has better multilingual and
reasoning capabilities and is more compute-efficient than its predecessor PaLM. PaLM 2 is …

Toward expert-level medical question answering with large language models

K Singhal, T Tu, J Gottweis, R Sayres, E Wulczyn… - Nature Medicine, 2025 - nature.com
Large language models (LLMs) have shown promise in medical question answering, with
Med-PaLM being the first to exceed a 'passing'score in United States Medical Licensing …

Unifying large language models and knowledge graphs: A roadmap

S Pan, L Luo, Y Wang, C Chen… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Large language models (LLMs), such as ChatGPT and GPT4, are making new waves in the
field of natural language processing and artificial intelligence, due to their emergent ability …