The rise and potential of large language model based agents: A survey

Z **, W Chen, X Guo, W He, Y Ding, B Hong… - Science China …, 2025 - Springer
For a long time, researchers have sought artificial intelligence (AI) that matches or exceeds
human intelligence. AI agents, which are artificial entities capable of sensing the …

A comprehensive survey on pretrained foundation models: A history from bert to chatgpt

C Zhou, Q Li, C Li, J Yu, Y Liu, G Wang… - International Journal of …, 2024 - Springer
Abstract Pretrained Foundation Models (PFMs) are regarded as the foundation for various
downstream tasks across different data modalities. A PFM (eg, BERT, ChatGPT, GPT-4) is …

Gpt-4 technical report

J Achiam, S Adler, S Agarwal, L Ahmad… - arxiv preprint arxiv …, 2023 - arxiv.org
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 …

Llama 2: Open foundation and fine-tuned chat models

H Touvron, L Martin, K Stone, P Albert… - arxiv preprint arxiv …, 2023 - arxiv.org
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 …

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 …

Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

G Team, P Georgiev, VI Lei, R Burnell, L Bai… - arxiv preprint arxiv …, 2024 - arxiv.org
In this report, we introduce the Gemini 1.5 family of models, representing the next generation
of highly compute-efficient multimodal models capable of recalling and reasoning over fine …

Gpts are gpts: An early look at the labor market impact potential of large language models

T Eloundou, S Manning, P Mishkin, D Rock - arxiv preprint arxiv …, 2023 - arxiv.org
We investigate the potential implications of large language models (LLMs), such as
Generative Pre-trained Transformers (GPTs), on the US labor market, focusing on the …

Openassistant conversations-democratizing large language model alignment

A Köpf, Y Kilcher, D von Rütte… - Advances in …, 2024 - proceedings.neurips.cc
Aligning large language models (LLMs) with human preferences has proven to drastically
improve usability and has driven rapid adoption as demonstrated by ChatGPT. Alignment …

Gemma: Open models based on gemini research and technology

G Team, T Mesnard, C Hardin, R Dadashi… - arxiv preprint arxiv …, 2024 - arxiv.org
This work introduces Gemma, a family of lightweight, state-of-the art open models built from
the research and technology used to create Gemini models. Gemma models demonstrate …

[HTML][HTML] Large language models encode clinical knowledge

K Singhal, S Azizi, T Tu, SS Mahdavi, J Wei, HW Chung… - Nature, 2023 - nature.com
Large language models (LLMs) have demonstrated impressive capabilities, but the bar for
clinical applications is high. Attempts to assess the clinical knowledge of models typically …