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 overview of large language models

H Naveed, AU Khan, S Qiu, M Saqib, S Anwar… - arxiv preprint arxiv …, 2023 - arxiv.org
Large Language Models (LLMs) have recently demonstrated remarkable capabilities in
natural language processing tasks and beyond. This success of LLMs has led to a large …

Judging llm-as-a-judge with mt-bench and chatbot arena

L Zheng, WL Chiang, Y Sheng… - Advances in …, 2023 - proceedings.neurips.cc
Evaluating large language model (LLM) based chat assistants is challenging due to their
broad capabilities and the inadequacy of existing benchmarks in measuring human …

Qlora: Efficient finetuning of quantized llms

T Dettmers, A Pagnoni, A Holtzman… - Advances in Neural …, 2024 - 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 …

A survey of large language models

WX Zhao, K Zhou, J Li, T Tang, X Wang, Y Hou… - arxiv preprint arxiv …, 2023 - arxiv.org
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 …

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 …

[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 …

A brief overview of ChatGPT: The history, status quo and potential future development

T Wu, S He, J Liu, S Sun, K Liu… - IEEE/CAA Journal of …, 2023 - ieeexplore.ieee.org
ChatGPT, an artificial intelligence generated content (AIGC) model developed by OpenAI,
has attracted world-wide attention for its capability of dealing with challenging language …

AWQ: Activation-aware Weight Quantization for On-Device LLM Compression and Acceleration

J Lin, J Tang, H Tang, S Yang… - Proceedings of …, 2024 - proceedings.mlsys.org
Large language models (LLMs) have shown excellent performance on various tasks, but the
astronomical model size raises the hardware barrier for serving (memory size) and slows …