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 …

Security and privacy challenges of large language models: A survey

BC Das, MH Amini, Y Wu - ACM Computing Surveys, 2024 - dl.acm.org
Large language models (LLMs) have demonstrated extraordinary capabilities and
contributed to multiple fields, such as generating and summarizing text, language …

Qwen2. 5-coder technical report

B Hui, J Yang, Z Cui, J Yang, D Liu, L Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
In this report, we introduce the Qwen2. 5-Coder series, a significant upgrade from its
predecessor, CodeQwen1. 5. This series includes six models: Qwen2. 5-Coder-(0.5 B/1.5 …

On the creativity of large language models

G Franceschelli, M Musolesi - AI & SOCIETY, 2024 - Springer
Large language models (LLMs) are revolutionizing several areas of Artificial Intelligence.
One of the most remarkable applications is creative writing, eg, poetry or storytelling: the …

Eagle: Exploring the design space for multimodal llms with mixture of encoders

M Shi, F Liu, S Wang, S Liao, S Radhakrishnan… - arxiv preprint arxiv …, 2024 - arxiv.org
The ability to accurately interpret complex visual information is a crucial topic of multimodal
large language models (MLLMs). Recent work indicates that enhanced visual perception …

Vita: Towards open-source interactive omni multimodal llm

C Fu, H Lin, Z Long, Y Shen, M Zhao, Y Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
The remarkable multimodal capabilities and interactive experience of GPT-4o underscore
their necessity in practical applications, yet open-source models rarely excel in both areas …

Graph retrieval-augmented generation: A survey

B Peng, Y Zhu, Y Liu, X Bo, H Shi, C Hong… - arxiv preprint arxiv …, 2024 - arxiv.org
Recently, Retrieval-Augmented Generation (RAG) has achieved remarkable success in
addressing the challenges of Large Language Models (LLMs) without necessitating …

Tree search for language model agents

JY Koh, S McAleer, D Fried… - arxiv preprint arxiv …, 2024 - arxiv.org
Autonomous agents powered by language models (LMs) have demonstrated promise in
their ability to perform decision-making tasks such as web automation. However, a key …

Llama-omni: Seamless speech interaction with large language models

Q Fang, S Guo, Y Zhou, Z Ma, S Zhang… - arxiv preprint arxiv …, 2024 - arxiv.org
Models like GPT-4o enable real-time interaction with large language models (LLMs) through
speech, significantly enhancing user experience compared to traditional text-based …

Llm defenses are not robust to multi-turn human jailbreaks yet

N Li, Z Han, I Steneker, W Primack, R Goodside… - arxiv preprint arxiv …, 2024 - arxiv.org
Recent large language model (LLM) defenses have greatly improved models' ability to
refuse harmful queries, even when adversarially attacked. However, LLM defenses are …