Challenges and applications of large language models

J Kaddour, J Harris, M Mozes, H Bradley… - arXiv preprint arXiv …, 2023 - arxiv.org
Large Language Models (LLMs) went from non-existent to ubiquitous in the machine
learning discourse within a few years. Due to the fast pace of the field, it is difficult to identify …

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 …

Large language models: A survey

S Minaee, T Mikolov, N Nikzad, M Chenaghlu… - arXiv preprint arXiv …, 2024 - arxiv.org
Large Language Models (LLMs) have drawn a lot of attention due to their strong
performance on a wide range of natural language tasks, since the release of ChatGPT in …

Datasets for large language models: A comprehensive survey

Y Liu, J Cao, C Liu, K Ding, L Jin - arXiv preprint arXiv:2402.18041, 2024 - arxiv.org
This paper embarks on an exploration into the Large Language Model (LLM) datasets,
which play a crucial role in the remarkable advancements of LLMs. The datasets serve as …

Large language models suffer from their own output: An analysis of the self-consuming training loop

M Briesch, D Sobania, F Rothlauf - arXiv preprint arXiv:2311.16822, 2023 - arxiv.org
Large language models (LLM) have become state of the art in many benchmarks and
conversational LLM applications like ChatGPT are now widely used by the public. Those …

[PDF][PDF] Efficient large language models: A survey

Z Wan, X Wang, C Liu, S Alam, Y Zheng… - arXiv preprint arXiv …, 2023 - researchgate.net
Abstract Large Language Models (LLMs) have demonstrated remarkable capabilities in
important tasks such as natural language understanding, language generation, and …

Large language models: a comprehensive survey of its applications, challenges, limitations, and future prospects

MU Hadi, R Qureshi, A Shah, M Irfan, A Zafar… - Authorea …, 2023 - techrxiv.org
Within the vast expanse of computerized language processing, a revolutionary entity known
as Large Language Models (LLMs) has emerged, wielding immense power in its capacity to …

A bibliometric review of large language models research from 2017 to 2023

L Fan, L Li, Z Ma, S Lee, H Yu, L Hemphill - arXiv preprint arXiv …, 2023 - arxiv.org
Large language models (LLMs) are a class of language models that have demonstrated
outstanding performance across a range of natural language processing (NLP) tasks and …

Foundation and large language models: fundamentals, challenges, opportunities, and social impacts

D Myers, R Mohawesh, VI Chellaboina, AL Sathvik… - Cluster …, 2024 - Springer
Abstract Foundation and Large Language Models (FLLMs) are models that are trained using
a massive amount of data with the intent to perform a variety of downstream tasks. FLLMs …

Culturax: A cleaned, enormous, and multilingual dataset for large language models in 167 languages

T Nguyen, C Van Nguyen, VD Lai, H Man… - arXiv preprint arXiv …, 2023 - arxiv.org
The driving factors behind the development of large language models (LLMs) with
impressive learning capabilities are their colossal model sizes and extensive training …