From large language models to databases and back: A discussion on research and education

S Amer-Yahia, A Bonifati, L Chen, G Li, K Shim… - ACM SIGMOD …, 2023 - dl.acm.org
In recent years, large language models (LLMs) have garnered increasing attention from both
academia and industry due to their potential to facilitate natural language processing (NLP) …

A review of current trends, techniques, and challenges in large language models (llms)

R Patil, V Gudivada - Applied Sciences, 2024 - mdpi.com
Natural language processing (NLP) has significantly transformed in the last decade,
especially in the field of language modeling. Large language models (LLMs) have achieved …

Unraveling the landscape of large language models: a systematic review and future perspectives

Q Ding, D Ding, Y Wang, C Guan… - Journal of Electronic …, 2023 - emerald.com
Purpose The rapid rise of large language models (LLMs) has propelled them to the forefront
of applications in natural language processing (NLP). This paper aims to present a …

Data-juicer: A one-stop data processing system for large language models

D Chen, Y Huang, Z Ma, H Chen, X Pan, C Ge… - Companion of the 2024 …, 2024 - dl.acm.org
The immense evolution in Large Language Models (LLMs) has underscored the importance
of massive, heterogeneous, and high-quality data. A data recipe is a mixture of data from …

[PDF][PDF] The working limitations of large language models

M Burtsev, M Reeves, A Job - MIT Sloan Management Review, 2024 - lims.ac.uk
Large language models (LLMs) seem set to transform businesses. Their ability to generate
detailed, creative responses to queries in plain language and code has sparked a wave of …

Will llms reshape, supercharge, or kill data science?(vldb 2023 panel)

A Halevy, Y Choi, A Floratou, MJ Franklin… - Proceedings of the …, 2023 - dl.acm.org
Large language models (LLMs) have recently taken the world by storm, promising
potentially game changing opportunities in multiple fields. Naturally, there is significant …

Understanding the Dataset Practitioners Behind Large Language Model Development

C Qian, E Reif, M Kahng - arXiv preprint arXiv:2402.16611, 2024 - arxiv.org
As large language models (LLMs) become more advanced and impactful, it is increasingly
important to scrutinize the data that they rely upon and produce. What is it to be a dataset …

[图书][B] Quick start guide to large language models: strategies and best practices for using ChatGPT and other LLMs

S Ozdemir - 2023 - books.google.com
The Practical, Step-by-Step Guide to Using LLMs at Scale in Projects and Products Large
Language Models (LLMs) like ChatGPT are demonstrating breathtaking capabilities, but …

Applications of large language models (llms) in business analytics–exemplary use cases in data preparation tasks

M Nasseri, P Brandtner, R Zimmermann… - … Conference on Human …, 2023 - Springer
The application of data analytics in management has become a crucial success factor for the
modern enterprise. To apply analytical models, appropriately prepared data must be …

Towards an Explorable Conceptual Map of Large Language Models

L Bertetto, F Bettinelli, A Buda, M Da Mommio… - International Conference …, 2024 - Springer
Abstract Large Language Models (LLMs) have revolutionized the current landscape of
Natural Language Processing, enabling unprecedented advances in text generation …