A survey on large language models: Applications, challenges, limitations, and practical usage

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 …

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 …

Tptu: Task planning and tool usage of large language model-based ai agents

J Ruan, Y Chen, B Zhang, Z Xu, T Bao… - … Models for Decision …, 2023 - openreview.net
With recent advancements in natural language processing, Large Language Models (LLMs)
have emerged as powerful tools for various real-world applications. Despite their prowess …

Simple linear attention language models balance the recall-throughput tradeoff

S Arora, S Eyuboglu, M Zhang, A Timalsina… - arxiv preprint arxiv …, 2024 - arxiv.org
Recent work has shown that attention-based language models excel at recall, the ability to
ground generations in tokens previously seen in context. However, the efficiency of attention …

[HTML][HTML] Construction of knowledge graphs: Current state and challenges

M Hofer, D Obraczka, A Saeedi, H Köpcke, E Rahm - Information, 2024 - mdpi.com
With Knowledge Graphs (KGs) at the center of numerous applications such as recommender
systems and question-answering, the need for generalized pipelines to construct and …

From BERT to GPT-3 codex: harnessing the potential of very large language models for data management

I Trummer - arxiv preprint arxiv:2306.09339, 2023 - arxiv.org
Large language models have recently advanced the state of the art on many natural
language processing benchmarks. The newest generation of models can be applied to a …

CHORUS: foundation models for unified data discovery and exploration

M Kayali, A Lykov, I Fountalis, N Vasiloglou… - arxiv preprint arxiv …, 2023 - arxiv.org
We explore the application of foundation models to data discovery and exploration tasks.
Foundation models are large language models (LLMs) that show promising performance on …

Can Large Language Models Predict Data Correlations from Column Names?

I Trummer - Proceedings of the VLDB Endowment, 2023 - dl.acm.org
Recent publications suggest using natural language analysis on database schema
elements to guide tuning and profiling efforts. The underlying hypothesis is that state-of-the …