Time-Series Large Language Models: A Systematic Review of State-of-the-Art

S Abdullahi, KU Danyaro, A Zakari, IA Aziz… - IEEE …, 2025 - ieeexplore.ieee.org
Large Language Models (LLMs) have transformed Natural Language Processing (NLP) and
Software Engineering by fostering innovation, streamlining processes, and enabling data …

Improving generalization through self-supervised learning using generative pre-training transformer for natural gas segmentation

LFT Santos, M Gattass, C Rodriguez, J Hurtado… - Computers & …, 2025 - Elsevier
Seismic reflection is an essential geophysical method for subsurface map** in the oil and
gas industry, used to deduce the position and extension of potential gas accumulations …

CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation

Z Wang, H Yuan, W Dong, G Cong, F Li - ar** a foundation model for time series forecasting across diverse domains has
attracted significant attention in recent years. Existing works typically assume regularly …