[PDF][PDF] Multi-Task Learning Framework for Simultaneous Text Detection and Classification

J Liu, L Li, Z Yang, M Zhang, X Wang, H Chen - openreview.net
Large language models (LLMs) have achieved significant progress in image processing
tasks, particularly in text detection and classification within images. However, traditional …

[PDF][PDF] Robust Text Classification Methods for Noisy Image Environments

L Chen, S Liu, J Xu, X Zhao, H Wang, Y Li - researchgate.net
Modern text classification methods often falter in the presence of noise prevalent in image
environments, which leads to distractions and artifacts that impede traditional processing …

[PDF][PDF] Real-Time Text Classification for Social Media Content Analysis

D Ivanov, S Volkov, A Petrov, D Zhao, J Smith, J Wang - researchgate.net
Large language models (LLMs) have become essential for various tasks, including text
classification. Analyzing social media content poses unique challenges due to the rapid …