A survey of text classification based on pre-trained language model

Y Wu, J Wan - Neurocomputing, 2024 - Elsevier
The utilization of text classification is widespread within the domain of Natural Language
Processing (NLP). In recent years, pre-trained language models (PLMs) based on the …

Cif-bench: A chinese instruction-following benchmark for evaluating the generalizability of large language models

Y Li, G Zhang, X Qu, J Li, Z Li, Z Wang, H Li… - arxiv preprint arxiv …, 2024 - arxiv.org
The advancement of large language models (LLMs) has enhanced the ability to generalize
across a wide range of unseen natural language processing (NLP) tasks through instruction …

Latent Learningscape Guided In-context Learning

A Zhou, S Jiang, Y Liu, Y Wu, K Kuang… - Findings of the …, 2024 - aclanthology.org
The growing interest in leveraging large language models is driven by their exceptional
imitation and reasoning capabilities. In-context learning (ICL), a streamlined method, has …