LLMEffiChecker: Understanding and Testing Efficiency Degradation of Large Language Models

X Feng, X Han, S Chen, W Yang - ACM Transactions on Software …, 2024 - dl.acm.org
Large Language Models (LLMs) have received much recent attention due to their human-
level accuracy. While existing works mostly focus on either improving accuracy or testing …

FinPT: Financial Risk Prediction with Profile Tuning on Pretrained Foundation Models

Y Yin, Y Yang, J Yang, Q Liu - arXiv preprint arXiv:2308.00065, 2023 - arxiv.org
Financial risk prediction plays a crucial role in the financial sector. Machine learning
methods have been widely applied for automatically detecting potential risks and thus …

Neural Machine Translation for Low-Resource Languages from a Chinese-centric Perspective: A Survey

J Zhang, K Su, H Li, J Mao, Y Tian, F Wen… - ACM Transactions on …, 2024 - dl.acm.org
Machine translation—the automatic transformation of one natural language (source
language) into another (target language) through computational means—occupies a central …

An Integrated Data Processing Framework for Pretraining Foundation Models

Y Sun, F Wang, Y Zhu, WX Zhao, J Mao - arXiv preprint arXiv:2402.16358, 2024 - arxiv.org
The ability of the foundation models heavily relies on large-scale, diverse, and high-quality
pretraining data. In order to improve data quality, researchers and practitioners often have to …

Distilling Multi-Step Reasoning Capabilities into Smaller Language Model

Y Yim, Z Wang - Proceedings of the 2024 16th International Conference …, 2024 - dl.acm.org
Commonsense reasoning is an essential and vital ability for humans in daily life. The current
benchmark fails to reflect the actual reasoning ability of the language model equipped, even …

Framing Few-Shot Knowledge Graph Completion with Large Language Models

AMP Brasoveanu, L Nixon, A Weichselbraun, A Scharl - 2023 - eprints.weblyzard.com
Knowledge Graph Completion (KGC) from text involves identifying known or unknown
entities (nodes) as well as relations (edges) among these entities. Recent work has started …

[PDF][PDF] A 3-Page Introduction to Large Language Models

Z Zhang - researchgate.net
A 3-Page Introduction to Large Language Models Page 1 A 3-Page Introduction to Large
Language Models Ziyin Zhang Shanghai Jiao Tong University ABSTRACT In this report, we …