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Zheyan Luo

2 accepted papers

2024

LlamaFactory: Unified Efficient Fine-Tuning of 100+ Language Models

ACL 2024system demonstrations

Efficient fine-tuning is vital for adapting large language models (LLMs) to downstream tasks. However, it requires non-trivial efforts to implement these methods on different models. We present LlamaFactory, a unified framework that integrates a suite of cutting-edge efficient training methods. It p…

2023

Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime

AAAI 2023technical

Data augmentation is widely used in text classification, especially in the low-resource regime where a few examples for each class are available during training. Despite the success, generating data augmentations as hard positive examples that may increase their effectiveness is under-explored. This…