Papers by Mingwen Ou

1 papers
PAFT: Prompt-Agnostic Fine-Tuning (2025.emnlp-main)

Copied to clipboard

Challenge: Prompt-agnostic fine-tuning (PAFT) improves performance by reducing overfitting to specific prompts.
Approach: They propose a method that enhances robustness through dynamic prompt variation during training.
Outcome: The proposed method achieves higher generalization accuracy on unseen prompts than standard methods with similar training efficiency.

What is GenGO?

GenGO is an NLP powered publication search system. It currenctly indexes 30k+ papers from ACL Anthology, and implements multi-aspect summarization, semantic search, and more!

Information

About
Limitations