Search Results for author: Yulun Du

Found 7 papers, 2 papers with code

STORYWARS: A Dataset and Instruction Tuning Baselines for Collaborative Story Understanding and Generation

no code implementations14 May 2023 Yulun Du, Lydia Chilton

Collaborative stories, which are texts created through the collaborative efforts of multiple authors with different writing styles and intentions, pose unique challenges for NLP models.

GPS: Genetic Prompt Search for Efficient Few-shot Learning

1 code implementation31 Oct 2022 Hanwei Xu, Yujun Chen, Yulun Du, Nan Shao, Yanggang Wang, Haiyu Li, Zhilin Yang

Prompt-based techniques have demostrated great potential for improving the few-shot generalization of pretrained language models.

Few-Shot Learning

ZeroPrompt: Scaling Prompt-Based Pretraining to 1,000 Tasks Improves Zero-Shot Generalization

no code implementations18 Jan 2022 Hanwei Xu, Yujun Chen, Yulun Du, Nan Shao, Yanggang Wang, Haiyu Li, Zhilin Yang

We propose a multitask pretraining approach ZeroPrompt for zero-shot generalization, focusing on task scaling and zero-shot prompting.

Zero-shot Generalization Zero-Shot Learning

Distribution Matching for Rationalization

1 code implementation1 Jun 2021 Yongfeng Huang, Yujun Chen, Yulun Du, Zhilin Yang

The task of rationalization aims to extract pieces of input text as rationales to justify neural network predictions on text classification tasks.

text-classification Text Classification

Controllable Invariance through Adversarial Feature Learning

no code implementations NeurIPS 2017 Qizhe Xie, Zihang Dai, Yulun Du, Eduard Hovy, Graham Neubig

Learning meaningful representations that maintain the content necessary for a particular task while filtering away detrimental variations is a problem of great interest in machine learning.

General Classification Image Classification +1

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