Search Results for author: Yanan Zheng

Found 9 papers, 6 papers with code

A Universal Discriminator for Zero-Shot Generalization

no code implementations15 Nov 2022 Haike Xu, Zongyu Lin, Jing Zhou, Yanan Zheng, Zhilin Yang

In the finetuning setting, our approach also achieves new state-of-the-art results on a wide range of NLP tasks, with only 1/4 parameters of previous methods.

Zero-Label Prompt Selection

no code implementations9 Nov 2022 Chonghua Liao, Yanan Zheng, Zhilin Yang

Natural language prompts have been shown to facilitate cross-task generalization for large language models.

Prompt-Based Metric Learning for Few-Shot NER

1 code implementation8 Nov 2022 Yanru Chen, Yanan Zheng, Zhilin Yang

Few-shot named entity recognition (NER) targets generalizing to unseen labels and/or domains with few labeled examples.

few-shot-ner Few-shot NER +4

On the Performance of Data Compression in Clustered Fog Radio Access Networks

no code implementations1 Jul 2022 Haonan Hu, Yan Jiang, Jiliang Zhang, Yanan Zheng, Qianbin Chen, Jie Zhang

The fog-radio-access-network (F-RAN) has been proposed to address the strict latency requirements, which offloads computation tasks generated in user equipments (UEs) to the edge to reduce the processing latency.

Data Compression

NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework

1 code implementation7 Nov 2021 Xingcheng Yao, Yanan Zheng, Xiaocong Yang, Zhilin Yang

Pretrained language models have become the standard approach for many NLP tasks due to strong performance, but they are very expensive to train.

Language Modelling

GPT Understands, Too

5 code implementations18 Mar 2021 Xiao Liu, Yanan Zheng, Zhengxiao Du, Ming Ding, Yujie Qian, Zhilin Yang, Jie Tang

On the SuperGlue benchmark, GPTs achieve comparable and sometimes better performance to similar-sized BERTs in supervised learning.

Knowledge Probing Natural Language Understanding +1

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