Tianyu Gao

SimCSE: Simple Contrastive Learning of Sentence Embeddings

Tianyu Gao, Xingcheng Yao, Danqi Chen · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · 2021 · 2.4K citations · Full text

Making Pre-trained Language Models Better Few-shot Learners

Tianyu Gao, Adam Fisch, Danqi Chen · 2021 · 1.2K citations · Full text

Few-shot Learning, Engineering, Machine Learning +18

KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation

Xiaozhi Wang, Tianyu Gao, Zhaocheng Zhu et al. · Transactions of the Association for Computational Linguistics · 2021 · 574 citations · Full text

Engineering, Cross-lingual Representation, Multilingual Pretraining +22

Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification

Tianyu Gao, Xu Han, Zhiyuan Liu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 381 citations · Full text

Few-shot Learning, Structured Prediction, Engineering +16

FewRel 2.0: Towards More Challenging Few-Shot Relation Classification

Tianyu Gao, Xu Han, Hao Zhu et al. · 2019 · 243 citations · Full text

Few-shot Learning, Engineering, Machine Learning +19