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Making Pre-trained Language Models Better Few-shot Learners
Arxiv preprint, 2021 pdfcode

Tianyu Jiang Sverre Solberg Near-surface ozone depletion events (ODEs) generally occur in the Arctic spring, and the frequency shows large inter-annual variations.

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Learning from Context or Names? An Empirical Study on Neural Relation Extraction
Proceedings of EMNLP, 2020 pdfcode

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More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction
Proceedings of AACL, 2020 pdf


Continual Relation Learning via Episodic Memory Activation and Reconsolidation
Proceedings of ACL, 2020 pdfcode


Few-shot Relation Extraction via Bayesian Meta-learning on Task Graphs
Proceedings of ICML, 2020 pdf

Tianyu Network & Wireless Cards Drivers


KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation
Proceedings of TACL, 2020 pdf


Neural Snowball for Few-Shot Relation Learning
Proceedings of AAAI, 2020 pdfcode


FewRel 2.0: Towards More Challenging Few-Shot Relation Classification
Proceedings of EMNLP (Short Paper), 2019 pdfcode


OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction
Proceedings of EMNLP (Demonstration Track), 2019 pdfcode


Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification
Proceedings of AAAI, 2019 pdfcode

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