FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding

FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding

17 September 2020

Yutai Hou

Jiafeng Mao

Papers citing "FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding"

17 / 17 papers shown

Title
Multi-task learning for natural language processing in the 2020s: where are we going? Joseph Worsham Jugal Kalita AIMat 51 78 0 22 Jul 2020
Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network Yutai Hou Wanxiang Che Y. Lai Zhihan Zhou Yijia Liu Han Liu Ting Liu 38 193 0 10 Jun 2020
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 253 247 0 16 Oct 2019
Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations Xin Lv Yuxian Gu Xu Han Lei Hou Juan-Zi Li Zhiyuan Liu LRM 73 87 0 30 Aug 2019
Neural Snowball for Few-Shot Relation Learning Tianyu Gao Xu Han Ruobing Xie Zhiyuan Liu Fen Lin Leyu Lin Maosong Sun 78 79 0 29 Aug 2019
Few-shot Text Classification with Distributional Signatures Yujia Bao Menghua Wu Shiyu Chang Regina Barzilay 83 167 0 16 Aug 2019
Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification Zhiquan Ye Zhenhua Ling 47 135 0 16 Jun 2019
TapNet: Neural Network Augmented with Task-Adaptive Projection for Few-Shot Learning Sung Whan Yoon Jun Seo Jaekyun Moon 64 274 0 16 May 2019
BERT for Joint Intent Classification and Slot Filling Qian Chen Zhu Zhuo Wen Wang VLM 71 553 0 28 Feb 2019
Induction Networks for Few-Shot Text Classification Ruiying Geng Binhua Li Yongbin Li Xiao-Dan Zhu Ping Jian Jian Sun 96 186 0 27 Feb 2019
Few-Shot Generalization Across Dialogue Tasks Vladimir Vlasov Akela Drissner-Schmid Alan Nichol 48 33 0 28 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.7K 94,729 0 11 Oct 2018
Diverse Few-Shot Text Classification with Multiple Metrics Mo Yu Xiaoxiao Guo Jinfeng Yi Shiyu Chang Saloni Potdar Yu Cheng Gerald Tesauro Haoyu Wang Bowen Zhou 55 215 0 19 May 2018
Reporting Score Distributions Makes a Difference: Performance Study of LSTM-networks for Sequence Tagging Nils Reimers Iryna Gurevych 67 437 0 31 Jul 2017
Prototypical Networks for Few-shot Learning Jake C. Snell Kevin Swersky R. Zemel 295 8,130 0 15 Mar 2017
Matching Networks for One Shot Learning Oriol Vinyals Charles Blundell Timothy Lillicrap Koray Kavukcuoglu Daan Wierstra VLM 363 7,319 0 13 Jun 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.7K 150,006 0 22 Dec 2014