Diverse Few-Shot Text Classification with Multiple Metrics

19 May 2018

Papers citing "Diverse Few-Shot Text Classification with Multiple Metrics"

49 / 49 papers shown

Title
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
CryptoLLM: Unleashing the Power of Prompted LLMs for SmartQnA and Classification of Crypto Posts Aniket Deroy Subhankar Maity 30 0 0 12 Nov 2024
A Comprehensive Review of Few-shot Action Recognition Yuyang Wanyan Xiaoshan Yang Weiming Dong Changsheng Xu VLM 80 3 0 20 Jul 2024
Self-Evolution Learning for Mixup: Enhance Data Augmentation on Few-Shot Text Classification Tasks Haoqi Zheng Qihuang Zhong Liang Ding Zhiliang Tian Xin-Yi Niu Dongsheng Li Dacheng Tao VLM 43 6 0 22 May 2023
A Multi-Granularity Matching Attention Network for Query Intent Classification in E-commerce Retrieval Chunyuan Yuan Yiming Qiu Mingming Li Haiqing Hu Songlin Wang Sulong Xu 13 7 0 28 Mar 2023
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection Rabiul Awal Roy Ka-Wei Lee Eshaan Tanwar Tanmay Garg Tanmoy Chakraborty 24 26 0 04 Mar 2023
Exploring Data Augmentation Methods on Social Media Corpora Isabel Garcia Pietri Kineret Stanley 35 0 0 03 Mar 2023
CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models Changan Niu Chuanyi Li Vincent Ng Bin Luo ELM ALM 34 9 0 08 Feb 2023
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 31 5 0 16 Nov 2022
Few-Shot Character Understanding in Movies as an Assessment to Meta-Learning of Theory-of-Mind Mo Yu Qiujing Wang Shunchi Zhang Yisi Sang Kangsheng Pu ... Han Wang Liyan Xu Jing Li Yue Yu Jie Zhou 34 19 0 09 Nov 2022
Few-Shot Learning on Graphs Chuxu Zhang Kaize Ding Jundong Li Xiangliang Zhang Yanfang Ye Nitesh V. Chawla Huan Liu 30 18 0 17 Mar 2022
Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning Haoxiang Wang Yite Wang Ruoyu Sun Bo-wen Li 31 27 0 17 Mar 2022
Semantic-aligned Fusion Transformer for One-shot Object Detection Yizhou Zhao Xun Guo Yan Lu ViT ObjD 22 21 0 17 Mar 2022
Learning from Few Examples: A Summary of Approaches to Few-Shot Learning Archit Parnami Minwoo Lee MQ 36 157 0 07 Mar 2022
Similarity Learning based Few Shot Learning for ECG Time Series Classification Priyanka Gupta Sathvik Bhaskarpandit Manik Gupta 22 14 0 31 Jan 2022
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding Qianying Liu Fei Cheng Sadao Kurohashi 14 1 0 10 Nov 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP Trapit Bansal K. Gunasekaran Tong Wang Tsendsuren Munkhdalai Andrew McCallum SSL OOD 51 19 0 02 Nov 2021
Trustworthy AI: From Principles to Practices Bo-wen Li Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 119 356 0 04 Oct 2021
Discrete and Soft Prompting for Multilingual Models Mengjie Zhao Hinrich Schütze LRM 18 71 0 08 Sep 2021
ProtoInfoMax: Prototypical Networks with Mutual Information Maximization for Out-of-Domain Detection Iftitahu Ni'mah Meng Fang Vlado Menkovski Mykola Pechenizkiy 35 5 0 27 Aug 2021
ProtoTransformer: A Meta-Learning Approach to Providing Student Feedback Mike Wu Noah D. Goodman Chris Piech Chelsea Finn 35 19 0 23 Jul 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 205 104 0 15 Jul 2021
Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation Yingjun Du Nithin Holla Xiantong Zhen Cees G. M. Snoek Ekaterina Shutova 33 9 0 05 Jun 2021
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System Congyin Xia Wenpeng Yin Yihao Feng Philip Yu CLL VLM 27 51 0 24 Apr 2021
Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes O. Sabo Yanai Elazar Yoav Goldberg Ido Dagan 27 38 0 17 Apr 2021
Few-shot Intent Classification and Slot Filling with Retrieved Examples Dian Yu Luheng He Yuan Zhang Xinya Du Panupong Pasupat Qi Li VLM 28 50 0 12 Apr 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 243 1,927 0 31 Dec 2020
A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters Mengjie Zhao Yi Zhu Ehsan Shareghi Ivan Vulić Roi Reichart Anna Korhonen Hinrich Schütze 32 64 0 31 Dec 2020
Few-shot Learning for Multi-label Intent Detection Yutai Hou Y. Lai Yushan Wu Wanxiang Che Ting Liu VLM 21 48 0 11 Oct 2020
Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning Yi Yang Arzoo Katiyar NAI 28 61 0 06 Oct 2020
Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks Trapit Bansal Rishikesh Jha Tsendsuren Munkhdalai Andrew McCallum SSL VLM 27 87 0 17 Sep 2020
What Are People Asking About COVID-19? A Question Classification Dataset Jerry W. Wei Chengyu Huang Soroush Vosoughi Jason W. Wei 11 34 0 26 May 2020
Text Classification with Few Examples using Controlled Generalization A. Mahabal Jason Baldridge Burcu Karagol Ayan Vincent Perot Dan Roth OOD AI4CE 24 11 0 18 May 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova 37 28 0 29 Apr 2020
Learning Fast Adaptation on Cross-Accented Speech Recognition Genta Indra Winata Samuel Cahyawijaya Zihan Liu Zhaojiang Lin Andrea Madotto Peng Xu Pascale Fung 52 80 0 04 Mar 2020
Few-shot acoustic event detection via meta-learning Bowen Shi Ming Sun Krishna C. Puvvada Chieh-Chi Kao Spyros Matsoukas Chao Wang 22 60 0 21 Feb 2020
Exploiting the Matching Information in the Support Set for Few Shot Event Classification Viet Dac Lai Franck Dernoncourt Thien Huu Nguyen 20 40 0 13 Feb 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,591 0 21 Jan 2020
Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Shumin Deng Ningyu Zhang Jiaojian Kang Yichi Zhang Wei Zhang Huajun Chen 31 130 0 25 Oct 2019
Meta-learning for robust child-adult classification from speech Nithin Rao Koluguri Manoj Kumar So Hyun Kim C. Lord Shrikanth Narayanan 22 19 0 24 Oct 2019
A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification Varun Kumar Hadrien Glaude Cyprien de Lichy William Campbell 26 83 0 09 Oct 2019
Bridging the domain gap in cross-lingual document classification Guokun Lai Barlas Oğuz Yiming Yang Veselin Stoyanov VLM 32 14 0 16 Sep 2019
Few-Shot Representation Learning for Out-Of-Vocabulary Words Ziniu Hu Ting-Li Chen Kai-Wei Chang Yizhou Sun 21 76 0 01 Jul 2019
Personalizing Dialogue Agents via Meta-Learning Zhaojiang Lin Andrea Madotto Chien-Sheng Wu Pascale Fung 58 180 0 24 May 2019
Few-shot Learning with Meta Metric Learners Yu Cheng Mo Yu Xiaoxiao Guo Bowen Zhou 30 19 0 26 Jan 2019
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation Xu Han Hao Zhu Pengfei Yu Ziyun Wang Yuan Yao Zhiyuan Liu Maosong Sun SLR 19 602 0 24 Oct 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 410 11,700 0 09 Mar 2017
Convolutional Neural Networks for Sentence Classification Yoon Kim AILaw VLM 273 13,368 0 25 Aug 2014
Learning Task Grouping and Overlap in Multi-task Learning Abhishek Kumar Hal Daumé 184 525 0 27 Jun 2012