Induction Networks for Few-Shot Text Classification

27 February 2019

Papers citing "Induction Networks for Few-Shot Text Classification"

50 / 85 papers shown

Title
MCLRL: A Multi-Domain Contrastive Learning with Reinforcement Learning Framework for Few-Shot Modulation Recognition Dongwei Xu Yutao Zhu Yao Lu Youpeng Feng Yun Lin Qi Xuan 79 0 0 26 Feb 2025
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
TCProF: Time-Complexity Prediction SSL Framework Joonghyuk Hahn Hyeseon Ahn Jungin Kim Soohan Lim Yo-Sub Han 49 0 0 10 Feb 2025
Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks Xinyue Liu Yunlong Gao Linlin Zong Bo Xu VLM 35 1 0 14 Oct 2024
Liberating Seen Classes: Boosting Few-Shot and Zero-Shot Text Classification via Anchor Generation and Classification Reframing Han Liu Siyang Zhao Xiaotong Zhang Feng Zhang Wei Wang Fenglong Ma Hongyang Chen Hong Yu Xianchao Zhang VLM 35 2 0 06 May 2024
A Unified Label-Aware Contrastive Learning Framework for Few-Shot Named Entity Recognition Haojie Zhang Yimeng Zhuang 46 0 0 26 Apr 2024
Domain Adaptation in Intent Classification Systems: A Review Jesse Atuhurra Hidetaka Kamigaito Taro Watanabe Eric Nichols 45 0 0 26 Mar 2024
CoLLEGe: Concept Embedding Generation for Large Language Models Ryan Teehan Brenden M. Lake Mengye Ren 52 3 0 22 Mar 2024
LLM-based Extraction of Contradictions from Patents Stefan Trapp Joachim Warschat 32 4 0 21 Mar 2024
Unified Low-Resource Sequence Labeling by Sample-Aware Dynamic Sparse Finetuning Sarkar Snigdha Sarathi Das Ranran Haoran Zhang Peng Shi Wenpeng Yin Rui Zhang 118 14 0 07 Nov 2023
Retrieval-Augmented Meta Learning for Low-Resource Text Classification Rongsheng Li Yongqian Li Hai-Tao Zheng Chaiyut Luoyiching Hai-Tao Zheng Nannan Zhou Hanjing Su RALM 22 2 0 10 Sep 2023
Advances and Challenges in Meta-Learning: A Technical Review Anna Vettoruzzo Mohamed-Rafik Bouguelia Joaquin Vanschoren Thorsteinn Rögnvaldsson K. Santosh OffRL 34 70 0 10 Jul 2023
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training Haode Zhang Haowen Liang Li-Ming Zhan Xiao-Ming Wu Albert Y. S. Lam VLM 24 8 0 08 Jun 2023
TART: Improved Few-shot Text Classification Using Task-Adaptive Reference Transformation Shuo Lei Xuchao Zhang Jianfeng He Fanglan Chen Chang-Tien Lu VLM 17 15 0 03 Jun 2023
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 45 6 0 22 May 2023
Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime Jiacheng Chen Richong Zhang Zheyan Luo Chunming Hu Yongyi Mao 22 4 0 16 May 2023
ContrastNet: A Contrastive Learning Framework for Few-Shot Text Classification Jiacheng Chen Richong Zhang Yongyi Mao Jie Xue 40 78 0 16 May 2023
Causal Interventions-based Few-Shot Named Entity Recognition Zhen Yang Yongbin Liu Chunping Ouyang CML 24 0 0 03 May 2023
Boosting Few-Shot Text Classification via Distribution Estimation Han Liu Feng Zhang Xiaotong Zhang Siyang Zhao Fenglong Ma Xiao-Ming Wu Hongyang Chen Hong Yu Xianchao Zhang OODD VLM 43 12 0 26 Mar 2023
MetaTroll: Few-shot Detection of State-Sponsored Trolls with Transformer Adapters Lin Tian Xiuzhen Zhang Jey Han Lau 32 10 0 13 Mar 2023
Mask-guided BERT for Few Shot Text Classification Wenxiong Liao Zheng Liu Haixing Dai Zihao Wu Yiyang Zhang ... Dajiang Zhu Tianming Liu Sheng Li Xiang Li Hongmin Cai VLM 47 39 0 21 Feb 2023
Meta-Learning Siamese Network for Few-Shot Text Classification Chengcheng Han Yuh-Shyang Wang Yingnan Fu Xiang Li Minghui Qiu Ming Gao Aoying Zhou VLM 33 4 0 05 Feb 2023
Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Niels Schlüsener Michael Bücker SLR 19 1 0 16 Dec 2022
Towards Generalized Open Information Extraction Yu Bowen Zhenyu Zhang Jingyang Li Haiyang Yu Tingwen Liu Jianguo Sun Yongbin Li Bin Wang 42 1 0 29 Nov 2022
CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation Yinpei Dai Wanwei He Bowen Li Yuchuan Wu Zhen Cao Zhongqi An Jian Sun Yongbin Li ELM ALM 41 12 0 21 Nov 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 35 5 0 16 Nov 2022
Prompt-Based Metric Learning for Few-Shot NER Yanru Chen Yanan Zheng Zhilin Yang VLM 42 27 0 08 Nov 2022
Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks Arijit Sehanobish Kawshik Kannan Nabila Abraham Anasuya Das Benjamin Odry VLM 31 0 0 22 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 129 95 0 06 Oct 2022
SPACE-3: Unified Dialog Model Pre-training for Task-Oriented Dialog Understanding and Generation Wanwei He Yinpei Dai Min Yang Jian Sun Fei Huang Luo Si Yongbin Li 33 60 0 14 Sep 2022
Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification Tianyi Lei Honghui Hu Qiaoyang Luo Dezhong Peng Xu Wang 22 12 0 10 Sep 2022
Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks David Oniani Sonish Sivarajkumar Yanshan Wang 36 4 0 31 Aug 2022
Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification Jaron Mar Jiamou Liu 35 1 0 17 Aug 2022
Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes Bin Ji Shasha Li Shaoduo Gan Jie Yu Jun Ma Huijun Liu 21 32 0 17 Aug 2022
Duplex Conversation: Towards Human-like Interaction in Spoken Dialogue Systems Ting-En Lin Yuchuan Wu Feiling Huang Luo Si Jian Sun Yongbin Li 52 23 0 30 May 2022
Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization Haode Zhang Haowen Liang Yuwei Zhang Li-Ming Zhan Xiao-Ming Wu Xiaolei Lu Albert Y. S. Lam 31 28 0 15 May 2022
Meta Learning for Natural Language Processing: A Survey Hung-yi Lee Shang-Wen Li Ngoc Thang Vu 57 42 0 03 May 2022
Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning Angelo Ziletti Alan Akbik Christoph Berns T. Herold Marion Legler Martina Viell MedIm 16 8 0 01 May 2022
Few-shot learning for medical text: A systematic review Yao Ge Yuting Guo Yuan-Chi Yang M. Al-garadi A. Sarker 27 21 0 21 Apr 2022
Imagination-Augmented Natural Language Understanding Yujie Lu Wanrong Zhu Xinze Wang Miguel P. Eckstein William Yang Wang 23 24 0 18 Apr 2022
Decomposed Meta-Learning for Few-Shot Named Entity Recognition Tingting Ma Huiqiang Jiang Qianhui Wu Tiejun Zhao Chin-Yew Lin 43 58 0 12 Apr 2022
MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification Jianhai Zhang M. Maimaiti Xing Gao Yuanhang Zheng Ji Zhang 23 9 0 11 Apr 2022
Improving Meta-learning for Low-resource Text Classification and Generation via Memory Imitation Ying Zhao Zhiliang Tian Huaxiu Yao Yinhe Zheng Dongkyu Lee Yiping Song Jian Sun N. Zhang 32 20 0 22 Mar 2022
Cluster & Tune: Boost Cold Start Performance in Text Classification Eyal Shnarch Ariel Gera Alon Halfon Lena Dankin Leshem Choshen R. Aharonov Noam Slonim 9 20 0 20 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
Similarity Learning based Few Shot Learning for ECG Time Series Classification Priyanka Gupta Sathvik Bhaskarpandit Manik Gupta 22 14 0 31 Jan 2022
Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation Jixuan Wang Kuan-Chieh Jackson Wang Frank Rudzicz M. Brudno VLM 25 21 0 27 Jan 2022
Reinforcement Learning for Few-Shot Text Generation Adaptation Pengsen Cheng Jinqiao Dai Jiamiao Liu Jiayong Liu Peng Jia 35 5 0 22 Nov 2021
Meta-learning via Language Model In-context Tuning Yanda Chen Ruiqi Zhong Sheng Zha George Karypis He He 236 158 0 15 Oct 2021
An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling Peiyi Wang Runxin Xu Tianyu Liu Qingyu Zhou Yunbo Cao Baobao Chang Zhifang Sui 35 58 0 27 Sep 2021