Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification

8 March 2022

Peiyi Wang

Houfeng Wang

Papers citing "Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification"

38 / 38 papers shown

Title
A Transformer-based Autoregressive Decoder Architecture for Hierarchical Text Classification Younes Yousef Lukas Galke A. Scherp 44 0 0 23 Jan 2025
LH-Mix: Local Hierarchy Correlation Guided Mixup over Hierarchical Prompt Tuning Fanshuang Kong Richong Zhang Ziqiao Wang 75 0 0 22 Dec 2024
Introducing Three New Benchmark Datasets for Hierarchical Text Classification Jaco du Toit Herman Redelinghuys Marcel Dunaiski 70 0 0 28 Nov 2024
NexusIndex: Integrating Advanced Vector Indexing and Multi-Model Embeddings for Robust Fake News Detection Solmaz Seyed Monir Dongfang Zhao 30 0 0 23 Oct 2024
Revisiting Hierarchical Text Classification: Inference and Metrics Roman Plaud Matthieu Labeau Antoine Saillenfest Thomas Bonald 27 1 0 02 Oct 2024
Modeling Text-Label Alignment for Hierarchical Text Classification Ashish Kumar Durga Toshniwal 3DV 21 1 0 01 Sep 2024
HiLight: A Hierarchy-aware Light Global Model with Hierarchical Local ConTrastive Learning Zhijian Chen Zhonghua Li Jianxin Yang Ye Qi VLM 17 0 0 11 Aug 2024
A Debiased Nearest Neighbors Framework for Multi-Label Text Classification Zifeng Cheng Zhiwei Jiang Yafeng Yin Zhaoling Chen Cong Wang Shiping Ge Qiguo Huang Qing Gu 29 0 0 06 Aug 2024
Why Misinformation is Created? Detecting them by Integrating Intent Features Bing Wang Ximing Li C. Li Bo Fu Songwen Pei Shengsheng Wang 28 2 0 27 Jul 2024
Domain-Hierarchy Adaptation via Chain of Iterative Reasoning for Few-shot Hierarchical Text Classification Ke Ji Peng Wang Wenjun Ke Guozheng Li Jiajun Liu Jingsheng Gao Ziyu Shang BDL 39 2 0 12 Jul 2024
Retrieval-style In-Context Learning for Few-shot Hierarchical Text Classification Huiyao Chen Yu Zhao Zulong Chen Mengjia Wang Liangyue Li Meishan Zhang M. Zhang BDL 33 7 0 25 Jun 2024
Multi-stage Retrieve and Re-rank Model for Automatic Medical Coding Recommendation Xindi Wang Robert E. Mercer Frank Rudzicz 20 1 0 29 May 2024
HC $^2$ L: Hybrid and Cooperative Contrastive Learning for Cross-lingual Spoken Language Understanding Bowen Xing Ivor W. Tsang VLM 27 1 0 10 May 2024
Exploring Contrastive Learning for Long-Tailed Multi-Label Text Classification Alexandre Audibert Aurélien Gauffre Massih-Reza Amini 36 2 0 12 Apr 2024
Hierarchical Query Classification in E-commerce Search Bing He Sreyashi Nag Limeng Cui Suhang Wang Zheng Li R. Goutam Zhen Li Haiyang Zhang 14 0 0 09 Mar 2024
Utilizing Local Hierarchy with Adversarial Training for Hierarchical Text Classification Zihan Wang Peiyi Wang Houfeng Wang 27 1 0 29 Feb 2024
FaultProfIT: Hierarchical Fault Profiling of Incident Tickets in Large-scale Cloud Systems Junjie Huang Jinyang Liu Zhuangbin Chen Zhihan Jiang Yichen Li Jiazhen Gu Cong Feng Zengyin Yang Yongqiang Yang Michael R. Lyu 16 8 0 27 Feb 2024
Infusing Hierarchical Guidance into Prompt Tuning: A Parameter-Efficient Framework for Multi-level Implicit Discourse Relation Recognition Haodong Zhao Ruifang He Mengnan Xiao Jing Xu 103 12 0 23 Feb 2024
Re-thinking Human Activity Recognition with Hierarchy-aware Label Relationship Modeling Jingwei Zuo Hakim Hacid HAI 9 0 0 11 Feb 2024
Learning Label Hierarchy with Supervised Contrastive Learning Ruixue Lian W. Sethares Junjie Hu 19 1 0 31 Jan 2024
HiGen: Hierarchy-Aware Sequence Generation for Hierarchical Text Classification Vidit Jain Mukund Rungta Yuchen Zhuang Yue Yu Zeyu Wang Mu Gao Jeffrey Skolnick Chao Zhang 19 0 0 24 Jan 2024
Text2Tree: Aligning Text Representation to the Label Tree Hierarchy for Imbalanced Medical Classification Jiahuan Yan Haojun Gao Zhang Kai Weize Liu D. Z. Chen Jian Wu Jintai Chen 11 3 0 28 Nov 2023
Co-guiding for Multi-intent Spoken Language Understanding Bowen Xing Ivor W. Tsang 29 3 0 22 Nov 2023
Chain-of-Thought Tuning: Masked Language Models can also Think Step By Step in Natural Language Understanding Caoyun Fan Jidong Tian Yitian Li Wenqing Chen Hao He Yaohui Jin LRM 27 3 0 18 Oct 2023
Instances and Labels: Hierarchy-aware Joint Supervised Contrastive Learning for Hierarchical Multi-Label Text Classification Simon Chi Lok Yu Jie He Víctor Gutiérrez-Basulto Jeff Z. Pan 16 3 0 08 Oct 2023
Hierarchical Verbalizer for Few-Shot Hierarchical Text Classification Kexi Ji Yixin Lian Jingsheng Gao Baoyuan Wang VLM 8 21 0 26 May 2023
A Simple and Effective Framework for Strict Zero-Shot Hierarchical Classification R. Bhambhoria L. Chen Xiao-Dan Zhu 8 3 0 24 May 2023
HiTIN: Hierarchy-aware Tree Isomorphism Network for Hierarchical Text Classification He Zhu Chong Zhang Junjie Huang Junran Wu Ke Xu 31 21 0 24 May 2023
The ACL OCL Corpus: Advancing Open Science in Computational Linguistics Shaurya Rohatgi Yanxia Qin Benjamin Aw Niranjana Unnithan MingSung Kan LMTD 16 12 0 24 May 2023
Towards a Holistic Understanding of Mathematical Questions with Contrastive Pre-training Yuting Ning Zhenya Huang Xin Lin Enhong Chen Shiwei Tong Zheng Gong Shijin Wang AIMat 34 6 0 18 Jan 2023
Seeded Hierarchical Clustering for Expert-Crafted Taxonomies Anish Saha Amith Ananthram Emily Allaway Heng Ji Kathleen McKeown 16 1 0 23 May 2022
Exploiting Global and Local Hierarchies for Hierarchical Text Classification Ting Jiang Deqing Wang Leilei Sun Zhongzhi Chen Fuzhen Zhuang Qinghong Yang 8 28 0 05 May 2022
HPT: Hierarchy-aware Prompt Tuning for Hierarchical Text Classification Zihan Wang Peiyi Wang Tianyu Liu Binghuai Lin Yunbo Cao Zhifang Sui Houfeng Wang VLM 6 48 0 28 Apr 2022
Are We Really Making Much Progress in Text Classification? A Comparative Review Lukas Galke Andor Diera Bao Xin Lin Bhakti Khera Tim Meuser Tushar Singhal Fabian Karl A. Scherp VLM 19 3 0 08 Apr 2022
Hierarchical Text Classification As Sub-Hierarchy Sequence Generation Sanghun Im Gibaeg Kim Heung-Seon Oh Seong-Mok Jo Donghwan Kim BDL 33 4 0 22 Nov 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 119 202 0 16 Feb 2021
It's Morphin' Time! Combating Linguistic Discrimination with Inflectional Perturbations Samson Tan Shafiq R. Joty Min-Yen Kan R. Socher 158 103 0 09 May 2020
Generating Natural Language Adversarial Examples M. Alzantot Yash Sharma Ahmed Elgohary Bo-Jhang Ho Mani B. Srivastava Kai-Wei Chang AAML 243 914 0 21 Apr 2018