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TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision

29 February 2024

Papers citing "TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision"

50 / 51 papers shown

Title
Beyond True or False: Retrieval-Augmented Hierarchical Analysis of Nuanced Claims Priyanka Kargupta Runchu Tian Jiawei Han 127 0 0 12 Jun 2025
TaxoAdapt: Aligning LLM-Based Multidimensional Taxonomy Construction to Evolving Research Corpora Priyanka Kargupta Nan Zhang Yunyi Zhang Rui Zhang P. Mitra Jiawei Han 127 0 0 12 Jun 2025
Scientific Paper Retrieval with LLM-Guided Semantic-Based Ranking Yunyi Zhang Ruozhen Yang Siqi Jiao SeongKu Kang Jiawei Han 57 0 0 27 May 2025
Hypercube-RAG: Hypercube-Based Retrieval-Augmented Generation for In-domain Scientific Question-Answering Jimeng Shi Sizhe Zhou Bowen Jin Wei Hu Shaowen Wang Giri Narasimhan Jiawei Han 60 0 0 25 May 2025
LLM-Based Compact Reranking with Document Features for Scientific Retrieval Runchu Tian Xueqiang Xu Bowen Jin SeongKu Kang Jiawei Han 82 0 0 19 May 2025
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification Qianbo Zang Christophe Zgrzendek Igor Tchappi Afshin Khadangi Johannes Sedlmeir VLM 88 0 0 08 May 2025
Enforcing Consistency and Fairness in Multi-level Hierarchical Classification with a Mask-based Output Layer Shijing Chen Shoaib Jameel Mohamed Reda Bouadjenek Feilong Tang Usman Naseem Basem Suleiman Hakim Hacid Flora D. Salim Imran Razzak 84 0 0 19 Mar 2025
Leveraging Taxonomy and LLMs for Improved Multimodal Hierarchical Classification Shijing Chen Mohamed Reda Bouadjenek Shoaib Jameel Usman Naseem Basem Suleiman Flora D. Salim Hakim Hacid Imran Razzak 72 1 0 12 Jan 2025
Taxonomy-guided Semantic Indexing for Academic Paper Search SeongKu Kang Yunyi Zhang Pengcheng Jiang Dongha Lee Jiawei Han Hwanjo Yu 65 8 0 25 Oct 2024
Into the Unknown Unknowns: Engaged Human Learning through Participation in Language Model Agent Conversations Yucheng Jiang Yijia Shao Dekun Ma Sina J. Semnani Monica S. Lam LLMAG 96 20 0 27 Aug 2024
Investigating Low-Cost LLM Annotation for~Spoken Dialogue Understanding Datasets Lucas Druart Valentin Vielzeuf Yannick Esteve 89 0 0 19 Jun 2024
Multi-Meta-RAG: Improving RAG for Multi-Hop Queries using Database Filtering with LLM-Extracted Metadata Mykhailo Poliakov N. Shvai 91 9 0 19 Jun 2024
Improving Retrieval in Theme-specific Applications using a Corpus Topical Taxonomy SeongKu Kang Shivam Agarwal Bowen Jin Dongha Lee Hwanjo Yu Jiawei Han 102 12 0 07 Mar 2024
RulePrompt: Weakly Supervised Text Classification with Prompting PLMs and Self-Iterative Logical Rules Miaomiao Li Jiaqi Zhu Yang Wang Yi Yang Yilin Li Hongan Wang LRM 83 4 0 05 Mar 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 130 148 0 31 Jan 2024
LLMaAA: Making Large Language Models as Active Annotators Ruoyu Zhang Yanzeng Li Yongliang Ma Ming Zhou Lei Zou 117 74 0 30 Oct 2023
Can LLM-Generated Misinformation Be Detected? Canyu Chen Kai Shu DeLMO 213 182 0 25 Sep 2023
Large Language Model as Attributed Training Data Generator: A Tale of Diversity and Bias Yue Yu Yuchen Zhuang Jieyu Zhang Yu Meng Alexander Ratner Ranjay Krishna Jiaming Shen Chao Zhang ALM 130 236 0 28 Jun 2023
A Simple and Effective Framework for Strict Zero-Shot Hierarchical Classification R. Bhambhoria Lei Chen Xiao-Dan Zhu 86 4 0 24 May 2023
Debiasing Made State-of-the-art: Revisiting the Simple Seed-based Weak Supervision for Text Classification Chengyu Dong Zihan Wang Jingbo Shang 107 4 0 24 May 2023
PIEClass: Weakly-Supervised Text Classification with Prompting and Noise-Robust Iterative Ensemble Training Yunyi Zhang Minhao Jiang Yu Meng Yu Zhang Jiawei Han NoLa 105 14 0 23 May 2023
WOT-Class: Weakly Supervised Open-world Text Classification Tianle Wang Zihan Wang Weitang Liu Jingbo Shang VLM 158 5 0 21 May 2023
MEGClass: Extremely Weakly Supervised Text Classification via Mutually-Enhancing Text Granularities Priyanka Kargupta Tanay Komarlu Susik Yoon Xuan Wang Jiawei Han 98 8 0 04 Apr 2023
AnnoLLM: Making Large Language Models to Be Better Crowdsourced Annotators Xingwei He Zheng-Wen Lin Yeyun Gong Alex Jin Hang Zhang Chen Lin Jian Jiao Siu-Ming Yiu Nan Duan Weizhu Chen 121 201 0 29 Mar 2023
HierCat: Hierarchical Query Categorization from Weakly Supervised Data at Facebook Marketplace Yunzhong He Congle Zhang Ruoyan Kong Chaitanya Kulkarni Qing Liu A. Gandhe Amit Nithianandan Arul T. Prakash 87 13 0 21 Feb 2023
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq Joty Boyang Albert Li Lidong Bing 104 250 0 20 Dec 2022
Pre-trained Language Models Can be Fully Zero-Shot Learners Xuandong Zhao Siqi Ouyang Zhiguo Yu Ming-li Wu Lei Li VLM LRM 112 34 0 14 Dec 2022
Effective Seed-Guided Topic Discovery by Integrating Multiple Types of Contexts Yu Zhang Yunyi Zhang Martin Michalski Yucheng Jiang Yu Meng Jiawei Han 115 19 0 12 Dec 2022
Weakly Supervised Text Classification using Supervision Signals from a Language Model Huiping Zhuang Wei-Guo Ni Tianqing Fang Xiang Li Xinran Zhao Yangqiu Song 95 15 0 13 May 2022
ZeroGen: Efficient Zero-shot Learning via Dataset Generation Jiacheng Ye Jiahui Gao Qintong Li Hang Xu Jiangtao Feng Zhiyong Wu Tao Yu Lingpeng Kong SyDa 150 222 0 16 Feb 2022
Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Yu Meng Jiaxin Huang Yu Zhang Jiawei Han SyDa 93 235 0 09 Feb 2022
Weakly-supervised Text Classification Based on Keyword Graph Lu Zhang Jiandong Ding Yi Xu Yingyao Liu Shuigeng Zhou OffRL OOD 109 57 0 06 Oct 2021
Towards Zero-Label Language Learning Zirui Wang Adams Wei Yu Orhan Firat Yuan Cao SyDa 263 105 0 19 Sep 2021
UCPhrase: Unsupervised Context-aware Quality Phrase Tagging Xiaotao Gu Zihan Wang Zhenyu Bi Yu Meng Liyuan Liu Jiawei Han Jingbo Shang 190 36 0 28 May 2021
Language Model as an Annotator: Exploring DialoGPT for Dialogue Summarization Xiachong Feng Xiaocheng Feng Libo Qin Bing Qin Ting Liu VLM 80 93 0 26 May 2021
MATCH: Metadata-Aware Text Classification in A Large Hierarchy Yu Zhang Zhihong Shen Yuxiao Dong Kuansan Wang Jiawei Han 77 36 0 15 Feb 2021
Hierarchical Metadata-Aware Document Categorization under Weak Supervision Yu Zhang Xiusi Chen Yu Meng Jiawei Han 129 22 0 26 Oct 2020
X-Class: Text Classification with Extremely Weak Supervision Zihan Wang Dheeraj Mekala Jingbo Shang 99 80 0 24 Oct 2020
Text Classification Using Label Names Only: A Language Model Self-Training Approach Yu Meng Yunyi Zhang Jiaxin Huang Chenyan Xiong Heng Ji Chao Zhang Jiawei Han VLM 102 76 0 14 Oct 2020
Learning with Weak Supervision for Email Intent Detection Kai Shu Subhabrata Mukherjee Guoqing Zheng Ahmed Hassan Awadallah Milad Shokouhi S. Dumais 77 34 0 26 May 2020
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin Jamaal Hay Dan Roth 256 553 0 31 Aug 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.6K 12,366 0 27 Aug 2019
Variational Pretraining for Semi-supervised Text Classification Suchin Gururangan T. Dang Dallas Card Noah A. Smith VLM 79 112 0 05 Jun 2019
MixMatch: A Holistic Approach to Semi-Supervised Learning David Berthelot Nicholas Carlini Ian Goodfellow Nicolas Papernot Avital Oliver Colin Raffel 266 3,051 0 06 May 2019
Weakly-Supervised Hierarchical Text Classification Yu Meng Jiaming Shen Chao Zhang Jiawei Han BDL 88 127 0 29 Dec 2018
AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification Rafael M. O. Cruz Zihan Zhang R. Sabourin Suyang Dai Hiroshi Mamitsuka Shanfeng Zhu VLM 126 253 0 01 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 2.3K 95,673 0 11 Oct 2018
Weakly-Supervised Neural Text Classification Yu Meng Jiaming Shen Chao Zhang Jiawei Han 110 188 0 02 Sep 2018
Automated Phrase Mining from Massive Text Corpora Jingbo Shang Jialu Liu Meng Jiang Xiang Ren Clare R. Voss Jiawei Han 105 309 0 15 Feb 2017
Data Programming: Creating Large Training Sets, Quickly Alexander Ratner Christopher De Sa Sen Wu Daniel Selsam Christopher Ré 299 719 0 25 May 2016