Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches

29 November 2022

Papers citing "Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches"

25 / 25 papers shown

Title
Automatic Evaluation of Healthcare LLMs Beyond Question-Answering Anna Arias-Duart Pablo A. Martin-Torres Daniel Hinjos Pablo Bernabeu Perez Lucia Urcelay-Ganzabal Marta Gonzalez-Mallo Ashwin Kumar Gururajan Enrique Lopez-Cuena Sergio Alvarez-Napagao Dario Garcia-Gasulla LM&MA ELM 164 1 0 10 Feb 2025
Generative AI-Powered Plugin for Robust Federated Learning in Heterogeneous IoT Networks Youngjoon Lee J. Gong Joonhyuk Kang 59 0 0 31 Oct 2024
Lbl2Vec: An Embedding-Based Approach for Unsupervised Document Retrieval on Predefined Topics Tim Schopf Daniel Braun Florian Matthes 17 23 0 12 Oct 2022
PatternRank: Leveraging Pretrained Language Models and Part of Speech for Unsupervised Keyphrase Extraction Tim Schopf Simon Klimek Florian Matthes 67 34 0 11 Oct 2022
A Decade of Knowledge Graphs in Natural Language Processing: A Survey Phillip Schneider Tim Schopf Juraj Vladika Mikhail Galkin Elena Simperl Florian Matthes 93 59 0 30 Sep 2022
DocNLI: A Large-scale Dataset for Document-level Natural Language Inference Wenpeng Yin Dragomir R. Radev Caiming Xiong HILM 31 98 0 17 Jun 2021
DocSCAN: Unsupervised Text Classification via Learning from Neighbors Dominik Stammbach Elliott Ash 21 9 0 09 May 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 100 3,336 0 18 Apr 2021
Does Putting a Linguist in the Loop Improve NLU Data Collection? Alicia Parrish William Huang Omar Agha Soo-hwan Lee Nikita Nangia Alex Warstadt Karmanya Aggarwal Emily Allaway Tal Linzen Samuel R. Bowman 79 40 0 15 Apr 2021
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 82 2,682 0 05 Jun 2020
Deep Learning Based Text Classification: A Comprehensive Review Shervin Minaee Nal Kalchbrenner Min Zhang Narjes Nikzad M. Asgari-Chenaghlu Jianfeng Gao AILaw VLM AI4TS 56 1,098 0 06 Apr 2020
BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension M. Lewis Yinhan Liu Naman Goyal Marjan Ghazvininejad Abdel-rahman Mohamed Omer Levy Veselin Stoyanov Luke Zettlemoyer AIMat VLM 57 10,720 0 29 Oct 2019
DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lighter Victor Sanh Lysandre Debut Julien Chaumond Thomas Wolf 41 7,386 0 02 Oct 2019
Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach Wenpeng Yin Jamaal Hay Dan Roth 92 543 0 31 Aug 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 214 11,979 0 27 Aug 2019
Text Classification Algorithms: A Survey Kamran Kowsari K. Meimandi Mojtaba Heidarysafa Sanjana Mendu Laura E. Barnes Donald E. Brown 40 1,293 0 17 Apr 2019
Integrating Semantic Knowledge to Tackle Zero-shot Text Classification Jingqing Zhang Piyawat Lertvittayakumjorn Yike Guo VLM 40 118 0 29 Mar 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 472 93,936 0 11 Oct 2018
FEVER: a large-scale dataset for Fact Extraction and VERification James Thorne Andreas Vlachos Christos Christodoulopoulos Arpit Mittal HILM 87 1,621 0 14 Mar 2018
Train Once, Test Anywhere: Zero-Shot Learning for Text Classification Pushpankar Kumar Pushp Muktabh Mayank Srivastava VLM 24 93 0 16 Dec 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 289 4,444 0 18 Apr 2017
Joint Embedding of Hierarchical Categories and Entities for Concept Categorization and Dataless Classification Yuezhang Li Ronghuo Zheng Tian Tian Zhiting Hu R. Iyer Katia Sycara 47 73 0 27 Jul 2016
Character-level Convolutional Networks for Text Classification Xiang Zhang Jiaqi Zhao Yann LeCun 147 6,046 0 04 Sep 2015
Distributed Representations of Sentences and Documents Quoc V. Le Tomas Mikolov FaML 113 9,231 0 16 May 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 180 33,445 0 16 Oct 2013