Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach

31 August 2019

Papers citing "Benchmarking Zero-shot Text Classification: Datasets, Evaluation and Entailment Approach"

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Title
Matching Tasks with Industry Groups for Augmenting Commonsense Knowledge Rituraj Singh Sachin Sharad Pawar Girish Keshav Palshikar 42 0 0 12 May 2025
Comparative Study on the Discourse Meaning of Chinese and English Media in the Paris Olympics Based on LDA Topic Modeling Technology and LLM Prompt Engineering Yinglong Yu Zhaopu Yao Fang Yuan 49 0 0 25 Apr 2025
Application and Optimization of Large Models Based on Prompt Tuning for Fact-Check-Worthiness Estimation Yinglong Yu Hao Shen Zhengyi Lyu Qi He 241 0 0 25 Apr 2025
How Effective are Generative Large Language Models in Performing Requirements Classification? Waad Alhoshan Alessio Ferrari Liping Zhao 30 0 0 23 Apr 2025
Accuracy is Not Agreement: Expert-Aligned Evaluation of Crash Narrative Classification Models S. Bhagat Ibne Farabi Shihab Anuj Sharma 32 0 0 17 Apr 2025
A Survey of Text Classification Under Class Distribution Shift Adriana Valentina Costache Silviu Florin Gheorghe Eduard Poesina Paul Irofti Radu Tudor Ionescu OOD VLM 60 0 0 18 Feb 2025
Vulnerability of LLMs to Vertically Aligned Text Manipulations Zhecheng Li Yufei Wang Bryan Hooi Yujun Cai Zhen Xiong Nanyun Peng Kai-Wei Chang 71 1 0 26 Oct 2024
Tethering Broken Themes: Aligning Neural Topic Models with Labels and Authors Mayank Nagda Phil Ostheimer Sophie Fellenz 54 0 0 22 Oct 2024
Prompt-based Personality Profiling: Reinforcement Learning for Relevance Filtering Jan Hofmann Cornelia Sindermann Roman Klinger 26 0 0 06 Sep 2024
Measuring Sustainability Intention of ESG Fund Disclosure using Few-Shot Learning Mayank Singh Nazia Nafis Abhijeet Kumar Mridul Mishra 36 0 0 09 Jul 2024
llmNER: (Zero\|Few)-Shot Named Entity Recognition, Exploiting the Power of Large Language Models F. Villena Luis Miranda Claudio Aracena 58 2 0 06 Jun 2024
Stylometric Watermarks for Large Language Models Georg Niess Roman Kern 49 2 0 14 May 2024
Semantic Scaling: Bayesian Ideal Point Estimates with Large Language Models Michael Burnham 21 1 0 03 May 2024
Uncovering Agendas: A Novel French & English Dataset for Agenda Detection on Social Media Gregorios A. Katsios Ning Sa Ankita Bhaumik T. Strzalkowski 30 0 0 01 May 2024
Prevalent Frequency of Emotional and Physical Symptoms in Social Anxiety using Zero Shot Classification: An Observational Study Muhammad Rizwan Jure Demsar 11 0 0 26 Apr 2024
LogicBench: Towards Systematic Evaluation of Logical Reasoning Ability of Large Language Models Mihir Parmar Nisarg Patel Neeraj Varshney Mutsumi Nakamura Man Luo Santosh Mashetty Arindam Mitra Chitta Baral LRM ReLM ELM 38 25 0 23 Apr 2024
Forget NLI, Use a Dictionary: Zero-Shot Topic Classification for Low-Resource Languages with Application to Luxembourgish Fred Philippy Shohreh Haddadan Siwen Guo 39 0 0 05 Apr 2024
Are large language models superhuman chemists? Adrian Mirza Nawaf Alampara Sreekanth Kunchapu Benedict Emoekabu Aswanth Krishnan ... Leanne M. Stafast Dinga Wonanke Michael Pieler P. Schwaller Kevin Maik Jablonka ELM AI4MH LRM LM&MA 38 5 0 01 Apr 2024
TELEClass: Taxonomy Enrichment and LLM-Enhanced Hierarchical Text Classification with Minimal Supervision Yunyi Zhang Ruozhen Yang Xueqiang Xu Rui Li Jinfeng Xiao Jiaming Shen Jiawei Han 45 11 0 29 Feb 2024
LLM-Assisted Content Conditional Debiasing for Fair Text Embedding Wenlong Deng Blair Chen Beidi Zhao Chiyu Zhang Xiaoxiao Li Christos Thrampoulidis 42 0 0 22 Feb 2024
Infrastructure Ombudsman: Mining Future Failure Concerns from Structural Disaster Response Towhid Chowdhury Soumyajit Datta Naveen Sharma Ashiqur R. KhudaBukhsh AI4CE 36 4 0 21 Feb 2024
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI Models Erik Arakelyan Zhaoqi Liu Isabelle Augenstein AAML 53 10 0 25 Jan 2024
An Evaluation Framework for Mapping News Headlines to Event Classes in a Knowledge Graph Steve Fonin Mbouadeu Martin Lorenzo Ken Barker Oktie Hassanzadeh 32 2 0 04 Dec 2023
Deep Natural Language Feature Learning for Interpretable Prediction Felipe Urrutia Cristian Buc Valentin Barriere 39 2 0 09 Nov 2023
Selenite: Scaffolding Online Sensemaking with Comprehensive Overviews Elicited from Large Language Models Michael Xieyang Liu Tongshuang Wu Tianying Chen Franklin Mingzhe Li A. Kittur Brad A. Myers LRM RALM 37 20 0 03 Oct 2023
LanSER: Language-Model Supported Speech Emotion Recognition Taesik Gong Joshua Belanich Krishna Somandepalli Arsha Nagrani B. Eoff Brendan Jou 33 10 0 07 Sep 2023
Benchmarking Multilabel Topic Classification in the Kyrgyz Language Anton M. Alekseev Sergey I. Nikolenko Gulnara Kabaeva 40 3 0 30 Aug 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 42 7 0 01 Aug 2023
Towards Open-Domain Topic Classification Hantian Ding Jinrui Yang Yuqian Deng Hongming Zhang Dan Roth BDL VLM OOD 43 9 0 29 Jun 2023
Entailment as Robust Self-Learner Jiaxin Ge Hongyin Luo Yoon Kim James R. Glass 42 3 0 26 May 2023
A Simple and Effective Framework for Strict Zero-Shot Hierarchical Classification R. Bhambhoria Lei Chen Xiao-Dan Zhu 24 3 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 20 12 0 24 May 2023
Zero-Shot Text Classification via Self-Supervised Tuning Chaoqun Liu Wenxuan Zhang Guizhen Chen Xiaobao Wu Anh Tuan Luu Chip Hong Chang Lidong Bing VLM 55 11 0 19 May 2023
Neighboring Words Affect Human Interpretation of Saliency Explanations Tim Dockhorn Yaoliang Yu Heike Adel Mahdi Zolnouri V. Nia FAtt MILM 41 3 0 04 May 2023
Psychologically-Inspired Causal Prompts Zhiheng Lyu Zhijing Jin Justus Mattern Rada Mihalcea Mrinmaya Sachan Bernhard Schoelkopf CML 47 0 0 02 May 2023
Zero-Shot Multi-Label Topic Inference with Sentence Encoders Souvik Sarkar Dongji Feng Shubhra (Santu) Karmaker BDL 21 6 0 14 Apr 2023
Sentence-Level Relation Extraction via Contrastive Learning with Descriptive Relation Prompts Jiewen Zheng Ze Chen 35 2 0 11 Apr 2023
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence Reasoning Hongyin Luo James R. Glass NAI 31 7 0 10 Mar 2023
Exploring Data Augmentation Methods on Social Media Corpora Isabel Garcia Pietri Kineret Stanley 35 0 0 03 Mar 2023
QAID: Question Answering Inspired Few-shot Intent Detection Asaf Yehudai Matan Vetzler Y. Mass Koren Lazar Doron Cohen Boaz Carmeli 25 7 0 02 Mar 2023
LabelPrompt: Effective Prompt-based Learning for Relation Classification Wenbo Zhang Xiaoning Song Zhenhua Feng Tianyang Xu Xiaojun Wu VLM 40 4 0 16 Feb 2023
Zero-Shot Learning for Requirements Classification: An Exploratory Study Waad Alhoshan Alessio Ferrari Liping Zhao VLM 19 39 0 09 Feb 2023
Zero-shot Transfer of Article-aware Legal Outcome Classification for European Court of Human Rights Cases Santosh T.Y.S.S O. Ichim Matthias Grabmair AILaw 32 17 0 01 Feb 2023
Towards Robustness of Text-to-SQL Models Against Natural and Realistic Adversarial Table Perturbation Xinyu Pi Bin Wang Yan Gao Jiaqi Guo Zhoujun Li Jian-Guang Lou LMTD 30 30 0 20 Dec 2022
Automated Identification of Eviction Status from Electronic Health Record Notes Zonghai Yao J. Tsai Weisong Liu David Levy Emily Druhl J. Reisman Hongfeng Yu 30 10 0 06 Dec 2022
Legal Prompt Engineering for Multilingual Legal Judgement Prediction Dietrich Trautmann Alina Petrova Frank Schilder ELM AILaw 41 74 0 05 Dec 2022
Learning to Select from Multiple Options Jiangshu Du Wenpeng Yin Congying Xia Philip S. Yu 42 7 0 01 Dec 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 37 5 0 16 Nov 2022
Using Emotion Embeddings to Transfer Knowledge Between Emotions, Languages, and Annotation Formats Georgios Chochlakis Gireesh Mahajan Sabyasachee Baruah Keith Burghardt Kristina Lerman Shrikanth Narayanan 32 6 0 31 Oct 2022
Zero-Shot Text Classification with Self-Training Ariel Gera Alon Halfon Eyal Shnarch Yotam Perlitz L. Ein-Dor Noam Slonim VLM 31 60 0 31 Oct 2022