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"

50 / 254 papers shown

Title
Chain-of-Interaction: Enhancing Large Language Models for Psychiatric Behavior Understanding by Dyadic Contexts Guangzeng Han Weisi Liu Xiaolei Huang Brian Borsari 41 21 0 20 Mar 2024
X-Shot: A Unified System to Handle Frequent, Few-shot and Zero-shot Learning Simultaneously in Classification Hanzi Xu Muhao Chen Lifu Huang Slobodan Vučetić Wenpeng Yin BDL VLM 57 2 0 06 Mar 2024
Leveraging Weakly Annotated Data for Hate Speech Detection in Code-Mixed Hinglish: A Feasibility-Driven Transfer Learning Approach with Large Language Models Sargam Yadav Abhishek Kaushik Kevin McDaid 27 2 0 04 Mar 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 13 0 29 Feb 2024
GPT-HateCheck: Can LLMs Write Better Functional Tests for Hate Speech Detection? Yiping Jin Leo Wanner A. Shvets 31 2 0 23 Feb 2024
LLM-Assisted Content Conditional Debiasing for Fair Text Embedding Wenlong Deng Blair Chen Beidi Zhao Chiyu Zhang Xiaoxiao Li Christos Thrampoulidis 72 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 43 4 0 21 Feb 2024
How to Discern Important Urgent News? Oleg V. Vasilyev John Bohannon 26 0 0 15 Feb 2024
Eliciting Personality Traits in Large Language Models Airlie Hilliard Cristian Muñoz Zekun Wu Adriano Soares Koshiyama 19 8 0 13 Feb 2024
Aspect-Based Sentiment Analysis for Open-Ended HR Survey Responses Lois Rink Job Meijdam David Graus 51 1 0 07 Feb 2024
English Prompts are Better for NLI-based Zero-Shot Emotion Classification than Target-Language Prompts Patrick Bareiss Roman Klinger Jeremy Barnes 35 8 0 05 Feb 2024
Semantic Sensitivities and Inconsistent Predictions: Measuring the Fragility of NLI Models Erik Arakelyan Zhaoqi Liu Isabelle Augenstein AAML 64 10 0 25 Jan 2024
Seed-Guided Fine-Grained Entity Typing in Science and Engineering Domains Yu Zhang Yunyi Zhang Yanzhen Shen Yu Deng Lucian Popa Larisa Shwartz ChengXiang Zhai Jiawei Han 39 3 0 23 Jan 2024
Proximal Causal Inference With Text Data Jacob M. Chen Rohit Bhattacharya Katherine A. Keith 32 1 0 12 Jan 2024
A Novel Prompt-tuning Method: Incorporating Scenario-specific Concepts into a Verbalizer Yong Ma Senlin Luo Yu-Ming Shang Zhengjun Li Yong Liu VLM 36 2 0 10 Jan 2024
NeRFmentation: NeRF-based Augmentation for Monocular Depth Estimation Casimir Feldmann Niall Siegenheim Nikolas Hars Lovro Rabuzin Mert Ertugrul Luca Wolfart Marc Pollefeys Z. Bauer Martin R. Oswald 50 4 0 08 Jan 2024
Building Efficient Universal Classifiers with Natural Language Inference Moritz Laurer W. Atteveldt Andreu Casas Kasper Welbers 43 8 0 29 Dec 2023
Building Trustworthy NeuroSymbolic AI Systems: Consistency, Reliability, Explainability, and Safety Manas Gaur Amit P. Sheth 35 17 0 05 Dec 2023
An Evaluation Framework for Mapping News Headlines to Event Classes in a Knowledge Graph Steve Fonin Mbouadeu Martin Lorenzo Ken Barker Oktie Hassanzadeh 39 2 0 04 Dec 2023
Deep Natural Language Feature Learning for Interpretable Prediction Felipe Urrutia Cristian Buc Valentin Barriere 41 2 0 09 Nov 2023
Dense Retrieval as Indirect Supervision for Large-space Decision Making Nan Xu Fei Wang Mingtao Dong Muhao Chen RALM 33 4 0 28 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 47 3 0 24 Oct 2023
MeaeQ: Mount Model Extraction Attacks with Efficient Queries Chengwei Dai Minxuan Lv Kun Li Wei Zhou AAML 28 3 0 21 Oct 2023
ICU: Conquering Language Barriers in Vision-and-Language Modeling by Dividing the Tasks into Image Captioning and Language Understanding Guojun Wu VLM MLLM 37 0 0 19 Oct 2023
A Search for Prompts: Generating Structured Answers from Contracts Adam Roegiest Radha Chitta Jonathan Donnelly Maya Lash A. Vtyurina Franccois Longtin ELM AILaw 46 2 0 16 Oct 2023
Unleashing the Multilingual Encoder Potential: Boosting Zero-Shot Performance via Probability Calibration Ercong Nie Helmut Schmid Hinrich Schütze UQCV 66 2 0 08 Oct 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 46 21 0 03 Oct 2023
Substituting Data Annotation with Balanced Updates and Collective Loss in Multi-label Text Classification Muberra Ozmen Joseph Cotnareanu Mark Coates 20 0 0 24 Sep 2023
Large Language Models for Difficulty Estimation of Foreign Language Content with Application to Language Learning Michalis Vlachos Mircea Lungu Yash Raj Shrestha Johannes-Rudolf David 43 2 0 10 Sep 2023
LanSER: Language-Model Supported Speech Emotion Recognition Taesik Gong Joshua Belanich Krishna Somandepalli Arsha Nagrani B. Eoff Brendan Jou 43 10 0 07 Sep 2023
Benchmarking Multilabel Topic Classification in the Kyrgyz Language Anton M. Alekseev Sergey I. Nikolenko Gulnara Kabaeva 45 3 0 30 Aug 2023
Generative AI for Business Strategy: Using Foundation Models to Create Business Strategy Tools S. Nguyen Theja Tulabandhula AI4CE 14 6 0 27 Aug 2023
Accelerated materials language processing enabled by GPT Jaewoong Choi Byungju Lee AI4CE 19 3 0 18 Aug 2023
KMF: Knowledge-Aware Multi-Faceted Representation Learning for Zero-Shot Node Classification Likang Wu Junji Jiang Hongke Zhao Hao Wang Defu Lian Mengdi Zhang Enhong Chen 29 4 0 15 Aug 2023
Emotion-Conditioned Text Generation through Automatic Prompt Optimization Yarik Menchaca Resendiz Roman Klinger 29 5 0 09 Aug 2023
Prompt2Gaussia: Uncertain Prompt-learning for Script Event Prediction Shiyao Cui Xin Cong Shuaiyi Nie Xuebin Wang Tingwen Liu Jinqiao Shi 38 0 0 04 Aug 2023
Tackling Hallucinations in Neural Chart Summarization Saad Obaid ul Islam Iza vSkrjanec Ondrej Dusek Vera Demberg HILM 44 7 0 01 Aug 2023
No that's not what I meant: Handling Third Position Repair in Conversational Question Answering Vevake Balaraman Arash Eshghi Ioannis Konstas Ioannis V. Papaioannou KELM 21 3 0 31 Jul 2023
MythQA: Query-Based Large-Scale Check-Worthy Claim Detection through Multi-Answer Open-Domain Question Answering Yang Bai Anthony Colas D. Wang HILM 31 2 0 21 Jul 2023
Jean-Luc Picard at Touché 2023: Comparing Image Generation, Stance Detection and Feature Matching for Image Retrieval for Arguments Max Moebius Maximilian Enderling Sarah T. Bachinger 15 3 0 18 Jul 2023
Towards Open-Domain Topic Classification Hantian Ding Jinrui Yang Yuqian Deng Hongming Zhang Dan Roth BDL VLM OOD 46 9 0 29 Jun 2023
Evaluating Paraphrastic Robustness in Textual Entailment Models Dhruv Verma Yash Kumar Lal Shreyashee Sinha Benjamin Van Durme Adam Poliak 49 5 0 29 Jun 2023
Weakly Supervised Multi-Label Classification of Full-Text Scientific Papers Yu Zhang Bowen Jin Xiusi Chen Yan-Jun Shen Yunyi Zhang Yu Meng Jiawei Han 46 13 0 24 Jun 2023
GPT-Calls: Enhancing Call Segmentation and Tagging by Generating Synthetic Conversations via Large Language Models Itzik Malkiel Uri Alon Yakir Yehuda Shahar Keren Oren Barkan Royi Ronen Noam Koenigstein VLM 58 1 0 09 Jun 2023
Analysis of the Fed's communication by using textual entailment model of Zero-Shot classification Yasuhiro Nakayama Tomochika Sawaki 11 1 0 07 Jun 2023
Evaluating the Effectiveness of Natural Language Inference for Hate Speech Detection in Languages with Limited Labeled Data Janis Goldzycher Moritz Preisig Chantal Amrhein Gerold Schneider 40 3 0 06 Jun 2023
Entailment as Robust Self-Learner Jiaxin Ge Hongyin Luo Yoon Kim James R. Glass 55 3 0 26 May 2023
Label Agnostic Pre-training for Zero-shot Text Classification Christopher Clarke Yuzhao Heng Yiping Kang Krisztian Flautner Lingjia Tang Jason Mars VLM 38 2 0 25 May 2023
A Simple and Effective Framework for Strict Zero-Shot Hierarchical Classification R. Bhambhoria Lei Chen Xiao-Dan Zhu 35 4 0 24 May 2023
A Monte Carlo Language Model Pipeline for Zero-Shot Sociopolitical Event Extraction Erica Cai Brendan O'Connor 40 3 0 24 May 2023