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
The ACL OCL Corpus: Advancing Open Science in Computational Linguistics Shaurya Rohatgi Yanxia Qin Benjamin Aw Niranjana Unnithan MingSung Kan LMTD 25 13 0 24 May 2023
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text Classification Yau-Shian Wang Ta-Chung Chi Ruohong Zhang Yiming Yang VLM 30 13 0 24 May 2023
EXnet: Efficient In-context Learning for Data-less Text classification Debaditya Shome Kuldeep Yadav 55 1 0 24 May 2023
A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches Zihan Wang Tianle Wang Dheeraj Mekala Jingbo Shang VLM 49 8 0 22 May 2023
Has It All Been Solved? Open NLP Research Questions Not Solved by Large Language Models Oana Ignat Zhijing Jin Artem Abzaliev Laura Biester Santiago Castro ... Verónica Pérez-Rosas Siqi Shen Zekun Wang Winston Wu Rada Mihalcea LRM 54 6 0 21 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 58 11 0 19 May 2023
ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval Yue Yu Yuchen Zhuang Rongzhi Zhang Yu Meng Jiaming Shen Chao Zhang VLM 43 33 0 18 May 2023
ZARA: Improving Few-Shot Self-Rationalization for Small Language Models Wei-Lin Chen An-Zi Yen Cheng-Kuang Wu Hen-Hsen Huang Hsin-Hsi Chen ReLM LRM 29 11 0 12 May 2023
Beyond Good Intentions: Reporting the Research Landscape of NLP for Social Good Fernando Gonzalez Zhijing Jin Bernhard Schölkopf Tom Hope Mrinmaya Sachan Rada Mihalcea 57 5 0 09 May 2023
Low-Resource Multi-Granularity Academic Function Recognition Based on Multiple Prompt Knowledge Jiawei Liu Ziteng Xiong Yi-ping Jiang Yongqiang Ma Wei Lu Yong Huang Qikai Cheng 38 1 0 05 May 2023
Neighboring Words Affect Human Interpretation of Saliency Explanations Tim Dockhorn Yaoliang Yu Heike Adel Mahdi Zolnouri V. Nia FAtt MILM 45 3 0 04 May 2023
Towards Weakly-Supervised Hate Speech Classification Across Datasets Yiping Jin Leo Wanner Vishakha Kadam A. Shvets 47 5 0 04 May 2023
The Benefits of Label-Description Training for Zero-Shot Text Classification Lingyu Gao Debanjan Ghosh Kevin Gimpel VLM 102 11 0 03 May 2023
Psychologically-Inspired Causal Prompts Zhiheng Lyu Zhijing Jin Justus Mattern Rada Mihalcea Mrinmaya Sachan Bernhard Schoelkopf CML 58 0 0 02 May 2023
Stance Detection: A Practical Guide to Classifying Political Beliefs in Text Michael Burnham 35 15 0 02 May 2023
Harnessing the Power of LLMs in Practice: A Survey on ChatGPT and Beyond Jingfeng Yang Hongye Jin Ruixiang Tang Xiaotian Han Qizhang Feng Haoming Jiang Bing Yin Xia Hu LM&MA 145 644 0 26 Apr 2023
CitePrompt: Using Prompts to Identify Citation Intent in Scientific Papers Avishek Lahiri Debarshi Kumar Sanyal Imon Mukherjee 12 7 0 25 Apr 2023
Zero-Shot Multi-Label Topic Inference with Sentence Encoders Souvik Sarkar Dongji Feng Shubhra (Santu) Karmaker BDL 40 6 0 14 Apr 2023
Sentence-Level Relation Extraction via Contrastive Learning with Descriptive Relation Prompts Jiewen Zheng Ze Chen 38 2 0 11 Apr 2023
Efficiently Aligned Cross-Lingual Transfer Learning for Conversational Tasks using Prompt-Tuning Lifu Tu Jin Qu Semih Yavuz Shafiq Joty Wenhao Liu Caiming Xiong Yingbo Zhou 46 7 0 03 Apr 2023
Is BERT Blind? Exploring the Effect of Vision-and-Language Pretraining on Visual Language Understanding Morris Alper Michael Fiman Hadar Averbuch-Elor VLM LRM 41 16 0 21 Mar 2023
Simple Yet Effective Synthetic Dataset Construction for Unsupervised Opinion Summarization Minghan Shen Jie Ma Shuai Wang Yogarshi Vyas Kalpit Dixit Miguel Ballesteros Yassine Benajiba 41 6 0 21 Mar 2023
Large Language Model Instruction Following: A Survey of Progresses and Challenges Renze Lou Kai Zhang Wenpeng Yin ALM LRM 37 21 0 18 Mar 2023
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence Reasoning Hongyin Luo James R. Glass NAI 39 7 0 10 Mar 2023
An Annexure to the Paper "Driving the Technology Value Stream by Analyzing App Reviews" Souvick Das Novarun Deb Agostino Cortesi N. Chaki 9 0 0 08 Mar 2023
Exploring Data Augmentation Methods on Social Media Corpora Isabel Garcia Pietri Kineret Stanley 40 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 30 7 0 02 Mar 2023
Optimising Human-Machine Collaboration for Efficient High-Precision Information Extraction from Text Documents Bradley Butcher Miri Zilka Darren Cook Jiri Hron Adrian Weller 43 3 0 18 Feb 2023
LabelPrompt: Effective Prompt-based Learning for Relation Classification Weinan Zhang Xiaoning Song Zhenhua Feng Tianyang Xu Xiaojun Wu VLM 50 4 0 16 Feb 2023
Flexible, Model-Agnostic Method for Materials Data Extraction from Text Using General Purpose Language Models Maciej P. Polak S. Modi Anna Latosinska Jinming Zhang Ching-Wen Wang Shanonan Wang Ayan Deep Hazra Dane Morgan 52 21 0 09 Feb 2023
Zero-Shot Learning for Requirements Classification: An Exploratory Study Waad Alhoshan Alessio Ferrari Liping Zhao VLM 49 39 0 09 Feb 2023
Natural Language Processing for Policymaking Zhijing Jin Rada Mihalcea AILaw 39 6 0 07 Feb 2023
What do Language Models know about word senses? Zero-Shot WSD with Language Models and Domain Inventories Oscar Sainz Oier López de Lacalle Eneko Agirre German Rigau 48 6 0 07 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 53 17 0 01 Feb 2023
Empowering Sentence Encoders with Prompting and Label Retrieval for Zero-shot Text Classification Jimin Hong Jungsoo Park Daeyoung Kim Seongjae Choi Bokyung Son Jaewoo Kang 34 3 0 20 Dec 2022
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 37 30 0 20 Dec 2022
FastClass: A Time-Efficient Approach to Weakly-Supervised Text Classification Tingyu Xia Yue Wang Yuan Tian Yi-Ju Chang 21 2 0 11 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 47 10 0 06 Dec 2022
Legal Prompt Engineering for Multilingual Legal Judgement Prediction Dietrich Trautmann Alina Petrova Frank Schilder ELM AILaw 50 74 0 05 Dec 2022
Learning to Select from Multiple Options Jiangshu Du Wenpeng Yin Congying Xia Philip S. Yu 55 7 0 01 Dec 2022
Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches Tim Schopf Daniel Braun Florian Matthes 22 54 0 29 Nov 2022
CODA-Prompt: COntinual Decomposed Attention-based Prompting for Rehearsal-Free Continual Learning James Smith Leonid Karlinsky V. Gutta Paola Cascante-Bonilla Donghyun Kim Assaf Arbelle Yikang Shen Rogerio Feris Z. Kira CLL VPVLM VLM 59 268 0 23 Nov 2022
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 56 5 0 16 Nov 2022
Imagination is All You Need! Curved Contrastive Learning for Abstract Sequence Modeling Utilized on Long Short-Term Dialogue Planning Justus-Jonas Erker Stefan Schaffer Gerasimos Spanakis 32 1 0 14 Nov 2022
Continuous Prompt Tuning Based Textual Entailment Model for E-commerce Entity Typing Yibo Wang Congying Xia Guan Wang Philip Yu 28 6 0 04 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 35 7 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 33 60 0 31 Oct 2022
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification Ziwen Liu J. Grau-Bové Scott Orr 55 1 0 27 Oct 2022
Conformal Predictor for Improving Zero-shot Text Classification Efficiency Prafulla Kumar Choubey Yunru Bai Chien-Sheng Wu Wenhao Liu Nazneen Rajani BDL OODD 37 3 0 23 Oct 2022
Z-LaVI: Zero-Shot Language Solver Fueled by Visual Imagination Yue Yang Wenlin Yao Hongming Zhang Xiaoyang Wang Dong Yu Jianshu Chen VLM 48 22 0 21 Oct 2022