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
BERT-Flow-VAE: A Weakly-supervised Model for Multi-Label Text Classification Ziwen Liu J. Grau-Bové Scott Orr 45 1 0 27 Oct 2022
Coordinated Topic Modeling Pritom Saha Akash Jie Huang Kevin Chen-Chuan Chang 32 1 0 16 Oct 2022
PoliGraph: Automated Privacy Policy Analysis using Knowledge Graphs (Journal Version) Hao Cui R. Trimananda A. Markopoulou Scott Jordan 57 17 0 13 Oct 2022
Rethinking the Event Coding Pipeline with Prompt Entailment C. Lefebvre Niklas Stoehr 32 6 0 11 Oct 2022
Community Learning: Understanding A Community Through NLP for Positive Impact Towhid Chowdhury Naveen Sharma 15 0 0 02 Oct 2022
Selecting Better Samples from Pre-trained LLMs: A Case Study on Question Generation Xingdi Yuan Tong Wang Yen-Hsiang Wang Emery Fine Rania Abdelghani Pauline Lucas Hélene Sauzéon Pierre-Yves Oudeyer 38 29 0 22 Sep 2022
Design of Negative Sampling Strategies for Distantly Supervised Skill Extraction Jens-Joris Decorte Jeroen Van Hautte Johannes Deleu Chris Develder Thomas Demeester 26 13 0 13 Sep 2022
Flexible Job Classification with Zero-Shot Learning Thom Lake VLM 18 1 0 30 Aug 2022
Few-Shot Stance Detection via Target-Aware Prompt Distillation Yan Jiang Jinhua Gao Huawei Shen Xueqi Cheng 29 27 0 27 Jun 2022
Actuarial Applications of Natural Language Processing Using Transformers: Case Studies for Using Text Features in an Actuarial Context Andrea Troxler Jürg Schelldorfer 21 10 0 04 Jun 2022
Improving In-Context Few-Shot Learning via Self-Supervised Training Mingda Chen Jingfei Du Ramakanth Pasunuru Todor Mihaylov Srini Iyer Ves Stoyanov Zornitsa Kozareva SSL AI4MH 47 64 0 03 May 2022
Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning Oscar Sainz Itziar Gonzalez-Dios Oier López de Lacalle Bonan Min Eneko Agirre 36 49 0 03 May 2022
Polyglot Prompt: Multilingual Multitask PrompTraining Jinlan Fu See-Kiong Ng Pengfei Liu 31 7 0 29 Apr 2022
Systematicity, Compositionality and Transitivity of Deep NLP Models: a Metamorphic Testing Perspective Edoardo Manino Julia Rozanova Danilo S. Carvalho André Freitas Lucas C. Cordeiro 30 7 0 26 Apr 2022
Zero and Few-shot Learning for Author Profiling Mara Chinea-Rios Thomas Müller Gretel Liz De la Pena Sarracén Francisco Rangel Marc Franco-Salvador 31 14 0 22 Apr 2022
Few-Shot Learning with Siamese Networks and Label Tuning Thomas Müller Guillermo Pérez-Torró Marc Franco-Salvador VLM 28 38 0 28 Mar 2022
Towards Personalized Intelligence at Scale Yiping Kang Ashish Mahendra Christopher Clarke Lingjia Tang Jason Mars 31 1 0 13 Mar 2022
Memory Efficient Continual Learning with Transformers Beyza Ermis Giovanni Zappella Martin Wistuba Aditya Rawal Cédric Archambeau CLL 39 43 0 09 Mar 2022
Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inference Bangzheng Li Wenpeng Yin Muhao Chen 33 29 0 12 Feb 2022
AdaPrompt: Adaptive Model Training for Prompt-based NLP Yulong Chen Yang Liu Li Dong Shuohang Wang Chenguang Zhu Michael Zeng Yue Zhang VLM 32 45 0 10 Feb 2022
Zero-Shot Aspect-Based Sentiment Analysis Lei Shu Hu Xu Bing-Quan Liu Jiahua Chen 32 14 0 04 Feb 2022
Describing Differences between Text Distributions with Natural Language Ruiqi Zhong Charles Burton Snell Dan Klein Jacob Steinhardt VLM 134 42 0 28 Jan 2022
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey Jiaoyan Chen Yuxia Geng Zhuo Chen Jeff Z. Pan Yuan He Wen Zhang Ian Horrocks Hua-zeng Chen 35 43 0 18 Dec 2021
TransZero++: Cross Attribute-Guided Transformer for Zero-Shot Learning Shiming Chen Zi-Quan Hong Wenjin Hou Guosen Xie Yibing Song Jian-jun Zhao Xinge You Shuicheng Yan Ling Shao ViT 19 44 0 16 Dec 2021
Unraveling Social Perceptions & Behaviors towards Migrants on Twitter A. Khatua Wolfgang Nejdl 35 11 0 04 Dec 2021
True Few-Shot Learning with Prompts -- A Real-World Perspective Timo Schick Hinrich Schütze VLM 27 64 0 26 Nov 2021
Near-Zero-Shot Suggestion Mining with a Little Help from WordNet Anton M. Alekseev E. Tutubalina Sejeong Kwon Sergey I. Nikolenko 29 2 0 25 Nov 2021
How does a Pre-Trained Transformer Integrate Contextual Keywords? Application to Humanitarian Computing Valentin Barrière Guillaume Jacquet 19 1 0 07 Nov 2021
MotifClass: Weakly Supervised Text Classification with Higher-order Metadata Information Yu Zhang Shweta Garg Yu Meng Xiusi Chen Jiawei Han 45 16 0 07 Nov 2021
Recent Advances in Natural Language Processing via Large Pre-Trained Language Models: A Survey Bonan Min Hayley L Ross Elior Sulem Amir Pouran Ben Veyseh Thien Huu Nguyen Oscar Sainz Eneko Agirre Ilana Heinz Dan Roth LM&MA VLM AI4CE 85 1,039 0 01 Nov 2021
NoisyActions2M: A Multimedia Dataset for Video Understanding from Noisy Labels Mohit Sharma Rajkumar Patra Harshali Desai Shruti Vyas Yogesh S Rawat R. Shah VGen NoLa 24 3 0 13 Oct 2021
Weakly-supervised Text Classification Based on Keyword Graph Lu Zhang Jiandong Ding Yi Xu Yingyao Liu Shuigeng Zhou OffRL OOD 44 56 0 06 Oct 2021
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework Yaqing Wang Haoda Chu Chao Zhang Jing Gao 38 38 0 11 Sep 2021
MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction Manqing Dong Chunguang Pan Zhipeng Luo 160 41 0 09 Sep 2021
Open Aspect Target Sentiment Classification with Natural Language Prompts Ronald Seoh Ian Birle Mrinal Tak Haw-Shiuan Chang B. Pinette Alfred Hough 22 61 0 08 Sep 2021
Finetuned Language Models Are Zero-Shot Learners Jason W. Wei Maarten Bosma Vincent Zhao Kelvin Guu Adams Wei Yu Brian Lester Nan Du Andrew M. Dai Quoc V. Le ALM UQCV 40 3,600 0 03 Sep 2021
Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing Pengfei Liu Weizhe Yuan Jinlan Fu Zhengbao Jiang Hiroaki Hayashi Graham Neubig VLM SyDa 91 3,858 0 28 Jul 2021
Evaluating Gender Bias in Natural Language Inference Shanya Sharma Manan Dey Koustuv Sinha 28 41 0 12 May 2021
Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System Congyin Xia Wenpeng Yin Yihao Feng Philip Yu CLL VLM 27 51 0 24 Apr 2021
Evaluating Pre-Trained Models for User Feedback Analysis in Software Engineering: A Study on Classification of App-Reviews M. Hadi Fatemeh H. Fard 26 30 0 12 Apr 2021
Adapting Language Models for Zero-shot Learning by Meta-tuning on Dataset and Prompt Collections Ruiqi Zhong Kristy Lee Zheng-Wei Zhang Dan Klein 41 166 0 10 Apr 2021
Learning to Generate Task-Specific Adapters from Task Description Qinyuan Ye Xiang Ren 117 29 0 02 Jan 2021
Unsupervised Label-aware Event Trigger and Argument Classification Hongming Zhang Haoyu Wang Dan Roth 41 58 0 30 Dec 2020
Learning from Task Descriptions Orion Weller Nicholas Lourie Matt Gardner Matthew E. Peters 53 89 0 16 Nov 2020
X-Class: Text Classification with Extremely Weak Supervision Zihan Wang Dheeraj Mekala Jingbo Shang 18 78 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 55 75 0 14 Oct 2020
Composed Variational Natural Language Generation for Few-shot Intents Congying Xia Caiming Xiong Philip Yu R. Socher VLM DRL 27 31 0 21 Sep 2020
A Survey on Transfer Learning in Natural Language Processing Zaid Alyafeai Maged S. Alshaibani Irfan Ahmad 30 72 0 31 May 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,591 0 21 Jan 2020
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 304 7,005 0 20 Apr 2018