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
Describing Differences between Text Distributions with Natural Language Ruiqi Zhong Charles Burton Snell Dan Klein Jacob Steinhardt VLM 146 42 0 28 Jan 2022
This Must Be the Place: Predicting Engagement of Online Communities in a Large-scale Distributed Campaign Abraham Israeli Alexander Kremiansky Oren Tsur 24 4 0 14 Jan 2022
ZeroBERTo: Leveraging Zero-Shot Text Classification by Topic Modeling Alexandre Alcoforado Thomas Palmeira Ferraz R. Gerber Enzo Bustos A. Oliveira Bruno Veloso Fabio Levy Siqueira A. H. R. Costa VLM 64 22 0 04 Jan 2022
CRASS: A Novel Data Set and Benchmark to Test Counterfactual Reasoning of Large Language Models Jorg Frohberg Frank Binder SLR 11 28 0 22 Dec 2021
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 58 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 35 44 0 16 Dec 2021
NewsClaims: A New Benchmark for Claim Detection from News with Attribute Knowledge R. Reddy Sai Chetan Chinthakindi Zhenhailong Wang Yi R. Fung Kathryn Conger ... Martha Palmer Preslav Nakov Eduard H. Hovy Kevin Small Heng Ji VLM 32 28 0 16 Dec 2021
How Universal is Genre in Universal Dependencies? Max Müller-Eberstein Rob van der Goot Barbara Plank 14 6 0 09 Dec 2021
Prompt-based Zero-shot Relation Extraction with Semantic Knowledge Augmentation Jiaying Gong Hoda Eldardiry 33 7 0 08 Dec 2021
Unraveling Social Perceptions & Behaviors towards Migrants on Twitter A. Khatua Wolfgang Nejdl 40 11 0 04 Dec 2021
True Few-Shot Learning with Prompts -- A Real-World Perspective Timo Schick Hinrich Schütze VLM 32 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 31 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 51 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 90 1,047 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 36 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
RAFT: A Real-World Few-Shot Text Classification Benchmark Neel Alex Eli Lifland Lewis Tunstall A. Thakur Pegah Maham ... Carolyn Ashurst Paul Sedille A. Carlier M. Noetel Andreas Stuhlmuller RALM 188 56 0 28 Sep 2021
Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework Yaqing Wang Haoda Chu Chao Zhang Jing Gao 43 39 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 36 62 0 08 Sep 2021
Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction Oscar Sainz Oier López de Lacalle Gorka Labaka Ander Barrena Eneko Agirre 16 117 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 3,643 0 03 Sep 2021
A Search Engine for Discovery of Scientific Challenges and Directions Dan Lahav Jon Saad-Falcon Bailey Kuehl Sophie Johnson Sravanthi Parasa ... Duen Horng Chau Diyi Yang Eric Horvitz Daniel S. Weld Tom Hope 21 23 0 31 Aug 2021
A Single Example Can Improve Zero-Shot Data Generation Pavel Burnyshev Valentin Malykh A. Bout Ekaterina Artemova Irina Piontkovskaya 23 3 0 16 Aug 2021
Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification Shengding Hu Ning Ding Huadong Wang Zhiyuan Liu Jingang Wang Juan-Zi Li Wei Wu Maosong Sun VLM 41 363 0 04 Aug 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 140 3,890 0 28 Jul 2021
CausalNLP: A Practical Toolkit for Causal Inference with Text Arun S. Maiya CML 14 3 0 15 Jun 2021
Zero-shot Node Classification with Decomposed Graph Prototype Network Zheng Wang Jialong Wang Yuchen Guo Zhiguo Gong 26 36 0 15 Jun 2021
Efficient (Soft) Q-Learning for Text Generation with Limited Good Data Han Guo Bowen Tan Zhengzhong Liu Eric P. Xing Zhiting Hu OffRL 38 34 0 14 Jun 2021
Evaluating Gender Bias in Natural Language Inference Shanya Sharma Manan Dey Koustuv Sinha 33 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 37 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 Zhang Dan Klein 54 167 0 10 Apr 2021
Improving Pretrained Models for Zero-shot Multi-label Text Classification through Reinforced Label Hierarchy Reasoning Hui Liu Danqing Zhang Bing Yin Xiao-Dan Zhu VLM 18 23 0 04 Apr 2021
Knowledge-aware Zero-Shot Learning: Survey and Perspective Jiaoyan Chen Yuxia Geng Zhuo Chen Ian Horrocks Jeff Z. Pan Huajun Chen 50 77 0 26 Feb 2021
The Singleton Fallacy: Why Current Critiques of Language Models Miss the Point Magnus Sahlgren F. Carlsson 36 27 0 08 Feb 2021
Ask2Transformers: Zero-Shot Domain labelling with Pre-trained Language Models Oscar Sainz German Rigau VLM 48 21 0 07 Jan 2021
Learning to Generate Task-Specific Adapters from Task Description Qinyuan Ye Xiang Ren 134 30 0 02 Jan 2021
Unsupervised Label-aware Event Trigger and Argument Classification Hongming Zhang Haoyu Wang Dan Roth 46 58 0 30 Dec 2020
Unsupervised Label Refinement Improves Dataless Text Classification Zewei Chu K. Stratos Kevin Gimpel 25 15 0 08 Dec 2020
Learning from Task Descriptions Orion Weller Nicholas Lourie Matt Gardner Matthew E. Peters 58 89 0 16 Nov 2020
X-Class: Text Classification with Extremely Weak Supervision Zihan Wang Dheeraj Mekala Jingbo Shang 36 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 76 0 14 Oct 2020
Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start Wenpeng Yin Nazneen Rajani Dragomir R. Radev R. Socher Caiming Xiong 37 68 0 06 Oct 2020
NatCat: Weakly Supervised Text Classification with Naturally Annotated Resources Zewei Chu K. Stratos Kevin Gimpel 14 5 0 29 Sep 2020
Composed Variational Natural Language Generation for Few-shot Intents Congying Xia Caiming Xiong Philip Yu R. Socher VLM DRL 32 31 0 21 Sep 2020
Narratives and Needs: Analyzing Experiences of Cyclone Amphan Using Twitter Discourse Ancil Crayton Joao Fonseca Kanav Mehra Michelle Ng Jared Ross Marcelo Sandoval-Castaneda R. V. Gnechten 14 2 0 11 Sep 2020
Top2Vec: Distributed Representations of Topics D. Angelov 32 340 0 19 Aug 2020
Class Normalization for (Continual)? Generalized Zero-Shot Learning Ivan Skorokhodov Mohamed Elhoseiny VLM 29 5 0 19 Jun 2020