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Zero-Shot Classification by Logical Reasoning on Natural Language Explanations

7 November 2022

Chi Han

Hengzhi Pei

Xinya Du

Heng Ji

NAI

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Papers citing "Zero-Shot Classification by Logical Reasoning on Natural Language Explanations"

34 / 34 papers shown

Title
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 532 4,522 0 24 May 2022
CLUES: A Benchmark for Learning Classifiers using Natural Language Explanations Rakesh R Menon Sayan Ghosh Shashank Srivastava LRM ELM 98 11 0 14 Apr 2022
Language Models as Zero-Shot Planners: Extracting Actionable Knowledge for Embodied Agents Wenlong Huang Pieter Abbeel Deepak Pathak Igor Mordatch LM&Ro 107 1,127 0 18 Jan 2022
CLIP-Event: Connecting Text and Images with Event Structures Manling Li Ruochen Xu Shuohang Wang Luowei Zhou Xudong Lin Chenguang Zhu Michael Zeng Heng Ji Shih-Fu Chang VLM CLIP 72 127 0 13 Jan 2022
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 355 1,709 0 15 Oct 2021
LexGLUE: A Benchmark Dataset for Legal Language Understanding in English Ilias Chalkidis Abhik Jana D. Hartung M. Bommarito Ion Androutsopoulos Daniel Martin Katz Nikolaos Aletras AILaw ELM 257 266 0 03 Oct 2021
To Protect and To Serve? Analyzing Entity-Centric Framing of Police Violence Caleb Ziems Diyi Yang 104 16 0 11 Sep 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 290 185 0 18 Apr 2021
Cross-Task Generalization via Natural Language Crowdsourcing Instructions Swaroop Mishra Daniel Khashabi Chitta Baral Hannaneh Hajishirzi LRM 173 753 0 18 Apr 2021
Paragraph-level Rationale Extraction through Regularization: A case study on European Court of Human Rights Cases Ilias Chalkidis Manos Fergadiotis D. Tsarapatsanis Nikolaos Aletras Ion Androutsopoulos Prodromos Malakasiotis AILaw 59 111 0 24 Mar 2021
Improving and Simplifying Pattern Exploiting Training Derek Tam Rakesh R Menon Joey Tianyi Zhou Shashank Srivastava Colin Raffel 78 151 0 22 Mar 2021
Goal-Oriented Gaze Estimation for Zero-Shot Learning Yang Liu Lei Zhou Xiao Bai Yifei Huang Lin Gu Jun Zhou Tatsuya Harada 95 119 0 05 Mar 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 1.0K 29,926 0 26 Feb 2021
ViLT: Vision-and-Language Transformer Without Convolution or Region Supervision Wonjae Kim Bokyung Son Ildoo Kim VLM CLIP 139 1,761 0 05 Feb 2021
Muppet: Massive Multi-task Representations with Pre-Finetuning Armen Aghajanyan Anchit Gupta Akshat Shrivastava Xilun Chen Luke Zettlemoyer Sonal Gupta 92 269 0 26 Jan 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 404 1,975 0 31 Dec 2020
It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners Timo Schick Hinrich Schütze 132 976 0 15 Sep 2020
Latent Embedding Feedback and Discriminative Features for Zero-Shot Classification Sanath Narayan Akshita Gupta Fahad Shahbaz Khan Cees G. M. Snoek Ling Shao VLM 39 224 0 17 Mar 2020
Visual Concept-Metaconcept Learning Chi Han Jiayuan Mao Chuang Gan J. Tenenbaum Jiajun Wu NAI LRM 63 66 0 04 Feb 2020
Learning from Explanations with Neural Execution Tree Ziqi Wang Yujia Qin Wenxuan Zhou Jun Yan Qinyuan Ye Leonardo Neves Zhiyuan Liu Xiang Ren LRM 54 41 0 04 Nov 2019
VisualBERT: A Simple and Performant Baseline for Vision and Language Liunian Harold Li Mark Yatskar Da Yin Cho-Jui Hsieh Kai-Wei Chang VLM 153 1,965 0 09 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 692 24,557 0 26 Jul 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 142 703 0 26 Apr 2019
Generating Long Sequences with Sparse Transformers R. Child Scott Gray Alec Radford Ilya Sutskever 135 1,919 0 23 Apr 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,229 0 11 Oct 2018
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding Kexin Yi Jiajun Wu Chuang Gan Antonio Torralba Pushmeet Kohli J. Tenenbaum NAI 84 612 0 04 Oct 2018
Framing and Agenda-setting in Russian News: a Computational Analysis of Intricate Political Strategies Anjalie Field D. Kliger S. Wintner Jennifer Pan Dan Jurafsky Yulia Tsvetkov 76 133 0 28 Aug 2018
Training Classifiers with Natural Language Explanations Braden Hancock P. Varma Stephanie Wang Martin Bringmann Percy Liang Christopher Ré FAtt 87 155 0 10 May 2018
Zero-Shot Transfer Learning for Event Extraction Lifu Huang Heng Ji Kyunghyun Cho Clare R. Voss 70 205 0 04 Jul 2017
Latent Embeddings for Zero-shot Classification Yongqin Xian Zeynep Akata Gaurav Sharma Quynh N. Nguyen Matthias Hein Bernt Schiele BDL 91 719 0 29 Mar 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.3K 194,510 0 10 Dec 2015
Label-Embedding for Image Classification Zeynep Akata Florent Perronnin Zaïd Harchaoui Cordelia Schmid VLM 86 779 0 30 Mar 2015
Evaluation of Output Embeddings for Fine-Grained Image Classification Zeynep Akata Scott E. Reed D. Walter Honglak Lee Bernt Schiele 93 1,020 0 30 Sep 2014
Zero-Shot Learning by Convex Combination of Semantic Embeddings Mohammad Norouzi Tomas Mikolov Samy Bengio Y. Singer Jonathon Shlens Andrea Frome G. Corrado J. Dean VLM 108 941 0 19 Dec 2013