Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text

8 May 2021

Papers citing "Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text"

35 / 35 papers shown

Title
BF-Max: an Efficient Bit Flipping Decoder with Predictable Decoding Failure Rate Alessio Baldelli Marco Baldi F. Chiaraluce Paolo Santini 77 0 0 11 Jun 2025
Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning Qiming Bao Gaël Gendron A. Peng Wanjun Zhong N. Tan Yang Chen Michael Witbrock Qingbin Liu LRM ELM 109 4 0 20 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 146 10 0 03 Jan 2025
Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models Tongxuan Liu Wenjiang Xu Weizhe Huang Yuting Zeng Jiaxing Wang Hailong Yang Hailong Yang Jing Li LRM ReLM 80 9 0 26 Sep 2024
Thought-Path Contrastive Learning via Premise-Oriented Data Augmentation for Logical Reading Comprehension Chenxu Wang Ping Jian Zhen Yang LRM 54 0 0 22 Sep 2024
Natural Language Inference in Context -- Investigating Contextual Reasoning over Long Texts Hanmeng Liu Leyang Cui Jian Liu Yue Zhang ReLM LRM 63 44 0 10 Nov 2020
Contrastive Representation Learning: A Framework and Review Phúc H. Lê Khắc Graham Healy Alan F. Smeaton SSL AI4TS 311 709 0 10 Oct 2020
LogiQA: A Challenge Dataset for Machine Reading Comprehension with Logical Reasoning Jian Liu Leyang Cui Hanmeng Liu Dandan Huang Yile Wang Yue Zhang RALM 95 372 0 16 Jul 2020
Conversational Neuro-Symbolic Commonsense Reasoning Forough Arabshahi Jennifer Lee Mikayla Gawarecki Kathryn Mazaitis A. Azaria Tom Michael Mitchell LRM 94 48 0 17 Jun 2020
DeBERTa: Decoding-enhanced BERT with Disentangled Attention Pengcheng He Xiaodong Liu Jianfeng Gao Weizhu Chen AAML 159 2,737 0 05 Jun 2020
Exploring Neural Models for Parsing Natural Language into First-Order Logic Hrituraj Singh Milan Aggarwal Balaji Krishnamurthy LRM 79 20 0 16 Feb 2020
A Simple Framework for Contrastive Learning of Visual Representations Ting-Li Chen Simon Kornblith Mohammad Norouzi Geoffrey E. Hinton SSL 369 18,778 0 13 Feb 2020
ReClor: A Reading Comprehension Dataset Requiring Logical Reasoning Weihao Yu Zihang Jiang Yanfei Dong Jiashi Feng LRM 114 252 0 11 Feb 2020
Neural Module Networks for Reasoning over Text Nitish Gupta Kevin Lin Dan Roth Sameer Singh Matt Gardner NAI ReLM LRM 70 132 0 10 Dec 2019
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 199 12,085 0 13 Nov 2019
Hierarchical Graph Network for Multi-hop Question Answering Yuwei Fang S. Sun Zhe Gan R. Pillai Shuohang Wang Jingjing Liu 85 171 0 09 Nov 2019
ALBERT: A Lite BERT for Self-supervised Learning of Language Representations Zhenzhong Lan Mingda Chen Sebastian Goodman Kevin Gimpel Piyush Sharma Radu Soricut SSL AIMat 368 6,455 0 26 Sep 2019
Cosmos QA: Machine Reading Comprehension with Contextual Commonsense Reasoning Lifu Huang Ronan Le Bras Chandra Bhagavatula Yejin Choi AIMat RALM LRM 112 454 0 31 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 659 24,464 0 26 Jul 2019
XLNet: Generalized Autoregressive Pretraining for Language Understanding Zhilin Yang Zihang Dai Yiming Yang J. Carbonell Ruslan Salakhutdinov Quoc V. Le AI4CE 230 8,433 0 19 Jun 2019
Neural-Symbolic Computing: An Effective Methodology for Principled Integration of Machine Learning and Reasoning Artur Garcez Marco Gori Luís C. Lamb Luciano Serafini Michael Spranger Son N. Tran NAI 106 292 0 15 May 2019
DROP: A Reading Comprehension Benchmark Requiring Discrete Reasoning Over Paragraphs Dheeru Dua Yizhong Wang Pradeep Dasigi Gabriel Stanovsky Sameer Singh Matt Gardner AIMat 98 955 0 01 Mar 2019
Translating a Math Word Problem to an Expression Tree Lei Wang Yan Wang Deng Cai Dongxiang Zhang Xiaojiang Liu AIMat 54 157 0 14 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 94,891 0 11 Oct 2018
HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering Zhilin Yang Peng Qi Saizheng Zhang Yoshua Bengio William W. Cohen Ruslan Salakhutdinov Christopher D. Manning RALM 171 2,655 0 25 Sep 2018
Extending a Parser to Distant Domains Using a Few Dozen Partially Annotated Examples Vidur Joshi Matthew E. Peters Mark Hopkins CLL 73 95 0 16 May 2018
Unsupervised Feature Learning via Non-Parametric Instance-level Discrimination Zhirong Wu Yuanjun Xiong Stella X. Yu Dahua Lin SSL 173 3,458 0 05 May 2018
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 1.1K 7,159 0 20 Apr 2018
Decoupled Weight Decay Regularization I. Loshchilov Frank Hutter OffRL 144 2,142 0 14 Nov 2017
Neural-Symbolic Learning and Reasoning: A Survey and Interpretation Tarek R. Besold Artur Garcez Sebastian Bader Howard L. Bowman Pedro M. Domingos ... P. Lima L. Penning Gadi Pinkas Hoifung Poon Gerson Zaverucha LRM AI4CE 74 344 0 10 Nov 2017
The Argument Reasoning Comprehension Task: Identification and Reconstruction of Implicit Warrants Ivan Habernal Henning Wachsmuth Iryna Gurevych Benno Stein 47 153 0 04 Aug 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 522 4,479 0 18 Apr 2017
RACE: Large-scale ReAding Comprehension Dataset From Examinations Guokun Lai Qizhe Xie Hanxiao Liu Yiming Yang Eduard H. Hovy ELM 183 1,348 0 15 Apr 2017
SQuAD: 100,000+ Questions for Machine Comprehension of Text Pranav Rajpurkar Jian Zhang Konstantin Lopyrev Percy Liang RALM 283 8,134 0 16 Jun 2016
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 313 4,287 0 21 Aug 2015