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Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning

12 September 2019

Papers citing "Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning"

46 / 46 papers shown

Title
THREAD: Thinking Deeper with Recursive Spawning Philip Schroeder Nathaniel Morgan Hongyin Luo James R. Glass LRM LLMAG ReLM 143 4 0 27 May 2024
AS-ES Learning: Towards Efficient CoT Learning in Small Models Nuwa Xi Yuhan Chen Sendong Zhao Hao Wang Bing Qin Ting Liu LRM 118 1 0 04 Mar 2024
Enhancing Ethical Explanations of Large Language Models through Iterative Symbolic Refinement Xin Quan Marco Valentino Louise A. Dennis André Freitas LRM 100 13 0 01 Feb 2024
ADaPT: As-Needed Decomposition and Planning with Language Models Archiki Prasad Alexander Koller Mareike Hartmann Peter Clark Ashish Sabharwal Mohit Bansal Tushar Khot LM&Ro 119 112 0 08 Nov 2023
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval Fan Luo Mihai Surdeanu 94 2 0 05 Nov 2023
Perturbation-based Active Learning for Question Answering Fan Luo Mihai Surdeanu 109 0 0 04 Nov 2023
Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation Xiyan Fu Anette Frank LRM 87 2 0 14 Sep 2023
Soft Merging of Experts with Adaptive Routing Mohammed Muqeeth Haokun Liu Colin Raffel MoMe MoE 144 61 0 06 Jun 2023
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 119 8 0 12 Feb 2023
MURMUR: Modular Multi-Step Reasoning for Semi-Structured Data-to-Text Generation Swarnadeep Saha Xinyan Velocity Yu Joey Tianyi Zhou Ramakanth Pasunuru Asli Celikyilmaz ReLM LRM 95 13 0 16 Dec 2022
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Approaches A. Mohammadi Reza Ramezani Ahmad Baraani 89 4 0 08 Dec 2022
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Datasets and Metrics A. Mohammadi Reza Ramezani Ahmad Baraani 99 1 0 08 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Shafiq Joty Steven C. H. Hoi OOD VLM 122 5 0 30 Nov 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 246 512 0 05 Oct 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 161 21 0 21 Sep 2022
Locate Then Ask: Interpretable Stepwise Reasoning for Multi-hop Question Answering Siyuan Wang Zhongyu Wei Zhihao Fan Tao Gui Xuanjing Huang LRM 133 9 0 22 Aug 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 248 145 0 27 Jul 2022
Better Retrieval May Not Lead to Better Question Answering Zhengzhong Liang Tushar Khot Steven Bethard Mihai Surdeanu Ashish Sabharwal RALM LRM 141 3 0 07 May 2022
Ask to Understand: Question Generation for Multi-hop Question Answering Jiawei Li Mucheng Ren Yang Gao Yizhe Yang 90 4 0 17 Mar 2022
Towards Interpretable and Reliable Reading Comprehension: A Pipeline Model with Unanswerability Prediction Kosuke Nishida Kyosuke Nishida Itsumi Saito Sen Yoshida 128 7 0 17 Nov 2021
Reason first, then respond: Modular Generation for Knowledge-infused Dialogue Leonard Adolphs Kurt Shuster Jack Urbanek Arthur Szlam Jason Weston KELM LRM 283 41 0 09 Nov 2021
Interpreting Deep Learning Models in Natural Language Processing: A Review Xiaofei Sun Diyi Yang Xiaoya Li Tianwei Zhang Yuxian Meng Han Qiu Guoyin Wang Eduard H. Hovy Jiwei Li 111 49 0 20 Oct 2021
OpenViDial 2.0: A Larger-Scale, Open-Domain Dialogue Generation Dataset with Visual Contexts Shuhe Wang Yuxian Meng Xiaoya Li Xiaofei Sun Rongbin Ouyang Jiwei Li MLLM VLM 118 21 0 27 Sep 2021
Prediction or Comparison: Toward Interpretable Qualitative Reasoning Mucheng Ren Heyan Huang Yang Gao LRM 53 0 0 04 Jun 2021
VGNMN: Video-grounded Neural Module Network to Video-Grounded Language Tasks Hung Le Nancy F. Chen Guosheng Lin MLLM 150 20 0 16 Apr 2021
Explaining the Road Not Taken Hua Shen Ting-Hao 'Kenneth' Huang FAtt XAI 74 9 0 27 Mar 2021
SelfExplain: A Self-Explaining Architecture for Neural Text Classifiers Dheeraj Rajagopal Vidhisha Balachandran Eduard H. Hovy Yulia Tsvetkov MILM SSL FAtt AI4TS 168 73 0 23 Mar 2021
Hopper: Multi-hop Transformer for Spatiotemporal Reasoning Honglu Zhou Asim Kadav Farley Lai Alexandru Niculescu-Mizil Martin Renqiang Min Mubbasir Kapadia H. Graf LRM 155 18 0 19 Mar 2021
A Primer for Neural Arithmetic Logic Modules Bhumika Mistry K. Farrahi Jonathon S. Hare 100 9 0 23 Jan 2021
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 123 26 0 07 Oct 2020
Towards Interpretable Reasoning over Paragraph Effects in Situation Mucheng Ren Xiubo Geng Tao Qin Heyan Huang Daxin Jiang LRM 39 3 0 03 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 151 51 0 01 Oct 2020
Case-Based Abductive Natural Language Inference Marco Valentino Mokanarangan Thayaparan André Freitas 92 5 0 30 Sep 2020
Graph-based Multi-hop Reasoning for Long Text Generation Liang Zhao Jingjing Xu Junyang Lin Yichang Zhang Hongxia Yang Xu Sun LRM 71 9 0 28 Sep 2020
Text Modular Networks: Learning to Decompose Tasks in the Language of Existing Models Tushar Khot Daniel Khashabi Kyle Richardson Peter Clark Ashish Sabharwal ReLM 131 90 0 01 Sep 2020
Interpretable Multi-Step Reasoning with Knowledge Extraction on Complex Healthcare Question Answering Ye Liu Shaika Chowdhury Chenwei Zhang Cornelia Caragea Philip S. Yu 92 13 0 06 Aug 2020
Learning Reasoning Strategies in End-to-End Differentiable Proving Pasquale Minervini Sebastian Riedel Pontus Stenetorp Edward Grefenstette Tim Rocktaschel LRM 201 96 0 13 Jul 2020
Teaching Machine Comprehension with Compositional Explanations Qinyuan Ye Xiao Huang Elizabeth Boschee Xiang Ren LRM ReLM 113 35 0 02 May 2020
Obtaining Faithful Interpretations from Compositional Neural Networks Sanjay Subramanian Ben Bogin Nitish Gupta Tomer Wolfson Sameer Singh Jonathan Berant Matt Gardner 92 43 0 02 May 2020
Robust Question Answering Through Sub-part Alignment Jifan Chen Greg Durrett OOD 117 13 0 30 Apr 2020
Semantic Graphs for Generating Deep Questions Liangming Pan Yuxi Xie Yansong Feng Tat-Seng Chua Min-Yen Kan 112 99 0 27 Apr 2020
Multi-Step Inference for Reasoning Over Paragraphs Jiangming Liu Matt Gardner Shay B. Cohen Mirella Lapata ReLM LRM 69 18 0 06 Apr 2020
DC-BERT: Decoupling Question and Document for Efficient Contextual Encoding Yuyu Zhang Ping Nie Xiubo Geng Arun Ramamurthy Le Song Daxin Jiang 101 62 0 28 Feb 2020
Neural Module Networks for Reasoning over Text Nitish Gupta Kevin Lin Dan Roth Sameer Singh Matt Gardner NAI ReLM LRM 130 133 0 10 Dec 2019
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering Antoine Bosselut Ronan Le Bras Yejin Choi NAI 95 41 0 10 Nov 2019
Hierarchical Graph Network for Multi-hop Question Answering Yuwei Fang S. Sun Zhe Gan R. Pillai Shuohang Wang Jingjing Liu 246 177 0 09 Nov 2019