Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning

12 September 2019

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

21 / 21 papers shown

Title
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 40 76 0 08 Nov 2023
Analyzing the Effectiveness of the Underlying Reasoning Tasks in Multi-hop Question Answering Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa LRM 49 7 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 35 10 0 16 Dec 2022
A Comprehensive Survey on Multi-hop Machine Reading Comprehension Approaches A. Mohammadi Reza Ramezani Ahmad Baraani 35 3 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 28 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 70 422 0 05 Oct 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 42 19 0 21 Sep 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 30 125 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 28 3 0 07 May 2022
Towards Interpretable and Reliable Reading Comprehension: A Pipeline Model with Unanswerability Prediction Kosuke Nishida Kyosuke Nishida Itsumi Saito Sen Yoshida 43 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 212 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 24 45 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 32 21 0 27 Sep 2021
VGNMN: Video-grounded Neural Module Network to Video-Grounded Language Tasks Hung Le Nancy F. Chen Guosheng Lin MLLM 30 19 0 16 Apr 2021
Explaining the Road Not Taken Hua Shen Ting-Hao 'Kenneth' Huang FAtt XAI 37 9 0 27 Mar 2021
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 32 25 0 07 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 25 50 0 01 Oct 2020
Learning Reasoning Strategies in End-to-End Differentiable Proving Pasquale Minervini Sebastian Riedel Pontus Stenetorp Edward Grefenstette Tim Rocktaschel LRM 45 96 0 13 Jul 2020
Teaching Machine Comprehension with Compositional Explanations Qinyuan Ye Xiao Huang Elizabeth Boschee Xiang Ren LRM ReLM 29 34 0 02 May 2020
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering Antoine Bosselut Ronan Le Bras Yejin Choi NAI 29 41 0 10 Nov 2019
Neural Architecture Search with Reinforcement Learning Barret Zoph Quoc V. Le 274 5,331 0 05 Nov 2016