Neural Module Networks for Reasoning over Text

10 December 2019

Papers citing "Neural Module Networks for Reasoning over Text"

41 / 41 papers shown

Title
On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs Nitay Calderon Roi Reichart 42 13 0 27 Jul 2024
Arithmetic Reasoning with LLM: Prolog Generation & Permutation Xiaocheng Yang Bingsen Chen Yik-Cheung Tam LRM 37 10 0 28 May 2024
Synthesize Step-by-Step: Tools, Templates and LLMs as Data Generators for Reasoning-Based Chart VQA Zhuowan Li Bhavan A. Jasani Peng Tang Shabnam Ghadar LRM 39 8 0 25 Mar 2024
FormulaReasoning: A Dataset for Formula-Based Numerical Reasoning Xiao Li Bolin Zhu Kaiwen Shi Sichen Liu Yin Zhu Yiwei Liu Gong Cheng AIMat 40 0 0 20 Feb 2024
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 39 15 0 16 Nov 2023
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 34 76 0 08 Nov 2023
AI Transparency in the Age of LLMs: A Human-Centered Research Roadmap Q. V. Liao J. Vaughan 47 159 0 02 Jun 2023
Learning a Structural Causal Model for Intuition Reasoning in Conversation Hang Chen Bingyu Liao Jing Luo Wenjing Zhu Xinyu Yang LRM 33 12 0 28 May 2023
Modularized Zero-shot VQA with Pre-trained Models Rui Cao Jing Jiang LRM 33 2 0 27 May 2023
Logic-LM: Empowering Large Language Models with Symbolic Solvers for Faithful Logical Reasoning Liangming Pan Alon Albalak Xinyi Wang William Yang Wang ReLM LRM AI4CE 49 234 0 20 May 2023
Neural Graph Reasoning: Complex Logical Query Answering Meets Graph Databases Hongyu Ren Mikhail Galkin Michael Cochez Zhaocheng Zhu J. Leskovec NAI GNN 41 35 0 26 Mar 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 25 10 0 16 Dec 2022
Successive Prompting for Decomposing Complex Questions Dheeru Dua Shivanshu Gupta Sameer Singh Matt Gardner ReLM LRM 34 113 0 08 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Chenyu You Steven C. H. Hoi OOD VLM 26 5 0 30 Nov 2022
DyRRen: A Dynamic Retriever-Reranker-Generator Model for Numerical Reasoning over Tabular and Textual Data Xiao Li Sichen Liu Kaiwen Shi Jiangzhou Ju Yuzhong Qu Gong Cheng AIMat RALM LRM 32 16 0 23 Nov 2022
Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts Ben Zhou Kyle Richardson Xiaodong Yu Dan Roth ReLM 39 19 0 30 Oct 2022
Neural Attentive Circuits Nasim Rahaman M. Weiß Francesco Locatello C. Pal Yoshua Bengio Bernhard Schölkopf Erran L. Li Nicolas Ballas 32 6 0 14 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 29 82 0 13 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 131 198 0 06 Oct 2022
Teaching Neural Module Networks to Do Arithmetic Jiayi Chen Xiao-Yu Guo Yuan-Fang Li Gholamreza Haffari AIMat LRM 24 1 0 06 Oct 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 70 419 0 05 Oct 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 29 19 0 21 Sep 2022
How to Reuse and Compose Knowledge for a Lifetime of Tasks: A Survey on Continual Learning and Functional Composition Jorge Armando Mendez Mendez Eric Eaton KELM CLL 34 27 0 15 Jul 2022
LegoNN: Building Modular Encoder-Decoder Models Siddharth Dalmia Dmytro Okhonko M. Lewis Sergey Edunov Shinji Watanabe Florian Metze Luke Zettlemoyer Abdel-rahman Mohamed AuLLM MoE 29 14 0 07 Jun 2022
METGEN: A Module-Based Entailment Tree Generation Framework for Answer Explanation Ruixin Hong Hongming Zhang Xintong Yu Changshui Zhang ReLM LRM 32 33 0 05 May 2022
Repro: An Open-Source Library for Improving the Reproducibility and Usability of Publicly Available Research Code Daniel Deutsch Dan Roth AI4CE 45 2 0 29 Apr 2022
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
Truth-Conditional Captioning of Time Series Data Harsh Jhamtani Taylor Berg-Kirkpatrick AI4TS 43 7 0 05 Oct 2021
Teaching Autoregressive Language Models Complex Tasks By Demonstration Gabriel Recchia 26 22 0 05 Sep 2021
Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text Siyuan Wang Wanjun Zhong Duyu Tang Zhongyu Wei Zhihao Fan Daxin Jiang Ming Zhou Nan Duan NAI 31 70 0 08 May 2021
Toward Code Generation: A Survey and Lessons from Semantic Parsing Celine Lee Justin Emile Gottschlich Dan Roth Intel Labs 3DV 33 15 0 26 Apr 2021
VGNMN: Video-grounded Neural Module Network to Video-Grounded Language Tasks Hung Le Nancy F. Chen Guosheng Lin MLLM 26 19 0 16 Apr 2021
Learning from Task Descriptions Orion Weller Nicholas Lourie Matt Gardner Matthew E. Peters 47 89 0 16 Nov 2020
Improving Compositional Generalization in Semantic Parsing I. Oren Jonathan Herzig Nitish Gupta Matt Gardner Jonathan Berant 29 63 0 12 Oct 2020
Why do you think that? Exploring Faithful Sentence-Level Rationales Without Supervision Max Glockner Ivan Habernal Iryna Gurevych LRM 27 25 0 07 Oct 2020
Program Enhanced Fact Verification with Verbalization and Graph Attention Network Xiaoyu Yang Feng Nie Yufei Feng Quan Liu Zhigang Chen Xiao-Dan Zhu 26 52 0 06 Oct 2020
A Survey on Explainability in Machine Reading Comprehension Mokanarangan Thayaparan Marco Valentino André Freitas FaML 14 50 0 01 Oct 2020
Compositional Generalization in Semantic Parsing: Pre-training vs. Specialized Architectures Daniel Furrer Marc van Zee Nathan Scales Nathanael Scharli CoGe 26 113 0 17 Jul 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 19 34 0 02 May 2020
The Next Decade in AI: Four Steps Towards Robust Artificial Intelligence G. Marcus VLM 32 355 0 14 Feb 2020