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Text Modular Networks: Learning to Decompose Tasks in the Language of Existing Models

1 September 2020

Daniel Khashabi

Papers citing "Text Modular Networks: Learning to Decompose Tasks in the Language of Existing Models"

50 / 63 papers shown

Title
POQD: Performance-Oriented Query Decomposer for Multi-vector retrieval Yaoyang Liu Junlin Li Yinjun Wu Zhen Chen 67 0 0 25 May 2025
Neuro-Symbolic Query Compiler Yuyao Zhang Zhicheng Dou Xiaoxi Li Jiajie Jin Yongkang Wu Zhonghua Li Qi Ye Ji-Rong Wen NAI 95 0 0 17 May 2025
FLIP Reasoning Challenge Andreas Plesner Turlan Kuzhagaliyev Roger Wattenhofer AAML VLM LRM 187 0 0 16 Apr 2025
Fast-Slow-Thinking: Complex Task Solving with Large Language Models Yiliu Sun Yanfang Zhang Zicheng Zhao Sheng Wan Dacheng Tao Chen Gong LRM 86 0 0 11 Apr 2025
DEXTER: A Benchmark for open-domain Complex Question Answering using LLMs Venktesh V. Deepali Prabhu Avishek Anand RALM CoGe 68 3 0 24 Jun 2024
THREAD: Thinking Deeper with Recursive Spawning Philip Schroeder Nathaniel Morgan Hongyin Luo James R. Glass LRM LLMAG ReLM 72 1 0 27 May 2024
LLMs Know What They Need: Leveraging a Missing Information Guided Framework to Empower Retrieval-Augmented Generation Keheng Wang Feiyu Duan Peiguang Li Sirui Wang Xunliang Cai RALM 76 7 0 22 Apr 2024
GenDec: A robust generative Question-decomposition method for Multi-hop reasoning Jian Wu Linyi Yang Yuliang Ji Wenhao Huang Börje F. Karlsson Manabu Okumura 49 6 0 17 Feb 2024
Chain of Logic: Rule-Based Reasoning with Large Language Models Sergio Servantez Joe Barrow Kristian J. Hammond R. Jain ReLM ELM AILaw LRM AI4CE 73 5 0 16 Feb 2024
What if you said that differently?: How Explanation Formats Affect Human Feedback Efficacy and User Perception Chaitanya Malaviya Subin Lee Dan Roth Mark Yatskar 80 2 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 76 93 0 08 Nov 2023
In-Context Ability Transfer for Question Decomposition in Complex QA Venktesh V Sourangshu Bhattacharya Avishek Anand LRM ReLM 95 5 0 26 Oct 2023
Exploring Question Decomposition for Zero-Shot VQA Zaid Khan B. Vijaykumar S. Schulter Manmohan Chandraker Yun Fu ReLM 62 12 0 25 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 69 6 0 24 Oct 2023
Branch-Solve-Merge Improves Large Language Model Evaluation and Generation Swarnadeep Saha Omer Levy Asli Celikyilmaz Mohit Bansal Jason Weston Xian Li MoMe 99 77 0 23 Oct 2023
DORIS-MAE: Scientific Document Retrieval using Multi-level Aspect-based Queries Jianyou Wang Kaicheng Wang Xiaoyue Wang Prudhviraj Naidu Leon Bergen R. Paturi 99 11 0 07 Oct 2023
Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation Xiyan Fu Anette Frank LRM 69 1 0 14 Sep 2023
Neurons in Large Language Models: Dead, N-gram, Positional Elena Voita Javier Ferrando Christoforos Nalmpantis MILM 164 56 0 09 Sep 2023
Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering Keheng Wang Feiyu Duan Sirui Wang Peiguang Li Yunsen Xian Chuantao Yin Wenge Rong Zhang Xiong LRM KELM 112 86 0 25 Aug 2023
Forward-Backward Reasoning in Large Language Models for Mathematical Verification Weisen Jiang Han Shi L. Yu Zheng Liu Yu Zhang Zhenguo Li James T. Kwok LRM 132 31 0 15 Aug 2023
GEAR: Augmenting Language Models with Generalizable and Efficient Tool Resolution Yining Lu Haoping Yu Daniel Khashabi LLMAG 88 9 0 17 Jul 2023
Building blocks for complex tasks: Robust generative event extraction for radiology reports under domain shifts Sitong Zhou Meliha Yetisgen Mari Ostendorf MedIm 68 2 0 15 Jun 2023
Instruction Tuned Models are Quick Learners Himanshu Gupta Saurabh Arjun Sawant Swaroop Mishra Mutsumi Nakamura Arindam Mitra Santosh Mashetty Chitta Baral 79 26 0 17 May 2023
Natural Language Decomposition and Interpretation of Complex Utterances Harsh Jhamtani Hao Fang Patrick Xia Eran Levy Jacob Andreas Benjamin Van Durme ReLM 68 7 0 15 May 2023
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution Ye Liu Semih Yavuz Rui Meng Dragomir R. Radev Caiming Xiong Yingbo Zhou 89 10 0 12 May 2023
Explainable Verbal Reasoner Plus (EVR+): A Natural Language Reasoning Framework that Supports Diverse Compositional Reasoning Zhengzhong Liang Zeyu Zhang Steven Bethard Mihai Surdeanu ReLM LRM 76 1 0 28 Apr 2023
Chameleon: Plug-and-Play Compositional Reasoning with Large Language Models Pan Lu Baolin Peng Hao Cheng Michel Galley Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Jianfeng Gao KELM MLLM LRM 155 325 0 19 Apr 2023
Explicit Planning Helps Language Models in Logical Reasoning Hongyu Zhao Kangrui Wang Mo Yu Hongyuan Mei LRM ReLM 125 17 0 28 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 171 63 0 26 Mar 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 206 16 0 17 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 49 11 0 16 Dec 2022
Successive Prompting for Decomposing Complex Questions Dheeru Dua Shivanshu Gupta Sameer Singh Matt Gardner ReLM LRM 111 118 0 08 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 116 5 0 07 Dec 2022
Learning Label Modular Prompts for Text Classification in the Wild Hailin Chen Amrita Saha Shafiq Joty Steven C. H. Hoi OOD VLM 69 5 0 30 Nov 2022
Breakpoint Transformers for Modeling and Tracking Intermediate Beliefs Kyle Richardson Ronen Tamari Oren Sultan Reut Tsarfaty Dafna Shahaf Ashish Sabharwal KELM 104 8 0 15 Nov 2022
Learning to Decompose: Hypothetical Question Decomposition Based on Comparable Texts Ben Zhou Kyle Richardson Xiaodong Yu Dan Roth ReLM 101 22 0 30 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 263 646 0 07 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 232 215 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 162 452 0 05 Oct 2022
Summarization Programs: Interpretable Abstractive Summarization with Neural Modular Trees Swarnadeep Saha Shiyue Zhang Peter Hase Joey Tianyi Zhou 106 20 0 21 Sep 2022
NELLIE: A Neuro-Symbolic Inference Engine for Grounded, Compositional, and Explainable Reasoning Nathaniel Weir Peter Clark Benjamin Van Durme ReLM NAI LRM 171 17 0 16 Sep 2022
Locate Then Ask: Interpretable Stepwise Reasoning for Multi-hop Question Answering Siyuan Wang Zhongyu Wei Zhihao Fan Qi Zhang Xuanjing Huang LRM 72 9 0 22 Aug 2022
HELP ME THINK: A Simple Prompting Strategy for Non-experts to Create Customized Content with Models Swaroop Mishra E. Nouri LRM 125 27 0 17 Aug 2022
Is a Question Decomposition Unit All We Need? Pruthvi H. Patel Swaroop Mishra Mihir Parmar Chitta Baral ReLM 220 52 0 25 May 2022
Teaching Broad Reasoning Skills for Multi-Step QA by Generating Hard Contexts H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal ReLM LRM 94 11 0 25 May 2022
Inferring Implicit Relations in Complex Questions with Language Models Uri Katz Mor Geva Jonathan Berant ReLM LRM 36 11 0 28 Apr 2022
Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes Kaige Xie Sarah Wiegreffe Mark O. Riedl ReLM 86 12 0 16 Apr 2022
Reasoning Like Program Executors Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 316 53 0 27 Jan 2022
Towards Collaborative Question Answering: A Preliminary Study Xiangkun Hu Hang Yan Qipeng Guo Xipeng Qiu Weinan Zhang Zheng Zhang 44 0 0 24 Jan 2022
Pushing the Limits of Rule Reasoning in Transformers through Natural Language Satisfiability Kyle Richardson Ashish Sabharwal ReLM LRM 88 25 0 16 Dec 2021