Decomposed Prompting: A Modular Approach for Solving Complex Tasks

5 October 2022

Papers citing "Decomposed Prompting: A Modular Approach for Solving Complex Tasks"

50 / 81 papers shown

Title
TUMS: Enhancing Tool-use Abilities of LLMs with Multi-structure Handlers Aiyao He Sijia Cui Shuai Xu Yanna Wang Bo Xu 39 0 0 13 May 2025
Chain-of-Thought Tokens are Computer Program Variables Fangwei Zhu Peiyi Wang Zhifang Sui LRM 39 0 0 08 May 2025
Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Wenhao Li Bo Jin Mingyi Hong Changhong Lu Xiangfeng Wang 48 0 0 07 May 2025
Towards conversational assistants for health applications: using ChatGPT to generate conversations about heart failure Anuja Tayal Devika Salunke Barbara Di Eugenio Paula Allen-Meares Eulalia P Abril Olga Garcia-Bedoya Carolyn Dickens Andrew D. Boyd LM&MA AI4MH 46 0 0 06 May 2025
Recursive Decomposition with Dependencies for Generic Divide-and-Conquer Reasoning Sergio Hernández-Gutiérrez Minttu Alakuijala Alexander Nikitin Pekka Marttinen LRM 60 2 0 05 May 2025
Beyond the Last Answer: Your Reasoning Trace Uncovers More than You Think Hasan Hammoud Hani Itani Bernard Ghanem ReLM LRM 80 1 0 29 Apr 2025
Leveraging LLM For Synchronizing Information Across Multilingual Tables Siddharth Khincha Tushar Kataria Ankita Anand Dan Roth Vivek Gupta 52 0 0 03 Apr 2025
Landscape of Thoughts: Visualizing the Reasoning Process of Large Language Models Zhanke Zhou Zhaocheng Zhu Xuan Li Mikhail Galkin Xiao Feng Sanmi Koyejo Jian Tang Bo Han LRM 56 0 0 28 Mar 2025
Unveiling the Key Factors for Distilling Chain-of-Thought Reasoning Xinghao Chen Zhijing Sun Wenjin Guo Miaoran Zhang Yanjun Chen ... Hui Su Yijie Pan Dietrich Klakow Wenjie Li Xiaoyu Shen LRM 53 4 0 25 Feb 2025
DISC: Dynamic Decomposition Improves LLM Inference Scaling Jonathan Light Wei Cheng Wu Yue Masafumi Oyamada Mengdi Wang Santiago Paternain Haifeng Chen ReLM LRM 58 2 0 23 Feb 2025
MultiTEND: A Multilingual Benchmark for Natural Language to NoSQL Query Translation Zhiqian Qin Yuanfeng Song Jinwei Lu Yuanwei Song Shuaimin Li Chen Zhang 46 0 0 16 Feb 2025
Divergent Thoughts toward One Goal: LLM-based Multi-Agent Collaboration System for Electronic Design Automation Haoyuan Wu Haisheng Zheng Zhuolun He Bei Yu 42 0 0 15 Feb 2025
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge Refinement Shivam Singh Karthik Swaminathan Nabanita Dash Ramandeep Singh Snehasis Banerjee Mohan Sridharan Madhava Krishna LLMAG LM&Ro 105 0 0 04 Feb 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method Peter Baile Chen Yi Zhang Michael Cafarella Dan Roth RALM AIFin 139 2 0 30 Jan 2025
Learning to Explore and Select for Coverage-Conditioned Retrieval-Augmented Generation Takyoung Kim Kyungjae Lee Y. Jang Ji Yong Cho Gangwoo Kim Minseok Cho Moontae Lee 143 0 0 28 Jan 2025
Will Systems of LLM Agents Cooperate: An Investigation into a Social Dilemma Richard Willis Yali Du Joel Z. Leibo Michael Luck 61 1 0 28 Jan 2025
Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? Yutong Yin Zhaoran Wang LRM ReLM 131 0 0 27 Jan 2025
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering Qian Tao Xiaoyang Fan Yong Xu Xingquan Zhu Yufei Tang 45 0 0 22 Jan 2025
ChemAgent: Self-updating Library in Large Language Models Improves Chemical Reasoning Xiangru Tang Tianyu Hu Muyang Ye Yanjun Shao Xunjian Yin ... Pan Lu Zhuosheng Zhang Yilun Zhao Arman Cohan Mark B. Gerstein LLMAG LRM AI4CE 66 6 0 11 Jan 2025
Bactrainus: Optimizing Large Language Models for Multi-hop Complex Question Answering Tasks Iman Barati Arash Ghafouri B. Minaei-Bidgoli LRM 44 0 0 10 Jan 2025
LLMs as Workers in Human-Computational Algorithms? Replicating Crowdsourcing Pipelines with LLMs Tongshuang Wu Haiyi Zhu Maya Albayrak Alexis Axon Amanda Bertsch ... Ying-Jui Tseng Patricia Vaidos Zhijin Wu Wei Yu Wu Chenyang Yang 83 30 0 10 Jan 2025
An Overview and Discussion on Using Large Language Models for Implementation Generation of Solutions to Open-Ended Problems Hashmath Shaik Alex Doboli OffRL ELM 146 0 0 31 Dec 2024
Dynamic Strategy Planning for Efficient Question Answering with Large Language Models Tanmay Parekh Pradyot Prakash Alexander Radovic Akshay Shekher Denis Savenkov LRM 53 1 0 30 Oct 2024
4-LEGS: 4D Language Embedded Gaussian Splatting Gal Fiebelman Tamir Cohen Ayellet Morgenstern Peter Hedman Hadar Averbuch-Elor 3DGS 41 1 0 14 Oct 2024
Divide and Translate: Compositional First-Order Logic Translation and Verification for Complex Logical Reasoning Hyun Ryu Gyeongman Kim Hyemin S. Lee Eunho Yang LRM 40 3 0 10 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 65 0 0 09 Oct 2024
Agents' Room: Narrative Generation through Multi-step Collaboration Fantine Huot Reinald Kim Amplayo Jennimaria Palomaki Alice Shoshana Jakobovits Elizabeth Clark Mirella Lapata 45 7 0 03 Oct 2024
E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL Hasan Alp Caferoğlu Özgür Ulusoy 56 12 0 25 Sep 2024
To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning Zayne Sprague Fangcong Yin Juan Diego Rodriguez Dongwei Jiang Manya Wadhwa Prasann Singhal Xinyu Zhao Xi Ye Kyle Mahowald Greg Durrett ReLM LRM 116 82 0 18 Sep 2024
On the Design and Analysis of LLM-Based Algorithms Yanxi Chen Yaliang Li Bolin Ding Jingren Zhou 45 5 0 20 Jul 2024
NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models Pranshu Pandya Agney S Talwarr Vatsal Gupta Tushar Kataria Dan Roth Vivek Gupta LRM 61 2 0 15 Jul 2024
H-STAR: LLM-driven Hybrid SQL-Text Adaptive Reasoning on Tables Nikhil Abhyankar Vivek Gupta Dan Roth Chandan K. Reddy LMTD 52 2 0 29 Jun 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang chaeHun Park Taehee Kim Jaegul Choo 44 2 0 18 Jun 2024
DR-RAG: Applying Dynamic Document Relevance to Retrieval-Augmented Generation for Question-Answering Zijian Hei Weiling Liu Wenjie Ou Juyi Qiao Junming Jiao Guowen Song Ting Tian Yi Lin RALM 38 5 0 11 Jun 2024
DISCOVERYWORLD: A Virtual Environment for Developing and Evaluating Automated Scientific Discovery Agents Peter Alexander Jansen Marc-Alexandre Côté Tushar Khot Erin Bransom Bhavana Dalvi Mishra Bodhisattwa Prasad Majumder Oyvind Tafjord Peter Clark LLMAG 35 21 0 10 Jun 2024
Learning Task Decomposition to Assist Humans in Competitive Programming Jiaxin Wen Ruiqi Zhong Pei Ke Zhihong Shao Hongning Wang Minlie Huang ReLM 29 8 0 07 Jun 2024
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks Yusen Zhang Ruoxi Sun Yanfei Chen Tomas Pfister Rui Zhang Sercan Ö. Arik RALM AI4CE LLMAG 46 28 0 04 Jun 2024
Break the Chain: Large Language Models Can be Shortcut Reasoners Mengru Ding Hanmeng Liu Zhizhang Fu Jian Song Wenbo Xie Yue Zhang KELM LRM 36 7 0 04 Jun 2024
Leveraging Logical Rules in Knowledge Editing: A Cherry on the Top Keyuan Cheng Muhammad Asif Ali Shu Yang Gang Lin Yuxuan Zhai Haoyang Fei Ke Xu Lu Yu Lijie Hu Di Wang KELM 34 7 0 24 May 2024
Smurfs: Leveraging Multiple Proficiency Agents with Context-Efficiency for Tool Planning Junzhi Chen Juhao Liang Benyou Wang LLMAG 26 3 0 09 May 2024
Supporting Business Document Workflows via Collection-Centric Information Foraging with Large Language Models Raymond Fok Nedim Lipka Tong Sun Alexa F. Siu 21 6 0 02 May 2024
Context-aware LLM-based Safe Control Against Latent Risks Quang Khanh Luu Xiyu Deng Anh Van Ho Yorie Nakahira 54 4 0 18 Mar 2024
Researchy Questions: A Dataset of Multi-Perspective, Decompositional Questions for LLM Web Agents Corby Rosset Ho-Lam Chung Guanghui Qin Ethan C. Chau Zhuo Feng Ahmed Hassan Awadallah Jennifer Neville Nikhil Rao 35 10 0 27 Feb 2024
From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto S. Wasserkrug Léonard Boussioux D. Hertog F. Mirzazadeh Ilker Birbil Jannis Kurtz Donato Maragno LLMAG 34 3 0 26 Feb 2024
Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge Jinlan Fu Shenzhen Huangfu Hang Yan See-Kiong Ng Xipeng Qiu LRM 42 7 0 22 Feb 2024
FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models Andrew Zhu Alyssa Hwang Liam Dugan Chris Callison-Burch ELM 47 0 0 21 Feb 2024
Evaluating LLMs' Mathematical Reasoning in Financial Document Question Answering Pragya Srivastava Manuj Malik Vivek Gupta T. Ganu Dan Roth 25 14 0 17 Feb 2024
Deductive Beam Search: Decoding Deducible Rationale for Chain-of-Thought Reasoning Tinghui Zhu Kai Zhang Jian Xie Yu-Chuan Su LRM 23 14 0 31 Jan 2024
ReGAL: Refactoring Programs to Discover Generalizable Abstractions Elias Stengel-Eskin Archiki Prasad Mohit Bansal 23 13 0 29 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 70 26 0 25 Jan 2024