Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP

28 December 2022

Omar Khattab

Keshav Santhanam

Xiang Lisa Li

David Leo Wright Hall

Papers citing "Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP"

50 / 56 papers shown

Title
Query-driven Document-level Scientific Evidence Extraction from Biomedical Studies Massimiliano Pronesti Joao Bettencourt-Silva Paul Flanagan Alessandra Pascale Oisin Redmond Anya Belz Yufang Hou 36 0 0 09 May 2025
Towards Efficient Educational Chatbots: Benchmarking RAG Frameworks Umar Ali Khan Ekram Khan Fiza Khan A. A. Moinuddin 48 0 0 02 Mar 2025
Chain-of-Action: Faithful and Multimodal Question Answering through Large Language Models Zhenyu Pan Haozheng Luo Manling Li Han Liu LRM 48 14 0 24 Feb 2025
From Local to Global: A Graph RAG Approach to Query-Focused Summarization Darren Edge Ha Trinh Newman Cheng Joshua Bradley Alex Chao Apurva Mody Steven Truitt Dasha Metropolitansky Robert Osazuwa Ness Jonathan Larson RALM 145 336 0 20 Feb 2025
Grounding LLM Reasoning with Knowledge Graphs Alfonso Amayuelas Joy Prakash Sain Simerjot Kaur Charese Smiley 77 0 0 18 Feb 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 148 0 0 28 Jan 2025
Mix-of-Granularity: Optimize the Chunking Granularity for Retrieval-Augmented Generation Zijie Zhong Hanwen Liu Xiaoya Cui Xiaofan Zhang Zengchang Qin 82 6 0 28 Jan 2025
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 153 1 0 15 Oct 2024
Bypassing the Exponential Dependency: Looped Transformers Efficiently Learn In-context by Multi-step Gradient Descent Bo Chen Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao-quan Song 96 19 0 15 Oct 2024
TurboRAG: Accelerating Retrieval-Augmented Generation with Precomputed KV Caches for Chunked Text Songshuo Lu Hua Wang Yutian Rong Zhi Chen Yaohua Tang VLM 31 14 0 10 Oct 2024
GraphIC: A Graph-Based In-Context Example Retrieval Model for Multi-Step Reasoning Jiale Fu Yaqing Wang Simeng Han Jiaming Fan Chen Si 30 1 0 03 Oct 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 135 1 0 20 Sep 2024
Diversify-verify-adapt: Efficient and Robust Retrieval-Augmented Ambiguous Question Answering Yeonjun In Sungchul Kim Ryan A. Rossi Md Mehrab Tanjim Tong Yu Ritwik Sinha Chanyoung Park 32 0 0 04 Sep 2024
Generative Language Models with Retrieval Augmented Generation for Automated Short Answer Scoring Zifan Wang Christopher Ormerod ELM 34 1 0 07 Aug 2024
Enhancing Retrieval and Managing Retrieval: A Four-Module Synergy for Improved Quality and Efficiency in RAG Systems Yunxiao Shi Xing Zi Zijing Shi Haimin Zhang Qiang Wu Min Xu 39 7 0 15 Jul 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 55 47 0 21 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 40 5 0 11 Jun 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models Wenqi Fan Yujuan Ding Liang-bo Ning Shijie Wang Hengyun Li Dawei Yin Tat-Seng Chua Qing Li RALM 3DV 40 185 0 10 May 2024
RAGCache: Efficient Knowledge Caching for Retrieval-Augmented Generation Chao Jin Zili Zhang Xuanlin Jiang Fangyue Liu Xin Liu Xuanzhe Liu Xin Jin 40 38 0 18 Apr 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 37 10 0 27 Feb 2024
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models Yijia Shao Yucheng Jiang Theodore A. Kanell Peter Xu Omar Khattab Monica S. Lam LLMAG KELM 44 35 0 22 Feb 2024
Accelerating Retrieval-Augmented Language Model Serving with Speculation Zhihao Zhang Alan Zhu Lijie Yang Yihua Xu Lanting Li P. Phothilimthana Zhihao Jia RALM KELM 48 16 0 25 Jan 2024
DoraemonGPT: Toward Understanding Dynamic Scenes with Large Language Models (Exemplified as A Video Agent) Zongxin Yang Guikun Chen Xiaodi Li Wenguan Wang Yi Yang LM&Ro LLMAG 63 35 0 16 Jan 2024
ClimateX: Do LLMs Accurately Assess Human Expert Confidence in Climate Statements? Romain Lacombe Kerrie Wu Eddie Dilworth 37 5 0 28 Nov 2023
Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex Questions S. Cao Jiajie Zhang Jiaxin Shi Xin Lv Zijun Yao Qingwen Tian Juanzi Li Lei Hou LRM 29 13 0 23 Nov 2023
SUQL: Conversational Search over Structured and Unstructured Data with Large Language Models Shicheng Liu Jialiang Xu Wesley Tjangnaka Sina J. Semnani Chen Jie Yu Monica S. Lam 31 4 0 16 Nov 2023
Evaluating Generative Ad Hoc Information Retrieval Lukas Gienapp Harrisen Scells Niklas Deckers Janek Bevendorff Shuai Wang ... Maik Frobe Guide Zucoon Benno Stein Matthias Hagen Martin Potthast RALM 37 11 0 08 Nov 2023
CoF-CoT: Enhancing Large Language Models with Coarse-to-Fine Chain-of-Thought Prompting for Multi-domain NLU Tasks Hoang Nguyen Ye Liu Chenwei Zhang Tao Zhang Philip S. Yu LRM 24 13 0 23 Oct 2023
Small Language Models Fine-tuned to Coordinate Larger Language Models improve Complex Reasoning Gurusha Juneja Subhabrata Dutta Soumen Chakrabarti Sunny Manchanda Tanmoy Chakraborty LRM ReLM 16 15 0 21 Oct 2023
A Comprehensive Evaluation of Tool-Assisted Generation Strategies Alon Jacovi Avi Caciularu Jonathan Herzig Roee Aharoni Bernd Bohnet Mor Geva ELM 31 6 0 16 Oct 2023
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 91 176 0 26 Sep 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas L. Griffiths LLMAG LM&Ro 45 152 0 05 Sep 2023
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language Models Jie Huang Wei Ping Peng-Tao Xu M. Shoeybi Kevin Chen-Chuan Chang Bryan Catanzaro RALM 32 33 0 15 Aug 2023
Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models Cheng-Yu Hsieh Sibei Chen Chun-Liang Li Yasuhisa Fujii Alexander Ratner Chen-Yu Lee Ranjay Krishna Tomas Pfister LLMAG SyDa 40 41 0 01 Aug 2023
Unsupervised Calibration through Prior Adaptation for Text Classification using Large Language Models Lautaro Estienne Luciana Ferrer Matías Vera Pablo Piantanida VLM 31 1 0 13 Jul 2023
Large Language Models as Tax Attorneys: A Case Study in Legal Capabilities Emergence John J. Nay David Karamardian Sarah Lawsky Wenting Tao Meghana Moorthy Bhat Raghav Jain Aaron Travis Lee Jonathan H. Choi Jungo Kasai ELM AILaw 24 57 0 12 Jun 2023
ChatDB: Augmenting LLMs with Databases as Their Symbolic Memory Chenxu Hu Jie Fu Chenzhuang Du Simian Luo J. Zhao Hang Zhao KELM LLMAG 22 104 0 06 Jun 2023
Active Retrieval Augmented Generation Zhengbao Jiang Frank F. Xu Luyu Gao Zhiqing Sun Qian Liu Jane Dwivedi-Yu Yiming Yang Jamie Callan Graham Neubig RALM 9 252 0 11 May 2023
Prompted LLMs as Chatbot Modules for Long Open-domain Conversation Gibbeum Lee Volker Hartmann Jongho Park Dimitris Papailiopoulos Kangwook Lee 21 62 0 08 May 2023
Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data Lakes Simran Arora Brandon Yang Sabri Eyuboglu A. Narayan Andrew Hojel Immanuel Trummer Christopher Ré SyDa 47 69 0 19 Apr 2023
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers Jon Saad-Falcon Omar Khattab Keshav Santhanam Radu Florian M. Franz Salim Roukos Avirup Sil Md Arafat Sultan Christopher Potts 24 41 0 01 Mar 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 56 577 0 30 Jan 2023
Iterated Decomposition: Improving Science Q&A by Supervising Reasoning Processes Justin Reppert Ben Rachbach Charlie George Luke Stebbing Ju-Seung Byun Maggie Appleton Andreas Stuhlmuller ReLM LRM 38 17 0 04 Jan 2023
Evaluating Human-Language Model Interaction Mina Lee Megha Srivastava Amelia Hardy John Thickstun Esin Durmus ... Hancheng Cao Tony Lee Rishi Bommasani Michael S. Bernstein Percy Liang LM&MA ALM 56 98 0 19 Dec 2022
Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts Nghia T. Le Fan Bai Alan Ritter 35 12 0 07 Oct 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 240 2,479 0 06 Oct 2022
Recitation-Augmented Language Models Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 194 60 0 04 Oct 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 316 4,097 0 24 May 2022
PLAID: An Efficient Engine for Late Interaction Retrieval Keshav Santhanam Omar Khattab Christopher Potts Matei A. Zaharia VLM 58 72 0 19 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,248 0 21 Mar 2022