Title
Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents Sneha Singhania Simon Razniewski Gerhard Weikum RALM 99 1 0 04 May 2024
Beyond Chain-of-Thought: A Survey of Chain-of-X Paradigms for LLMs Yu Xia Rui Wang Xu Liu Mingyan Li Tong Yu Xiang Chen Julian McAuley Shuai Li LRM 95 21 0 24 Apr 2024
From Matching to Generation: A Survey on Generative Information Retrieval Xiaoxi Li Jiajie Jin Yujia Zhou Yuyao Zhang Peitian Zhang Yutao Zhu Zhicheng Dou 3DV 167 56 0 23 Apr 2024
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory Ali Modarressi Abdullatif Köksal Ayyoob Imani Mohsen Fayyaz Hinrich Schütze KELM 168 10 0 17 Apr 2024
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval Peter Baile Chen Yi Zhang Dan Roth LMTD 108 15 0 15 Apr 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 230 21 0 28 Feb 2024
Citation-Enhanced Generation for LLM-based Chatbots Weitao Li Junkai Li Weizhi Ma Yang Liu 120 19 0 25 Feb 2024
Fiddler: CPU-GPU Orchestration for Fast Inference of Mixture-of-Experts Models Keisuke Kamahori Tian Tang Yile Gu Kan Zhu Baris Kasikci 114 24 0 10 Feb 2024
Large Language Models: A Survey Shervin Minaee Tomas Mikolov Narjes Nikzad M. Asgari-Chenaghlu R. Socher Xavier Amatriain Jianfeng Gao ALM LM&MA ELM 198 408 0 09 Feb 2024
LitLLM: A Toolkit for Scientific Literature Review Shubham Agarwal I. Laradji Laurent Charlin Christopher Pal Krishnamurthy DJ Dvijotham Jason Stanley Laurent Charlin Christopher Pal 87 32 0 02 Feb 2024
RAPTOR: Recursive Abstractive Processing for Tree-Organized Retrieval Parth Sarthi Salman Abdullah Aditi Tuli Shubh Khanna Anna Goldie Christopher D. Manning RALM 90 142 0 31 Jan 2024
CRUD-RAG: A Comprehensive Chinese Benchmark for Retrieval-Augmented Generation of Large Language Models Yuanjie Lyu Zhiyu Li Pengnian Qi Feiyu Xiong Simin Niu Wenjin Wang Hao Wu Huan Liu Tong Xu Enhong Chen RALM 77 38 0 30 Jan 2024
The Power of Noise: Redefining Retrieval for RAG Systems Florin Cuconasu Giovanni Trappolini F. Siciliano Simone Filice Cesare Campagnano Y. Maarek Nicola Tonellotto Fabrizio Silvestri RALM 107 176 0 26 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 250 30 0 25 Jan 2024
UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems Hongru Wang Wenyu Huang Yang Deng Rui Wang Zezhong Wang Yufei Wang Fei Mi Jeff Z. Pan Kam-Fai Wong RALM 92 32 0 24 Jan 2024
Context Tuning for Retrieval Augmented Generation R. Anantha Tharun Bethi Danil Vodianik Srinivas Chappidi 3DV RALM 47 8 0 09 Dec 2023
PaperQA: Retrieval-Augmented Generative Agent for Scientific Research Jakub Lála Odhran O'Donoghue Aleksandar Shtedritski Sam Cox Samuel G. Rodriques Andrew D. White RALM 121 86 0 08 Dec 2023
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL Xiaoqian Li Ercong Nie Sheng Liang RALM LRM 123 11 0 11 Nov 2023
Divide & Conquer for Entailment-aware Multi-hop Evidence Retrieval Fan Luo Mihai Surdeanu 49 2 0 05 Nov 2023
PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual Adapter Haoyan Yang Zhitao Li Yong Zhang Jianzong Wang Ning Cheng Ming Li Jing Xiao RALM 40 31 0 23 Oct 2023
Understanding Retrieval Augmentation for Long-Form Question Answering Hung-Ting Chen Fangyuan Xu Shane Arora Eunsol Choi RALM 37 37 0 18 Oct 2023
CarExpert: Leveraging Large Language Models for In-Car Conversational Question Answering Md. Rony Christian Suess Sinchana Ramakanth Bhat Viju Sudhi Julia Schneider Maximilian Vogel Roman Teucher Ken E. Friedl S. Sahoo 67 10 0 14 Oct 2023
MemGPT: Towards LLMs as Operating Systems Charles Packer Sarah Wooders Kevin Lin Vivian Fang Shishir G. Patil Ion Stoica Joseph E. Gonzalez RALM 82 139 0 12 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Wei Ping Ming-Yu Liu Lawrence C. McAfee Peng Xu Bo Li Mohammad Shoeybi Bryan Catanzaro RALM 85 51 0 11 Oct 2023
Take a Step Back: Evoking Reasoning via Abstraction in Large Language Models Huaixiu Steven Zheng Swaroop Mishra Xinyun Chen Heng-Tze Cheng Ed H. Chi Quoc V. Le Denny Zhou RALM LRM 62 121 0 09 Oct 2023
Retrieval-Generation Synergy Augmented Large Language Models Zhangyin Feng Xiaocheng Feng Dezhi Zhao Maojin Yang Bing Qin LRM RALM 38 30 0 08 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 85 156 0 06 Oct 2023
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 123 190 0 26 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented Generation Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 62 296 0 04 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 102 571 0 03 Sep 2023
Modeling Uncertainty and Using Post-fusion as Fallback Improves Retrieval Augmented Generation with LLMs Ye Liu Semih Yavuz Rui Meng Meghana Moorthy Shafiq Joty Caiming Xiong Yingbo Zhou RALM 50 1 0 24 Aug 2023
Knowledge Graph Prompting for Multi-Document Question Answering Yu Wang Nedim Lipka Ryan Rossi Alexa F. Siu Ruiyi Zhang Hanyu Wang RALM 68 136 0 22 Aug 2023
TableGPT: Towards Unifying Tables, Nature Language and Commands into One GPT Liangyu Zha Junlin Zhou Liyao Li Rui Wang Qingyi Huang ... Xing-yan Deng Jinfeng Xu Haobo Wang Gang Chen Jiaqi Zhao RALM LMTD 55 49 0 17 Jul 2023
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning Seungone Kim Se June Joo Doyoung Kim Joel Jang Seonghyeon Ye Jamin Shin Minjoon Seo ALM RALM LRM 77 105 0 23 May 2023
Augmented Large Language Models with Parametric Knowledge Guiding Ziyang Luo Can Xu Pu Zhao Xiubo Geng Chongyang Tao Jing Ma Qingwei Lin Daxin Jiang KELM RALM 67 47 0 08 May 2023
Measuring Massive Multitask Chinese Understanding Hui Zeng ALM ELM AILaw 73 29 0 25 Apr 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 137 638 0 30 Jan 2023
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 199 1,634 0 15 Dec 2022
Neural Machine Translation with Contrastive Translation Memories Xin Cheng Shen Gao Lemao Liu Dongyan Zhao Rui Yan 72 18 0 06 Dec 2022
Large Language Models Struggle to Learn Long-Tail Knowledge Nikhil Kandpal H. Deng Adam Roberts Eric Wallace Colin Raffel RALM KELM 126 415 0 15 Nov 2022
Retrieval-Augmented Generative Question Answering for Event Argument Extraction Xinya Du Heng Ji RALM 70 40 0 14 Nov 2022
Visualize Before You Write: Imagination-Guided Open-Ended Text Generation Wanrong Zhu An Yan Yujie Lu Wenda Xu Xinze Wang Miguel P. Eckstein William Yang Wang 107 36 0 07 Oct 2022
Improving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering Shamane Siriwardhana Rivindu Weerasekera Elliott Wen Tharindu Kaluarachchi R. Rana Suranga Nanayakkara VLM 67 177 0 06 Oct 2022
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks Zhenhailong Wang Xiaoman Pan Dian Yu Dong Yu Jianshu Chen Heng Ji VLM 97 10 0 01 Oct 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 312 336 0 21 Sep 2022
Training Language Models with Memory Augmentation Zexuan Zhong Tao Lei Danqi Chen RALM 286 131 0 25 May 2022
EASE: Entity-Aware Contrastive Learning of Sentence Embedding Sosuke Nishikawa Ryokan Ri Ikuya Yamada Yoshimasa Tsuruoka Isao Echizen 53 31 0 09 May 2022
Long Time No See! Open-Domain Conversation with Long-Term Persona Memory Xinchao Xu Zhibin Gou Wenquan Wu Zheng-Yu Niu Hua Wu Haifeng Wang Shihang Wang RALM 66 114 0 11 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 877 12,973 0 04 Mar 2022
Neuro-Symbolic Language Modeling with Automaton-augmented Retrieval Uri Alon Frank F. Xu Junxian He Sudipta Sengupta Dan Roth Graham Neubig RALM 113 63 0 28 Jan 2022