# 📄 Retrieval Augmented Generation

## Paper List

<div style="line-height:0.2em;">


[**Retrieval-Augmented Mixture of LoRA Experts for Uploadable Machine Learning**](https://arxiv.org/abs/2406.16989) （**2024.06.24**）

<font color="gray">Ziyu Zhao, Leilei Gan, Guoyin Wang, Yuwei Hu, Tao Shen, etc </font>

![](https://img.shields.io/badge/Citations-0-green)

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[**Enhancing RAG Systems: A Survey of Optimization Strategies for Performance and Scalability**](https://doi.org/10.55041/ijsrem35402) （**2024.06.04**）

<font color="gray">【INTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**Enhancing Noise Robustness of Retrieval-Augmented Language Models with Adaptive Adversarial Training**](https://doi.org/10.48550/arXiv.2405.20978) （**2024.05.31**）

<font color="gray">Feiteng Fang, Yuelin Bai, Shiwen Ni, Min Yang, Xiaojun Chen, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-1-green)

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[**Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection**](https://doi.org/10.48550/arXiv.2405.16178) （**2024.05.25**）

<font color="gray">Yun Zhu, Jia-Chen Gu, Caitlin Sikora, Ho Ko, Yinxiao Liu, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**DocReLM: Mastering Document Retrieval with Language Model**](https://doi.org/10.48550/arXiv.2405.11461) （**2024.05.19**）

<font color="gray">Gengchen Wei, Xinle Pang, Tianning Zhang, Yu Sun, Xun Qian, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**UniRAG: Universal Retrieval Augmentation for Multi-Modal Large Language Models**](https://doi.org/10.48550/arXiv.2405.10311) （**2024.05.16**）

<font color="gray">Sahel Sharifymoghaddam, Shivani Upadhyay, Wenhu Chen, Jimmy Lin .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**ChatHuman: Language-driven 3D Human Understanding with Retrieval-Augmented Tool Reasoning**](https://doi.org/10.48550/arXiv.2405.04533) （**2024.05.07**）

<font color="gray">Jing Lin, Yao Feng, Weiyang Liu, Michael J. Black .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**REASONS: A benchmark for REtrieval and Automated citationS Of scieNtific Sentences using Public and Proprietary LLMs**](https://doi.org/10.48550/arXiv.2405.02228) （**2024.05.03**）

<font color="gray">Deepa Tilwani, Yash Saxena, Ali Mohammadi, Edward Raff, Amit P. Sheth, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-1-green)

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[**Superposition Prompting: Improving and Accelerating Retrieval-Augmented Generation**](https://arxiv.org/abs/2404.06910) （**2024.04.10**）

<font color="gray">Thomas Merth, Qichen Fu, Mohammad Rastegari, Mahyar Najibi </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-14-red)

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[**Untangle the KNOT: Interweaving Conflicting Knowledge and Reasoning Skills in Large Language Models**](https://arxiv.org/abs/2404.03577) （**2024.04.04**）

<font color="gray">Yan-Tie Liu, Zijun Yao, Xin Lv, Yuchen Fan, S. Cao, etc </font>

![](https://img.shields.io/badge/Citations-0-green)  [![](https://img.shields.io/badge/Github%20Stars-1-blue)](https://github.com/thu-keg/knot)

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[**Unveiling LLMs: The Evolution of Latent Representations in a Temporal Knowledge Graph**](https://arxiv.org/abs/2404.03623) （**2024.04.04**）

<font color="gray">Marco Bronzini, Carlo Nicolini, Bruno Lepri, Jacopo Staiano, Andrea Passerini </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-6-red)

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[**JORA: JAX Tensor-Parallel LoRA Library for Retrieval Augmented Fine-Tuning**](https://doi.org/10.48550/arXiv.2403.11366) （**2024.03.17**）

<font color="gray">Anique Tahir, Lu Cheng, Huan Liu .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)  [![](https://img.shields.io/badge/Github%20Stars-22-blue)](https://github.com/aniquetahir/JORA)

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[**Retrieval-Augmented Generation for AI-Generated Content: A Survey**](https://arxiv.org/abs/2402.19473) （**2024.02.29**）

<font color="gray">Penghao Zhao, Hailin Zhang, Qinhan Yu, Zhengren Wang, Yunteng Geng, etc </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-132-red)  [![](https://img.shields.io/badge/Github%20Stars-893-blue)](https://github.com/hymie122/rag-survey)

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[**VerifiNER: Verification-augmented NER via Knowledge-grounded Reasoning with Large Language Models**](https://arxiv.org/abs/2402.18374) （**2024.02.28**）

<font color="gray">Seoyeon Kim, Kwangwook Seo, Hyungjoo Chae, Jinyoung Yeo, Dongha Lee </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-3-red)  [![](https://img.shields.io/badge/Github%20Stars-3-blue)](https://github.com/emseoyk/verifiner)

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[**The Power of Noise: Redefining Retrieval for RAG Systems**](https://doi.org/10.1145/3626772.3657834) （**2024.01.26**）

<font color="gray">Florin Cuconasu, Giovanni Trappolini, F. Siciliano, Simone Filice, Cesare Campagnano, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-37-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-51-red)  [![](https://img.shields.io/badge/Github%20Stars-26-blue)](https://github.com/florin-git/The-Power-of-Noise)

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[**LLM Augmented LLMs: Expanding Capabilities through Composition**](https://doi.org/10.48550/arXiv.2401.02412) （**2024.01.04**）

<font color="gray">Rachit Bansal, Bidisha Samanta, Siddharth Dalmia, Nitish Gupta, Shikhar Vashishth, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-1-green)  [![](https://img.shields.io/badge/Github%20Stars-145-blue)](https://github.com/lucidrains/CALM-pytorch)

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[**ARES: An Automated Evaluation Framework for Retrieval-Augmented Generation Systems**](https://doi.org/10.48550/arXiv.2311.09476) （**2023.11.16**）

<font color="gray">Jon Saad-Falcon, O. Khattab, Christopher Potts, Matei Zaharia .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-1-green)  [![](https://img.shields.io/badge/Github%20Stars-371-blue)](https://github.com/stanford-futuredata/ares)

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[**Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models**](https://doi.org/10.48550/arXiv.2311.09210) （**2023.11.15**）

<font color="gray">W. Yu, Hongming Zhang, Xiaoman Pan, Kaixin Ma, Hongwei Wang, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-17-green)

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[**From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL**](https://doi.org/10.48550/arXiv.2311.06595) （**2023.11.11**）

<font color="gray">Xiaoqian Li, Ercong Nie, Sheng Liang .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-1-green)

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[**Optimizing Retrieval-augmented Reader Models via Token Elimination**](https://doi.org/10.48550/arXiv.2310.13682) （**2023.10.20**）

<font color="gray">Moshe Berchansky, Peter Izsak, Avi Caciularu, Ido Dagan, Moshe Wasserblat .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-3-green)  [![](https://img.shields.io/badge/Github%20Stars-6-blue)](https://github.com/mosheber/token_elimination)

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[**Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection**](https://doi.org/10.48550/arXiv.2310.11511) （**2023.10.17**）

<font color="gray">Akari Asai, Zeqiu Wu, Yizhong Wang, Avirup Sil, Hannaneh Hajishirzi .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-13-green)  [![](https://img.shields.io/badge/Github%20Stars-1.6k-blue)](https://github.com/AkariAsai/self-rag)

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[**Retrieve Anything To Augment Large Language Models**](https://doi.org/10.48550/arXiv.2310.07554) （**2023.10.11**）

<font color="gray">Peitian Zhang, Shitao Xiao, Zheng Liu, Zhicheng Dou, Jian-Yun Nie .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-10-green)  [![](https://img.shields.io/badge/Github%20Stars-5.9k-blue)](https://github.com/flagopen/flagembedding)

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[**Self-Knowledge Guided Retrieval Augmentation for Large Language Models**](https://doi.org/10.48550/arXiv.2310.05002) （**2023.10.08**）

<font color="gray">Yile Wang, Peng Li, Maosong Sun, Yang Liu .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-3-green)  [![](https://img.shields.io/badge/Github%20Stars-888-blue)](https://github.com/ruc-nlpir/flashrag)

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[**Retrieval-Generation Synergy Augmented Large Language Models**](https://doi.org/10.48550/arXiv.2310.05149) （**2023.10.08**）

<font color="gray">Zhangyin Feng, Xiaocheng Feng, Dezhi Zhao, Maojin Yang, Bing Qin .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-4-green)

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[**RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation**](https://doi.org/10.48550/arXiv.2310.04408) （**2023.10.06**）

<font color="gray">Fangyuan Xu, Weijia Shi, Eunsol Choi .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-16-green)  [![](https://img.shields.io/badge/Github%20Stars-56-blue)](https://github.com/carriex/recomp)

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[**Retrieval meets Long Context Large Language Models**](https://doi.org/10.48550/arXiv.2310.03025) （**2023.10.04**）

<font color="gray">Peng Xu, Wei Ping, Xianchao Wu, Lawrence C. McAfee, Chen Zhu, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-10-green)

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[**Making Retrieval-Augmented Language Models Robust to Irrelevant Context**](https://doi.org/10.48550/arXiv.2310.01558) （**2023.10.02**）

<font color="gray">Ori Yoran, Tomer Wolfson, Ori Ram, Jonathan Berant .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-17-green)  [![](https://img.shields.io/badge/Github%20Stars-53-blue)](https://github.com/oriyor/ret-robust)

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[**RAGAS: Automated Evaluation of Retrieval Augmented Generation**](https://doi.org/10.48550/arXiv.2309.15217) （**2023.09.26**）

<font color="gray">ES Shahul, Jithin James, Luis Espinosa Anke, Steven Schockaert .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-12-green)  [![](https://img.shields.io/badge/Github%20Stars-5.6k-blue)](https://github.com/explodinggradients/ragas)

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[**Benchmarking Large Language Models in Retrieval-Augmented Generation**](https://doi.org/10.48550/arXiv.2309.01431) （**2023.09.04**）

<font color="gray">Jiawei Chen, Hongyu Lin, Xianpei Han, Le Sun .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-8-green)  [![](https://img.shields.io/badge/Github%20Stars-222-blue)](https://github.com/chen700564/RGB)

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[**RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language Models**](https://doi.org/10.48550/arXiv.2308.10633) （**2023.08.21**）

<font color="gray">Yasuto Hoshi, D. Miyashita, Youyang Ng, Kento Tatsuno, Yasuhiro Morioka, etc .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-2-green)  [![](https://img.shields.io/badge/Github%20Stars-50-blue)](https://github.com/yhoshi3/ralle)

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[**KnowledGPT: Enhancing Large Language Models with Retrieval and Storage Access on Knowledge Bases**](https://doi.org/10.48550/arXiv.2308.11761) （**2023.08.17**）

<font color="gray">Xintao Wang, Qian Yang, Yongting Qiu, Jiaqing Liang, Qi He, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-7-green)

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[**Evaluating Correctness and Faithfulness of Instruction-Following Models for Question Answering**](https://doi.org/10.48550/arXiv.2307.16877) （**2023.07.31**）

<font color="gray">Vaibhav Adlakha, Parishad BehnamGhader, Xing Han Lu, Nicholas Meade, Siva Reddy .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-17-green)  [![](https://img.shields.io/badge/Github%20Stars-72-blue)](https://github.com/mcgill-nlp/instruct-qa)

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[**Referral Augmentation for Zero-Shot Information Retrieval**](https://arxiv.org/abs/2305.15098) （**2023.05.24**）

<font color="gray">Michael Tang, Shunyu Yao, John Yang, Karthik Narasimhan </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-3-red)  [![](https://img.shields.io/badge/Github%20Stars-6-blue)](https://github.com/michaelwilliamtang/referral-augment)

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[**LLMDet: A Large Language Models Detection Tool**](https://arxiv.org/abs/2305.15004) （**2023.05.24**）

<font color="gray">Kangxi Wu, Liang Pang, Huawei Shen, Xueqi Cheng, Tat-Seng Chua </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-11-red)

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[**KNN-LM Does Not Improve Open-ended Text Generation**](https://arxiv.org/abs/2305.14625) （**2023.05.24**）

<font color="gray">Shufan Wang, Yixiao Song, Andrew Drozdov, Aparna Garimella, Varun Manjunatha, etc </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-14-red)

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[**Query Rewriting for Retrieval-Augmented Large Language Models**](https://doi.org/10.48550/arXiv.2305.14283) （**2023.05.23**）

<font color="gray">Xinbei Ma, Yeyun Gong, Pengcheng He, Hai Zhao, Nan Duan .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-7-green)

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[**Knowledge-Retrieval Task-Oriented Dialog Systems with Semi-Supervision**](https://arxiv.org/abs/2305.13199) （**2023.05.22**）

<font color="gray">Yucheng Cai, Hong Liu, Zhijian Ou, Y. Huang, Junlan Feng </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-8-red)  [![](https://img.shields.io/badge/Github%20Stars-2-blue)](https://github.com/thu-spmi/jsa-krtod)

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[**Sentence Representations via Gaussian Embedding**](https://arxiv.org/abs/2305.12990) （**2023.05.22**）

<font color="gray">Shohei Yoda, Hayato Tsukagoshi, Ryohei Sasano, Koichi Takeda </font>

![](https://img.shields.io/badge/Citations-0-green)

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[**Retrieving Texts based on Abstract Descriptions**](https://arxiv.org/abs/2305.12517) （**2023.05.21**）

<font color="gray">Shauli Ravfogel, Valentina Pyatkin, Amir D. N. Cohen, Avshalom Manevich, Yoav Goldberg </font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-14-red)

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[**Decouple knowledge from paramters for plug-and-play language modeling**](https://doi.org/10.48550/arXiv.2305.11564) （**2023.05.19**）

<font color="gray">Xin Cheng, Yankai Lin, Xiuying Chen, Dongyan Zhao, Rui Yan .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**Ditto: A Simple and Efficient Approach to Improve Sentence Embeddings**](https://doi.org/10.48550/arXiv.2305.10786) （**2023.05.18**）

<font color="gray">Qian Chen, Wen Wang, Qinglin Zhang, Siqi Zheng, Chong Deng, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)  [![](https://img.shields.io/badge/Github%20Stars-97-blue)](https://github.com/alibaba-damo-academy/spokennlp)

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[**ReGen: Zero-Shot Text Classification via Training Data Generation with Progressive Dense Retrieval**](https://doi.org/10.48550/arXiv.2305.10703) （**2023.05.18**）

<font color="gray">Yue Yu, Yuchen Zhuang, Rongzhi Zhang, Yu Meng, Jiaming Shen, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)  [![](https://img.shields.io/badge/Github%20Stars-18-blue)](https://github.com/yueyu1030/ReGen)

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[**The Web Can Be Your Oyster for Improving Large Language Models**](https://doi.org/10.48550/arXiv.2305.10998) （**2023.05.18**）

<font color="gray">Junyi Li, Tianyi Tang, Wayne Xin Zhao, Jingyuan Wang, J. Nie, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)  [![](https://img.shields.io/badge/Github%20Stars-10-blue)](https://github.com/rucaibox/uniweb)

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[**TOME: A Two-stage Approach for Model-based Retrieval**](https://doi.org/10.48550/arXiv.2305.11161) （**2023.05.18**）

<font color="gray">Ruiyang Ren, Wayne Xin Zhao, J. Liu, Huaqin Wu, Ji-rong Wen, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-0-green)

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[**Active Retrieval Augmented Generation**](https://doi.org/10.48550/arXiv.2305.06983) （**2023.05.11**）

<font color="gray">Zhengbao Jiang, Frank F. Xu, Luyu Gao, Zhiqing Sun, Qian Liu, etc .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-31-green)  [![](https://img.shields.io/badge/Github%20Stars-545-blue)](https://github.com/jzbjyb/flare)

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[**Augmented Large Language Models with Parametric Knowledge Guiding**](https://doi.org/10.48550/arXiv.2305.04757) （**2023.05.08**）

<font color="gray">Ziyang Luo, Can Xu, Pu Zhao, Xiubo Geng, Chongyang Tao, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-19-green)  [![](https://img.shields.io/badge/Github%20Stars-36-blue)](https://github.com/chiyeunglaw/lexlip-iccv23)

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[**Lift Yourself Up: Retrieval-augmented Text Generation with Self Memory**](https://doi.org/10.48550/arXiv.2305.02437) （**2023.05.03**）

<font color="gray">Xin Cheng, Di Luo, Xiuying Chen, Lemao Liu, Dongyan Zhao, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-9-green)  [![](https://img.shields.io/badge/Github%20Stars-40-blue)](https://github.com/hannibal046/selfmemory)

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[**UPRISE: Universal Prompt Retrieval for Improving Zero-Shot Evaluation**](https://doi.org/10.48550/arXiv.2303.08518) （**2023.03.15**）

<font color="gray">Daixuan Cheng, Shaohan Huang, Junyu Bi, Yu-Wei Zhan, Jianfeng Liu, etc .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-20-green)  [![](https://img.shields.io/badge/Github%20Stars-3.4k-blue)](https://github.com/microsoft/lmops)

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[**REPLUG: Retrieval-Augmented Black-Box Language Models**](https://doi.org/10.48550/arXiv.2301.12652) （**2023.01.30**）

<font color="gray">Weijia Shi, Sewon Min, Michihiro Yasunaga, Minjoon Seo, Rich James, etc .  - 【ArXiv】</font>

![](https://img.shields.io/badge/Citations-3-green)  [![](https://img.shields.io/badge/Github%20Stars-1.1k-blue)](https://github.com/intellabs/fastrag)

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[**Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP**](https://doi.org/10.48550/arXiv.2212.14024) （**2022.12.28**）

<font color="gray">O. Khattab, Keshav Santhanam, Xiang Lisa Li, David Leo Wright Hall, Percy Liang, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-109-green)  [![](https://img.shields.io/badge/Github%20Stars-14.0k-blue)](https://github.com/stanfordnlp/dsp)

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[**One Embedder, Any Task: Instruction-Finetuned Text Embeddings**](https://doi.org/10.48550/arXiv.2212.09741) （**2022.12.19**）

<font color="gray">Hongjin Su, Weijia Shi, Jungo Kasai, Yizhong Wang, Yushi Hu, etc .  - 【ArXiv】</font>

![](https://img.shields.io/badge/Citations-2-green)  [![](https://img.shields.io/badge/Github%20Stars-1.8k-blue)](https://github.com/HKUNLP/instructor-embedding)

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[**Don’t Prompt, Search! Mining-based Zero-Shot Learning with Language Models**](https://doi.org/10.48550/arXiv.2210.14803) （**2022.10.26**）

<font color="gray">Mozes van de Kar, M. Xia, Danqi Chen, Mikel Artetxe .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-1-green)

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[**Knowledge Prompting in Pre-trained Language Model for Natural Language Understanding**](https://doi.org/10.48550/arXiv.2210.08536) （**2022.10.16**）

<font color="gray">J. Wang, Wenkang Huang, Qiuhui Shi, Hongbin Wang, Minghui Qiu, etc .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-2-green)  [![](https://img.shields.io/badge/Github%20Stars-12-blue)](https://github.com/wjn1996/kp-plm)

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[**Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding**](https://doi.org/10.48550/arXiv.2210.03304) （**2022.10.07**）

<font color="gray">Zhichao Yang, Shufan Wang, Bhanu Pratap Singh Rawat, Avijit Mitra, Hong Yu .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-2-green)  [![](https://img.shields.io/badge/Github%20Stars-44-blue)](https://github.com/whaleloops/KEPT)

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[**Recitation-Augmented Language Models**](https://doi.org/10.48550/arXiv.2210.01296) （**2022.10.04**）

<font color="gray">Zhiqing Sun, Xuezhi Wang, Yi Tay, Yiming Yang, Denny Zhou .  - 【International Conference on Learning Representations】</font>

![](https://img.shields.io/badge/Citations-42-green)  [![](https://img.shields.io/badge/Github%20Stars-87-blue)](https://github.com/edward-sun/recite)

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[**Generate rather than Retrieve: Large Language Models are Strong Context Generators**](https://doi.org/10.48550/arXiv.2209.10063) （**2022.09.21**）

<font color="gray">W. Yu, Dan Iter, Shuohang Wang, Yichong Xu, Mingxuan Ju, etc .  - 【International Conference on Learning Representations】</font>

![](https://img.shields.io/badge/Citations-144-green)  [![](https://img.shields.io/badge/Github%20Stars-272-blue)](https://github.com/wyu97/GenRead)

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[**Few-shot Learning with Retrieval Augmented Language Models**](https://doi.org/10.48550/arXiv.2208.03299) （**2022.08.05**）

<font color="gray">Gautier Izacard, Patrick Lewis, M. Lomeli, Lucas Hosseini, F. Petroni, etc .  - 【Journal of machine learning research】</font>

![](https://img.shields.io/badge/Citations-289-green)

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[**DocPrompting: Generating Code by Retrieving the Docs**](https://arxiv.org/abs/2207.05987) （**2022.07.13**）

<font color="gray">Shuyan Zhou, Uri Alon, Frank F. Xu, Zhiruo Wang, Zhengbao Jiang, etc </font>

![](https://img.shields.io/badge/Citations-4-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-50-red)  [![](https://img.shields.io/badge/Github%20Stars-230-blue)](https://github.com/shuyanzhou/docprompting)

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[**Towards Unified Conversational Recommender Systems via Knowledge-Enhanced Prompt Learning**](https://doi.org/10.1145/3534678.3539382) （**2022.06.19**）

<font color="gray">Xiaolei Wang, Kun Zhou, Ji-rong Wen, Wayne Xin Zhao .  - 【Knowledge Discovery and Data Mining】</font>

![](https://img.shields.io/badge/Citations-4-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-59-red)  [![](https://img.shields.io/badge/Github%20Stars-71-blue)](https://github.com/rucaibox/unicrs)

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[**Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning**](https://doi.org/10.48550/arXiv.2205.14704) （**2022.05.29**）

<font color="gray">Xiang Chen, Lei Li, Ningyu Zhang, Xiaozhuan Liang, Shumin Deng, etc .  - 【ArXiv】</font>

![](https://img.shields.io/badge/Citations-7-green)  [![](https://img.shields.io/badge/Github%20Stars-662-blue)](https://github.com/zjunlp/promptkg)

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[**Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning**](https://doi.org/10.1145/3477495.3531746) （**2022.05.04**）

<font color="gray">Xiang Chen, Lei Li, Ningyu Zhang, Chuanqi Tan, Fei Huang, etc .  - 【Annual International ACM SIGIR Conference on Research and Development in Information Retrieval】</font>

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[**Contrastive Demonstration Tuning for Pre-trained Language Models**](https://doi.org/10.48550/arXiv.2204.04392) （**2022.04.09**）

<font color="gray">Xiaozhuan Liang, Ningyu Zhang, Ningyu Zhang, Siyuan Cheng, Zhen Bi, etc .  - 【Conference on Empirical Methods in Natural Language Processing】</font>

![](https://img.shields.io/badge/Citations-3-green)  [![](https://img.shields.io/badge/Github%20Stars-662-blue)](https://github.com/zjunlp/PromptKG/tree/main/research/Demo-Tuning)

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[**Multi-Stage Prompting for Knowledgeable Dialogue Generation**](https://doi.org/10.48550/arXiv.2203.08745) （**2022.03.16**）

<font color="gray">Zihan Liu, M. Patwary, R. Prenger, Shrimai Prabhumoye, Wei Ping, etc .  - 【Findings】</font>

![](https://img.shields.io/badge/Citations-12-green)  [![](https://img.shields.io/badge/Github%20Stars-9.3k-blue)](https://github.com/NVIDIA/Megatron-LM)

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[**Training Data is More Valuable than You Think: A Simple and Effective Method by Retrieving from Training Data**](https://doi.org/10.48550/arXiv.2203.08773) （**2022.03.16**）

<font color="gray">Shuo Wang, Yichong Xu, Yuwei Fang, Yang Liu, S. Sun, etc .  - 【Annual Meeting of the Association for Computational Linguistics】</font>

![](https://img.shields.io/badge/Citations-21-green)  [![](https://img.shields.io/badge/Github%20Stars-116-blue)](https://github.com/microsoft/reina)

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[**Generated Knowledge Prompting for Commonsense Reasoning**](https://doi.org/10.18653/v1/2022.acl-long.225) （**2021.10.15**）

<font color="gray">Jiacheng Liu, Alisa Liu, Ximing Lu, S. Welleck, Peter West, etc .  - 【Annual Meeting of the Association for Computational Linguistics】</font>

![](https://img.shields.io/badge/Citations-37-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-249-red)  [![](https://img.shields.io/badge/Github%20Stars-84-blue)](https://github.com/liujch1998/gkp)

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[**Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification**](https://doi.org/10.18653/v1/2022.acl-long.158) （**2021.08.04**）

<font color="gray">Shengding Hu, Ning Ding, Huadong Wang, Zhiyuan Liu, Juan-Zi Li, etc .  - 【Annual Meeting of the Association for Computational Linguistics】</font>

![](https://img.shields.io/badge/Citations-95-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-273-red)  [![](https://img.shields.io/badge/Github%20Stars-205-blue)](https://github.com/thunlp/knowledgeableprompttuning)

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[**PTR: Prompt Tuning with Rules for Text Classification**](https://doi.org/10.1016/j.aiopen.2022.11.003) （**2021.05.24**）

<font color="gray">Xu Han, Weilin Zhao, Ning Ding, Zhiyuan Liu, Maosong Sun .  - 【AI Open】</font>

![](https://img.shields.io/badge/Citations-172-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-297-red)  [![](https://img.shields.io/badge/Github%20Stars-154-blue)](https://github.com/thunlp/PTR)

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[**Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks**](https://arxiv.org/abs/2005.11401) （**2020.05.22**）

<font color="gray">Patrick Lewis, Ethan Perez, Aleksandara Piktus, Fabio Petroni, Vladimir Karpukhin, etc .  - 【Neural Information Processing Systems】</font>

![](https://img.shields.io/badge/Citations-551-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-1.8k-red)  [![](https://img.shields.io/badge/Github%20Stars-128.6k-blue)](https://github.com/huggingface/transformers)

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[**REALM: Retrieval-Augmented Language Model Pre-Training**](https://arxiv.org/abs/2002.08909) （**2020.02.10**）

<font color="gray">Kelvin Guu, Kenton Lee, Z. Tung, Panupong Pasupat, Ming-Wei Chang .  - 【ArXiv】</font>

![](https://img.shields.io/badge/Citations-542-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-1.1k-red)  [![](https://img.shields.io/badge/Github%20Stars-1.6k-blue)](https://github.com/google-research/language/tree/master/language/realm)

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[**Prompt as a Knowledge Probe for Chinese Spelling Check**](https://doi.org/10.1007/978-3-031-10989-8_41) 

<font color="gray">Kun Peng, Nannan Sun, Jiahao Cao, Rui Liu, Jiaqian Ren, etc .  - 【Knowledge Science, Engineering and Management】</font>

![](https://img.shields.io/badge/Citations-0-green)  ![](https://img.shields.io/badge/Mendeley%20Readers-1-red)

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[**Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classiﬁcation Rolling Review submission**](https://api.semanticscholar.org/80366efe644f9fa5d1e89775eb7cb135ca46582f) 



![](https://img.shields.io/badge/Citations-0-green)

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[**Chain of Knowledge: A Framework for Grounding Large Language Models with Structured Knowledge Bases**](https://doi.org/10.48550/arXiv.2305.13269) 

<font color="gray">Xingxuan Li, Ruochen Zhao, Yew Ken Chia, Bosheng Ding, Lidong Bing, etc .  - 【arXiv.org】</font>

![](https://img.shields.io/badge/Citations-30-green)


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# CONTINUE...