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2305.06983
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Active Retrieval Augmented Generation
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2023
11 May 2023
Zhengbao Jiang
Frank F. Xu
Luyu Gao
Zhiqing Sun
Qian Liu
Jane Dwivedi-Yu
Yiming Yang
Jamie Callan
Graham Neubig
RALM
Re-assign community
ArXiv (abs)
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HuggingFace (3 upvotes)
Github (633★)
Papers citing
"Active Retrieval Augmented Generation"
50 / 242 papers shown
Modular RAG: Transforming RAG Systems into LEGO-like Reconfigurable Frameworks
Yunfan Gao
Yun Xiong
Meng Wang
Haofen Wang
337
46
0
26 Jul 2024
Bailicai: A Domain-Optimized Retrieval-Augmented Generation Framework for Medical Applications
Cui Long
Yongbin Liu
Chunping Ouyang
Ying Yu
171
13
0
24 Jul 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach
Zhouyu Jiang
Mengshu Sun
Lei Liang
Qing Cui
RALM
412
39
0
18 Jul 2024
Retrieval-Enhanced Machine Learning: Synthesis and Opportunities
To Eun Kim
Alireza Salemi
Andrew Drozdov
Fernando Diaz
Hamed Zamani
371
10
0
17 Jul 2024
On Mitigating Code LLM Hallucinations with API Documentation
Nihal Jain
Robert Kwiatkowski
Baishakhi Ray
M. K. Ramanathan
Varun Kumar
270
22
0
13 Jul 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting
Zilong Wang
Zifeng Wang
Long Le
Huaixiu Steven Zheng
Swaroop Mishra
...
Anush Mattapalli
Ankur Taly
Jingbo Shang
Zifeng Wang
Tomas Pfister
RALM
329
74
0
11 Jul 2024
FACTS About Building Retrieval Augmented Generation-based Chatbots
Rama Akkiraju
Anbang Xu
Deepak Bora
Tan Yu
Lu An
...
Nave Algarici
Jacob Liberman
Joey Conway
Sonu Nayyar
Justin Boitano
154
22
0
10 Jul 2024
RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs
Yue Yu
Ming-Yu Liu
Zihan Liu
Wei Ping
Jiaxuan You
Chao Zhang
Mohammad Shoeybi
Bryan Catanzaro
ALM
RALM
372
172
0
02 Jul 2024
Retrieval-augmented generation in multilingual settings
Nadezhda Chirkova
David Rau
Hervé Déjean
Thibault Formal
Stéphane Clinchant
Vassilina Nikoulina
RALM
232
28
0
01 Jul 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation
Guanting Dong
Yutao Zhu
Chenghao Zhang
Zechen Wang
Zhicheng Dou
Ji-Rong Wen
RALM
297
34
0
26 Jun 2024
UDA: A Benchmark Suite for Retrieval Augmented Generation in Real-world Document Analysis
Yulong Hui
Yao Lu
Huanchen Zhang
RALM
287
37
0
21 Jun 2024
Thread: A Logic-Based Data Organization Paradigm for How-To Question Answering with Retrieval Augmented Generation
Kaikai An
Fangkai Yang
Liqun Li
Junting Lu
Sitao Cheng
...
Qingwei Lin
Saravan Rajmohan
Dongmei Zhang
Qi Zhang
Baobao Chang
RALM
202
3
0
19 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales
International Conference on Learning Representations (ICLR), 2024
Zhepei Wei
Wei-Lin Chen
Yu Meng
RALM
611
12
0
19 Jun 2024
Towards Lifelong Learning of Large Language Models: A Survey
Junhao Zheng
Shengjie Qiu
Chengming Shi
Qianli Ma
KELM
CLL
285
64
0
10 Jun 2024
AutoSurvey: Large Language Models Can Automatically Write Surveys
Yidong Wang
Qi Guo
Wenjin Yao
Hongbo Zhang
Xin Zhang
...
Hao Fei
Qingsong Wen
Wei Ye
Shikun Zhang
Yue Zhang
LM&MA
217
77
0
10 Jun 2024
Graph Neural Network Enhanced Retrieval for Question Answering of LLMs
Zijian Li
Qingyan Guo
Jiawei Shao
Lei Song
Jiang Bian
Jun Zhang
Rui Wang
RALM
178
13
0
03 Jun 2024
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs
Ryo Kamoi
Yusen Zhang
Nan Zhang
Jiawei Han
Rui Zhang
LRM
397
156
0
03 Jun 2024
A Theory for Token-Level Harmonization in Retrieval-Augmented Generation
Shicheng Xu
Liang Pang
Huawei Shen
Xueqi Cheng
210
0
0
03 Jun 2024
Retrieval Meets Reasoning: Even High-school Textbook Knowledge Benefits Multimodal Reasoning
Cheng Tan
Jingxuan Wei
Linzhuang Sun
Zhangyang Gao
Siyuan Li
Bihui Yu
Ruifeng Guo
Stan Z. Li
ReLM
LRM
3DV
282
14
0
31 May 2024
A Multi-Source Retrieval Question Answering Framework Based on RAG
Ridong Wu
Shuhong Chen
Xiangbiao Su
Yuankai Zhu
Yifei Liao
Jianming Wu
119
7
0
29 May 2024
Evaluating the External and Parametric Knowledge Fusion of Large Language Models
Hao Zhang
Yuyang Zhang
Xiaoguang Li
Wenxuan Shi
Haonan Xu
...
Yasheng Wang
Lifeng Shang
Qun Liu
Yong Liu
Ruiming Tang
KELM
246
7
0
29 May 2024
CtrlA: Adaptive Retrieval-Augmented Generation via Probe-Guided Control
Huanshuo Liu
Hao Zhang
Zhijiang Guo
Kuicai Dong
Xiangyang Li
Yi Quan Lee
Cong Zhang
Yong Liu
3DV
277
6
0
29 May 2024
Accelerating Inference of Retrieval-Augmented Generation via Sparse Context Selection
Yun Zhu
Jia-Chen Gu
Caitlin Sikora
Ho Ko
Yinxiao Liu
...
Lei Shu
Liangchen Luo
Lei Meng
Bang Liu
Jindong Chen
RALM
248
26
0
25 May 2024
Are Long-LLMs A Necessity For Long-Context Tasks?
Hongjin Qian
Zheng Liu
Peitian Zhang
Kelong Mao
Yujia Zhou
Xu Chen
Zhicheng Dou
124
23
0
24 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models
Neural Information Processing Systems (NeurIPS), 2024
Bernal Jiménez Gutiérrez
Yiheng Shu
Yu Gu
Michihiro Yasunaga
Yu-Chuan Su
RALM
CLL
369
116
0
23 May 2024
FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research
Jiajie Jin
Yutao Zhu
Xinyu Yang
Chenghao Zhang
Zhicheng Dou
Chenghao Zhang
Tong Zhao
Zhao Yang
Zhicheng Dou
Ji-Rong Wen
VLM
416
143
0
22 May 2024
AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments
Samuel Schmidgall
Rojin Ziaei
Carl Harris
Eduardo Reis
Jeffrey Jopling
Michael Moor
1.2K
127
0
13 May 2024
A Survey on RAG Meeting LLMs: Towards Retrieval-Augmented Large Language Models
Knowledge Discovery and Data Mining (KDD), 2024
Wenqi Fan
Yujuan Ding
Liang-bo Ning
Shijie Wang
Hengyun Li
D. Yin
Tat-Seng Chua
Qing Li
RALM
3DV
598
612
0
10 May 2024
Towards Neural Synthesis for SMT-Assisted Proof-Oriented Programming
International Conference on Software Engineering (ICSE), 2024
Saikat Chakraborty
Gabriel Ebner
Siddharth Bhat
Sarah Fakhoury
Sakina Fatima
Shuvendu K. Lahiri
Nikhil Swamy
217
23
0
03 May 2024
FLAME: Factuality-Aware Alignment for Large Language Models
Neural Information Processing Systems (NeurIPS), 2024
Sheng-Chieh Lin
Luyu Gao
Barlas Oğuz
Wenhan Xiong
Jimmy Lin
Anuj Kumar
Xilun Chen
HILM
191
42
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02 May 2024
From Persona to Personalization: A Survey on Role-Playing Language Agents
Jiangjie Chen
Xintao Wang
Rui Xu
Siyu Yuan
Yikai Zhang
...
Caiyu Hu
Siye Wu
Scott Ren
Ziquan Fu
Yanghua Xiao
384
184
0
28 Apr 2024
Wiki-LLaVA: Hierarchical Retrieval-Augmented Generation for Multimodal LLMs
Davide Caffagni
Federico Cocchi
Nicholas Moratelli
Sara Sarto
Marcella Cornia
Lorenzo Baraldi
Rita Cucchiara
KELM
382
77
0
23 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
551
135
0
23 Apr 2024
Unlocking Multi-View Insights in Knowledge-Dense Retrieval-Augmented Generation
IEEE Transactions on Audio, Speech, and Language Processing (IEEE TASLP), 2024
Guanhua Chen
Wenhan Yu
Xiao Lu
Xiao Zhang
Erli Meng
Lei Sha
3DV
211
1
0
19 Apr 2024
Enhancing Q&A with Domain-Specific Fine-Tuning and Iterative Reasoning: A Comparative Study
Zooey Nguyen
Anthony Annunziata
Vinh Luong
Sang Dinh
Quynh Le
Anh Hai Ha
Chanh Le
Hong An Phan
Shruti Raghavan
Christopher Nguyen
LRM
159
8
0
17 Apr 2024
LLoCO: Learning Long Contexts Offline
Sijun Tan
Xiuyu Li
Shishir G. Patil
Ziyang Wu
Tianjun Zhang
Kurt Keutzer
Alfons Kemper
Raluca A. Popa
RALM
OffRL
LLMAG
201
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11 Apr 2024
Octopus v2: On-device language model for super agent
Wei Chen
Zhiyuan Li
RALM
295
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02 Apr 2024
A Roadmap Towards Automated and Regulated Robotic Systems
Yihao Liu
Mehran Armand
190
3
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21 Mar 2024
Repoformer: Selective Retrieval for Repository-Level Code Completion
International Conference on Machine Learning (ICML), 2024
Di Wu
W. Ahmad
Dejiao Zhang
M. K. Ramanathan
Xiaofei Ma
252
58
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15 Mar 2024
ClaimVer: Explainable Claim-Level Verification and Evidence Attribution of Text Through Knowledge Graphs
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Preetam Prabhu Srikar Dammu
Himanshu Naidu
Mouly Dewan
YoungMin Kim
Tanya Roosta
Aman Chadha
Chirag Shah
470
13
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12 Mar 2024
Stealing Part of a Production Language Model
International Conference on Machine Learning (ICML), 2024
Nicholas Carlini
Daniel Paleka
Krishnamurthy Dvijotham
Thomas Steinke
Jonathan Hayase
...
Arthur Conmy
Itay Yona
Eric Wallace
David Rolnick
Florian Tramèr
MLAU
AAML
305
134
0
11 Mar 2024
PipeRAG: Fast Retrieval-Augmented Generation via Algorithm-System Co-design
Wenqi Jiang
Shuai Zhang
Boran Han
Jie Wang
Bernie Wang
Tim Kraska
3DV
230
47
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08 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval
Akari Asai
Zexuan Zhong
Danqi Chen
Pang Wei Koh
Luke Zettlemoyer
Hanna Hajishirzi
Anuj Kumar
KELM
RALM
322
82
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05 Mar 2024
Online Training of Large Language Models: Learn while chatting
Juhao Liang
Ziwei Wang
Zhuoheng Ma
Jianquan Li
Zhiyi Zhang
Xiangbo Wu
Benyou Wang
KELM
266
7
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04 Mar 2024
In-Context Sharpness as Alerts: An Inner Representation Perspective for Hallucination Mitigation
Shiqi Chen
Miao Xiong
Junteng Liu
Zhengxuan Wu
Teng Xiao
Siyang Gao
Junxian He
HILM
433
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03 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey
Penghao Zhao
Hailin Zhang
Qinhan Yu
Zhengren Wang
Yunteng Geng
Fangcheng Fu
Ling Yang
Wentao Zhang
Jie Jiang
Tengjiao Wang
3DV
964
463
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29 Feb 2024
Exploring the Potential of Large Language Models for Improving Digital Forensic Investigation Efficiency
Akila Wickramasekara
Frank Breitinger
Mark Scanlon
516
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Mafin: Enhancing Black-Box Embeddings with Model Augmented Fine-Tuning
Mingtian Zhang
Shawn Lan
Peter Hayes
David Barber
455
4
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19 Feb 2024
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering
Haoyu Wang
Ruirui Li
Haoming Jiang
Jinjin Tian
Zhengyang Wang
Chen Luo
Xianfeng Tang
Monica Cheng
Tuo Zhao
Jing Gao
RALM
KELM
232
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16 Feb 2024
Feedback Loops With Language Models Drive In-Context Reward Hacking
International Conference on Machine Learning (ICML), 2024
Alexander Pan
Erik Jones
Meena Jagadeesan
Jacob Steinhardt
KELM
402
56
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09 Feb 2024
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