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Self-Refine: Iterative Refinement with Self-Feedback
v1v2 (latest)

Self-Refine: Iterative Refinement with Self-Feedback

Neural Information Processing Systems (NeurIPS), 2023
30 March 2023
Aman Madaan
Niket Tandon
Prakhar Gupta
Skyler Hallinan
Luyu Gao
Sarah Wiegreffe
Uri Alon
Nouha Dziri
Shrimai Prabhumoye
Yiming Yang
Shashank Gupta
Bodhisattwa Prasad Majumder
Katherine Hermann
Sean Welleck
Amir Yazdanbakhsh
Peter Clark
    ReLMLRMDiffM
ArXiv (abs)PDFHTMLHuggingFace (2 upvotes)

Papers citing "Self-Refine: Iterative Refinement with Self-Feedback"

50 / 1,676 papers shown
Learning by Self-Explaining
Learning by Self-Explaining
Wolfgang Stammer
Felix Friedrich
David Steinmann
Manuel Brack
Hikaru Shindo
Kristian Kersting
467
15
0
15 Sep 2023
LASER: LLM Agent with State-Space Exploration for Web Navigation
LASER: LLM Agent with State-Space Exploration for Web Navigation
Kaixin Ma
Hongming Zhang
Hongwei Wang
Xiaoman Pan
Wenhao Yu
Dong Yu
LLMAG
320
65
0
15 Sep 2023
Empowering Private Tutoring by Chaining Large Language Models
Empowering Private Tutoring by Chaining Large Language ModelsInternational Conference on Information and Knowledge Management (CIKM), 2023
Yulin Chen
Ning Ding
Hai-Tao Zheng
Zhiyuan Liu
Maosong Sun
Bowen Zhou
AI4EdKELMELM
124
16
0
15 Sep 2023
Are Large Language Model-based Evaluators the Solution to Scaling Up
  Multilingual Evaluation?
Are Large Language Model-based Evaluators the Solution to Scaling Up Multilingual Evaluation?Findings (Findings), 2023
Rishav Hada
Varun Gumma
Adrian de Wynter
Harshita Diddee
Mohamed Ahmed
Monojit Choudhury
Kalika Bali
Sunayana Sitaram
ALMLM&MAELM
311
89
0
14 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models
Cognitive Mirage: A Review of Hallucinations in Large Language Models
Hongbin Ye
Tong Liu
Aijia Zhang
Wei Hua
Weiqiang Jia
HILM
379
113
0
13 Sep 2023
Self-Refined Large Language Model as Automated Reward Function Designer
  for Deep Reinforcement Learning in Robotics
Self-Refined Large Language Model as Automated Reward Function Designer for Deep Reinforcement Learning in Robotics
Yuheng Huang
Zhehua Zhou
Jiawei Liu
Chunrong Fang
Zhan Shu
Lei Ma
284
43
0
13 Sep 2023
Towards Reliable and Fluent Large Language Models: Incorporating
  Feedback Learning Loops in QA Systems
Towards Reliable and Fluent Large Language Models: Incorporating Feedback Learning Loops in QA Systems
Dongyub Lee
Taesun Whang
Chanhee Lee
Heuiseok Lim
KELM
133
12
0
08 Sep 2023
Evaluation and Enhancement of Semantic Grounding in Large
  Vision-Language Models
Evaluation and Enhancement of Semantic Grounding in Large Vision-Language Models
Jiaying Lu
Jinmeng Rao
Kezhen Chen
Xiaoyuan Guo
Yawen Zhang
Baochen Sun
Carl Yang
Jie Yang
217
13
0
07 Sep 2023
Large Language Models as Optimizers
Large Language Models as OptimizersInternational Conference on Learning Representations (ICLR), 2023
Chengrun Yang
Xuezhi Wang
Yifeng Lu
Hanxiao Liu
Quoc V. Le
Denny Zhou
Xinyun Chen
ODL
557
636
0
07 Sep 2023
Aligning Large Language Models for Clinical Tasks
Aligning Large Language Models for Clinical Tasks
Supun Manathunga
Isuru Hettigoda
LM&MAELMAI4MH
277
12
0
06 Sep 2023
Large Language Models for Automated Open-domain Scientific Hypotheses
  Discovery
Large Language Models for Automated Open-domain Scientific Hypotheses DiscoveryAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Zonglin Yang
Xinya Du
Junxian Li
Jie Zheng
Soujanya Poria
Xiaoshi Zhong
LRM
292
87
0
06 Sep 2023
Zero-Resource Hallucination Prevention for Large Language Models
Zero-Resource Hallucination Prevention for Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Junyu Luo
Cao Xiao
Fenglong Ma
HILM
491
35
0
06 Sep 2023
Cognitive Architectures for Language Agents
Cognitive Architectures for Language Agents
T. Sumers
Shunyu Yao
Karthik Narasimhan
Thomas Griffiths
LLMAGLM&Ro
629
283
0
05 Sep 2023
Recommender AI Agent: Integrating Large Language Models for Interactive
  Recommendations
Recommender AI Agent: Integrating Large Language Models for Interactive Recommendations
Xu Huang
Jianxun Lian
Yuxuan Lei
Jing Yao
Defu Lian
Xing Xie
LLMAG
314
166
0
31 Aug 2023
Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open
  Generative Large Language Models
Jais and Jais-chat: Arabic-Centric Foundation and Instruction-Tuned Open Generative Large Language Models
Neha Sengupta
Sunil Kumar Sahu
Bokang Jia
Satheesh Katipomu
Jinyan Su
...
A. Jackson
Hector Xuguang Ren
Preslav Nakov
Timothy Baldwin
Eric P. Xing
LRM
382
61
0
30 Aug 2023
Text-to-OverpassQL: A Natural Language Interface for Complex Geodata
  Querying of OpenStreetMap
Text-to-OverpassQL: A Natural Language Interface for Complex Geodata Querying of OpenStreetMapTransactions of the Association for Computational Linguistics (TACL), 2023
Michael Staniek
Raphael Schumann
Maike Zufle
Stefan Riezler
180
11
0
30 Aug 2023
Peering Through Preferences: Unraveling Feedback Acquisition for
  Aligning Large Language Models
Peering Through Preferences: Unraveling Feedback Acquisition for Aligning Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023
Hritik Bansal
John Dang
Aditya Grover
ALM
255
26
0
30 Aug 2023
Identifying and Mitigating the Security Risks of Generative AI
Identifying and Mitigating the Security Risks of Generative AI
Clark W. Barrett
Bradley L Boyd
Ellie Burzstein
Nicholas Carlini
Brad Chen
...
Zulfikar Ramzan
Khawaja Shams
Basel Alomair
Ankur Taly
Diyi Yang
SILM
367
122
0
28 Aug 2023
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon
  Sequential Task Planning
ISR-LLM: Iterative Self-Refined Large Language Model for Long-Horizon Sequential Task PlanningIEEE International Conference on Robotics and Automation (ICRA), 2023
Zhehua Zhou
Yuheng Huang
Kunpeng Yao
Zhan Shu
Lei Ma
251
106
0
26 Aug 2023
PREFER: Prompt Ensemble Learning via Feedback-Reflect-Refine
PREFER: Prompt Ensemble Learning via Feedback-Reflect-RefineAAAI Conference on Artificial Intelligence (AAAI), 2023
Chenrui Zhang
Lina Liu
Jinpeng Wang
Chuyuan Wang
Xiaodi Sun
Hongyu Wang
Mingchen Cai
LLMAG
247
41
0
23 Aug 2023
A Survey on Large Language Model based Autonomous Agents
A Survey on Large Language Model based Autonomous Agents
Lei Wang
Chengbang Ma
Xueyang Feng
Zeyu Zhang
Hao-ran Yang
...
Xu Chen
Yankai Lin
Wayne Xin Zhao
Zhewei Wei
Ji-Rong Wen
LLMAGAI4CELM&Ro
666
2,132
0
22 Aug 2023
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
Graph of Thoughts: Solving Elaborate Problems with Large Language ModelsAAAI Conference on Artificial Intelligence (AAAI), 2023
Maciej Besta
Nils Blach
Aleš Kubíček
Robert Gerstenberger
Michal Podstawski
...
Joanna Gajda
Tomasz Lehmann
H. Niewiadomski
Piotr Nyczyk
Torsten Hoefler
LRMAI4CELM&Ro
597
1,043
0
18 Aug 2023
CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code
  Generation
CodeCoT: Tackling Code Syntax Errors in CoT Reasoning for Code Generation
Dong Huang
Qi Bu
Yuhao Qing
Heming Cui
LRM
240
35
0
17 Aug 2023
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with
  Code-based Self-Verification
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-VerificationInternational Conference on Learning Representations (ICLR), 2023
Aojun Zhou
Ke Wang
Zimu Lu
Weikang Shi
Sichun Luo
...
Shaoqing Lu
Anya Jia
Linqi Song
Mingjie Zhan
Jiaming Song
ReLMLRM
173
196
0
15 Aug 2023
Forward-Backward Reasoning in Large Language Models for Mathematical
  Verification
Forward-Backward Reasoning in Large Language Models for Mathematical VerificationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Weisen Jiang
Han Shi
L. Yu
Zheng Liu
Yu Zhang
Zhenguo Li
James T. Kwok
LRM
488
46
0
15 Aug 2023
Better Zero-Shot Reasoning with Role-Play Prompting
Better Zero-Shot Reasoning with Role-Play PromptingNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023
Aobo Kong
Shiwan Zhao
Hao Chen
Qicheng Li
Yong Qin
Ruiqi Sun
Xiaoxia Zhou
Enzhi Wang
Xiaohang Dong
ReLMLLMAGLRM
250
326
0
15 Aug 2023
OctoPack: Instruction Tuning Code Large Language Models
OctoPack: Instruction Tuning Code Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023
Niklas Muennighoff
Qian Liu
A. Zebaze
Qinkai Zheng
Binyuan Hui
Terry Yue Zhuo
Swayam Singh
Xiangru Tang
Leandro von Werra
Shayne Longpre
VLMALM
361
186
0
14 Aug 2023
ZYN: Zero-Shot Reward Models with Yes-No Questions for RLAIF
ZYN: Zero-Shot Reward Models with Yes-No Questions for RLAIF
Víctor Gallego
SyDa
253
5
0
11 Aug 2023
Self-Alignment with Instruction Backtranslation
Self-Alignment with Instruction BacktranslationInternational Conference on Learning Representations (ICLR), 2023
Xian Li
Ping Yu
Chunting Zhou
Timo Schick
Omer Levy
Luke Zettlemoyer
Jason Weston
M. Lewis
SyDa
363
166
0
11 Aug 2023
BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents
BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents
Zhiwei Liu
Weiran Yao
Jianguo Zhang
Le Xue
Shelby Heinecke
...
Ran Xu
P. Mùi
Haiquan Wang
Caiming Xiong
Silvio Savarese
LLMAG
231
103
0
11 Aug 2023
C5: Towards Better Conversation Comprehension and Contextual Continuity
  for ChatGPT
C5: Towards Better Conversation Comprehension and Contextual Continuity for ChatGPT
Pan Liang
Danwei Ye
Zihao Zhu
Yunchao Wang
Wang Xia
Ronghua Liang
Guodao Sun
138
4
0
10 Aug 2023
Answering Unseen Questions With Smaller Language Models Using Rationale
  Generation and Dense Retrieval
Answering Unseen Questions With Smaller Language Models Using Rationale Generation and Dense Retrieval
Tim Hartill
Diana Benavides-Prado
Michael Witbrock
Patricia J. Riddle
ReLMLRM
226
3
0
09 Aug 2023
VulLibGen: Generating Names of Vulnerability-Affected Packages via a
  Large Language Model
VulLibGen: Generating Names of Vulnerability-Affected Packages via a Large Language ModelAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Tianyu Chen
Lin Li
ZhuLiuchuan ZhuLiuchuan
Zongyang Li
Xueqing Liu
Guangtai Liang
Qianxiang Wang
Tao Xie
232
5
0
09 Aug 2023
Shepherd: A Critic for Language Model Generation
Shepherd: A Critic for Language Model Generation
Tianlu Wang
Ping Yu
Xiaoqing Ellen Tan
Sean O'Brien
Ramakanth Pasunuru
Jane Dwivedi-Yu
O. Yu. Golovneva
Luke Zettlemoyer
Maryam Fazel-Zarandi
Asli Celikyilmaz
ALM
207
105
0
08 Aug 2023
Cumulative Reasoning with Large Language Models
Cumulative Reasoning with Large Language Models
Yifan Zhang
Jingqin Yang
Yang Yuan
Andrew Chi-Chih Yao
ReLMELMLRMAI4CE
587
88
0
08 Aug 2023
Revisiting Prompt Engineering via Declarative Crowdsourcing
Revisiting Prompt Engineering via Declarative CrowdsourcingConference on Innovative Data Systems Research (CIDR), 2023
Aditya G. Parameswaran
Shreya Shankar
Parth Asawa
Naman Jain
Yujie Wang
224
23
0
07 Aug 2023
Automatically Correcting Large Language Models: Surveying the landscape
  of diverse self-correction strategies
Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies
Liangming Pan
Michael Stephen Saxon
Wenda Xu
Deepak Nathani
Xinyi Wang
William Yang Wang
KELMLRM
396
267
0
06 Aug 2023
Retroformer: Retrospective Large Language Agents with Policy Gradient
  Optimization
Retroformer: Retrospective Large Language Agents with Policy Gradient OptimizationInternational Conference on Learning Representations (ICLR), 2023
Weiran Yao
Shelby Heinecke
Juan Carlos Niebles
Zhiwei Liu
Yihao Feng
...
Ran Xu
P. Mùi
Haiquan Wang
Caiming Xiong
Silvio Savarese
LLMAGLM&Ro
307
103
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04 Aug 2023
InterAct: Exploring the Potentials of ChatGPT as a Cooperative Agent
InterAct: Exploring the Potentials of ChatGPT as a Cooperative Agent
Po-Lin Chen
Cheng-Shang Chang
LM&RoLLMAG
169
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Flows: Building Blocks of Reasoning and Collaborating AI
Flows: Building Blocks of Reasoning and Collaborating AI
Martin Josifoski
Lars Klein
Maxime Peyrard
Nicolas Mario Baldwin
Yifei Li
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Julian Paul Schnitzler
Yuxing Yao
Jiheng Wei
Debjit Paul
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AI4CE
385
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Open Problems and Fundamental Limitations of Reinforcement Learning from
  Human Feedback
Open Problems and Fundamental Limitations of Reinforcement Learning from Human Feedback
Stephen Casper
Xander Davies
Claudia Shi
T. Gilbert
Jérémy Scheurer
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Erdem Biyik
Anca Dragan
David M. Krueger
Dorsa Sadigh
Dylan Hadfield-Menell
ALMOffRL
360
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FacTool: Factuality Detection in Generative AI -- A Tool Augmented
  Framework for Multi-Task and Multi-Domain Scenarios
FacTool: Factuality Detection in Generative AI -- A Tool Augmented Framework for Multi-Task and Multi-Domain Scenarios
Ethan Chern
Steffi Chern
Shiqi Chen
Weizhe Yuan
Kehua Feng
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275
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How to Design and Deliver Courses for Higher Education in the AI Era:
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A. Wazan
I. Taj
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ELM
112
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Llama 2: Open Foundation and Fine-Tuned Chat Models
Llama 2: Open Foundation and Fine-Tuned Chat Models
Hugo Touvron
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Deduplicating and Ranking Solution Programs for Suggesting Reference
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Deduplicating and Ranking Solution Programs for Suggesting Reference SolutionsAsia Service Sciences and Software Engineering Conference (ASSSE), 2023
Atsushi Shirafuji
Yutaka Watanobe
177
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Unleashing the Emergent Cognitive Synergy in Large Language Models: A
  Task-Solving Agent through Multi-Persona Self-Collaboration
Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-CollaborationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023
Zhenhailong Wang
Shaoguang Mao
Wenshan Wu
Tao Ge
Furu Wei
Heng Ji
LLMAGLRM
591
241
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Let Me Teach You: Pedagogical Foundations of Feedback for Language
  Models
Let Me Teach You: Pedagogical Foundations of Feedback for Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Beatriz Borges
Niket Tandon
Tanja Käser
Antoine Bosselut
473
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01 Jul 2023
You Can Generate It Again: Data-to-Text Generation with Verification and Correction Prompting
You Can Generate It Again: Data-to-Text Generation with Verification and Correction Prompting
Xuan Ren
Zeyu Zhang
Lingqiao Liu
219
3
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System-Level Natural Language Feedback
System-Level Natural Language FeedbackConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Weizhe Yuan
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362
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ToolQA: A Dataset for LLM Question Answering with External Tools
ToolQA: A Dataset for LLM Question Answering with External ToolsNeural Information Processing Systems (NeurIPS), 2023
Yuchen Zhuang
Yue Yu
Kuan-Chieh Wang
Haotian Sun
Chao Zhang
ELMLLMAG
325
344
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