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The ART of LLM Refinement: Ask, Refine, and Trust

The ART of LLM Refinement: Ask, Refine, and Trust

North American Chapter of the Association for Computational Linguistics (NAACL), 2023
14 November 2023
Kumar Shridhar
Koustuv Sinha
Andrew Cohen
Tianlu Wang
Ping Yu
Ramakanth Pasunuru
Mrinmaya Sachan
Jason Weston
Asli Celikyilmaz
    LLMAGReLMLRM
ArXiv (abs)PDFHTMLHuggingFace (11 upvotes)

Papers citing "The ART of LLM Refinement: Ask, Refine, and Trust"

24 / 24 papers shown
Title
Towards Automated Error Discovery: A Study in Conversational AI
Towards Automated Error Discovery: A Study in Conversational AI
Dominic Petrak
Thy Thy Tran
Iryna Gurevych
100
0
0
13 Sep 2025
Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism
Collab-REC: An LLM-based Agentic Framework for Balancing Recommendations in Tourism
Ashmi Banerjee
Fitri Nur Aisyah
Fitri Nur Aisyah
Wolfgang Wörndl
Yashar Deldjoo
96
0
0
20 Aug 2025
TASER: Table Agents for Schema-guided Extraction and Recommendation
TASER: Table Agents for Schema-guided Extraction and Recommendation
Nicole Cho
Kirsty Fielding
William Watson
Sumitra Ganesh
Manuela Veloso
LMTD
132
0
0
18 Aug 2025
Reinforce LLM Reasoning through Multi-Agent Reflection
Yurun Yuan
Tengyang Xie
LRM
189
16
0
10 Jun 2025
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators
Evaluating Judges as Evaluators: The JETTS Benchmark of LLM-as-Judges as Test-Time Scaling Evaluators
Yilun Zhou
Austin Xu
Peifeng Wang
Caiming Xiong
Shafiq Joty
ELMALMLRM
368
20
0
21 Apr 2025
EMAFusion: A Self-Optimizing System for Seamless LLM Selection and Integration
EMAFusion: A Self-Optimizing System for Seamless LLM Selection and Integration
Soham Shah
Kumar Shridhar
Surojit Chatterjee
Souvik Sen
191
0
0
14 Apr 2025
Do LLM Evaluators Prefer Themselves for a Reason?
Do LLM Evaluators Prefer Themselves for a Reason?
Wei-Lin Chen
Zhepei Wei
Xinyu Zhu
Shi Feng
Yu Meng
ELMLRM
213
19
0
04 Apr 2025
ReFeed: Multi-dimensional Summarization Refinement with Reflective Reasoning on Feedback
ReFeed: Multi-dimensional Summarization Refinement with Reflective Reasoning on Feedback
Taewon Yun
Jihwan Oh
Hyangsuk Min
Yuho Lee
Jihwan Bang
Jason (Jinglun) Cai
Hwanjun Song
OffRLLRM
176
1
0
27 Mar 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
Qinggang Zhang
Shengyuan Chen
Yuanchen Bei
Zheng Yuan
Huachi Zhou
...
Hao-Heng Chen
Chuang Zhou
Yi-Ju Chang
Yi-Ju Chang
Xiao Huang
3DV
458
60
0
21 Jan 2025
SMART: Self-learning Meta-strategy Agent for Reasoning Tasks
SMART: Self-learning Meta-strategy Agent for Reasoning Tasks
Rongxing Liu
Kumar Shridhar
Manish Prajapat
Patrick Xia
Mrinmaya Sachan
LLMAGLRM
224
4
0
21 Oct 2024
LLM Self-Correction with DeCRIM: Decompose, Critique, and Refine for
  Enhanced Following of Instructions with Multiple Constraints
LLM Self-Correction with DeCRIM: Decompose, Critique, and Refine for Enhanced Following of Instructions with Multiple ConstraintsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024
Thomas Palmeira Ferraz
Kartik Mehta
Yu-Hsiang Lin
Haw-Shiuan Chang
Shereen Oraby
Sijia Liu
Vivek Subramanian
Tagyoung Chung
Mohit Bansal
Nanyun Peng
223
23
0
09 Oct 2024
Towards the Pedagogical Steering of Large Language Models for Tutoring: A Case Study with Modeling Productive Failure
Towards the Pedagogical Steering of Large Language Models for Tutoring: A Case Study with Modeling Productive FailureAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Romain Puech
Jakub Macina
Julia Chatain
Mrinmaya Sachan
Manu Kapur
AI4Ed
214
10
0
03 Oct 2024
MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning
MAgICoRe: Multi-Agent, Iterative, Coarse-to-Fine Refinement for Reasoning
Justin Chih-Yao Chen
Archiki Prasad
Swarnadeep Saha
Elias Stengel-Eskin
Joey Tianyi Zhou
LRM
432
28
0
18 Sep 2024
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
Q*: Improving Multi-step Reasoning for LLMs with Deliberative Planning
Chaojie Wang
Yanchen Deng
Zhiyi Lyu
Liang Zeng
Jujie He
Shuicheng Yan
Bo An
LRMReLM
246
89
0
20 Jun 2024
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning
Husky: A Unified, Open-Source Language Agent for Multi-Step Reasoning
Joongwon Kim
Bhargavi Paranjape
Tushar Khot
Hannaneh Hajishirzi
LM&RoELMLLMAGLRM
185
11
0
10 Jun 2024
LLM Evaluators Recognize and Favor Their Own Generations
LLM Evaluators Recognize and Favor Their Own Generations
Arjun Panickssery
Samuel R. Bowman
Shi Feng
301
330
0
15 Apr 2024
ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language ModelsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Jinheon Baek
S. Jauhar
Silviu Cucerzan
Sung Ju Hwang
AI4CELLMAGLM&Ro
286
101
0
11 Apr 2024
Octopus: On-device language model for function calling of software APIs
Octopus: On-device language model for function calling of software APIsNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024
Wei Chen
Zhiyuan Li
Mingyuan Ma
LLMAG
249
22
0
02 Apr 2024
SInViG: A Self-Evolving Interactive Visual Agent for Human-Robot
  Interaction
SInViG: A Self-Evolving Interactive Visual Agent for Human-Robot Interaction
Jie Xu
Hanbo Zhang
Xinghang Li
Huaping Liu
Xuguang Lan
Tao Kong
LM&Ro
239
5
0
19 Feb 2024
Understanding the Effects of Iterative Prompting on Truthfulness
Understanding the Effects of Iterative Prompting on TruthfulnessInternational Conference on Machine Learning (ICML), 2024
Satyapriya Krishna
Chirag Agarwal
Himabindu Lakkaraju
HILM
180
18
0
09 Feb 2024
DeepEdit: Knowledge Editing as Decoding with Constraints
DeepEdit: Knowledge Editing as Decoding with Constraints
Yiwei Wang
Muhao Chen
Nanyun Peng
Kai-Wei Chang
KELM
182
36
0
19 Jan 2024
Self-Contrast: Better Reflection Through Inconsistent Solving
  Perspectives
Self-Contrast: Better Reflection Through Inconsistent Solving PerspectivesAnnual Meeting of the Association for Computational Linguistics (ACL), 2024
Wenqi Zhang
Yongliang Shen
Linjuan Wu
Qiuying Peng
Jun Wang
Yueting Zhuang
Weiming Lu
LRMLLMAG
363
93
0
04 Jan 2024
ADaPT: As-Needed Decomposition and Planning with Language Models
ADaPT: As-Needed Decomposition and Planning with Language Models
Archiki Prasad
Alexander Koller
Mareike Hartmann
Peter Clark
Ashish Sabharwal
Mohit Bansal
Tushar Khot
LM&Ro
182
138
0
08 Nov 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
151
3
0
28 Jun 2023
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