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Self-Contrast: Better Reflection Through Inconsistent Solving
  Perspectives

Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives

4 January 2024
Wenqi Zhang
Yongliang Shen
Linjuan Wu
Qiuying Peng
Jun Wang
Y. Zhuang
Weiming Lu
    LRM
    LLMAG
ArXivPDFHTML

Papers citing "Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives"

12 / 12 papers shown
Title
Consistency in Language Models: Current Landscape, Challenges, and Future Directions
Consistency in Language Models: Current Landscape, Challenges, and Future Directions
Jekaterina Novikova
Carol Anderson
Borhane Blili-Hamelin
Subhabrata Majumdar
HILM
66
0
0
01 May 2025
Generative AI in Embodied Systems: System-Level Analysis of Performance, Efficiency and Scalability
Generative AI in Embodied Systems: System-Level Analysis of Performance, Efficiency and Scalability
Zishen Wan
Jiayi Qian
Yuhang Du
Jason J. Jabbour
Yilun Du
Yang Katie Zhao
A. Raychowdhury
Tushar Krishna
Vijay Janapa Reddi
LM&Ro
86
0
0
26 Apr 2025
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback
MCQG-SRefine: Multiple Choice Question Generation and Evaluation with Iterative Self-Critique, Correction, and Comparison Feedback
Zonghai Yao
Aditya Parashar
Huixue Zhou
Won Seok Jang
Feiyun Ouyang
Zhichao Yang
Hong-ye Yu
ELM
32
2
0
17 Oct 2024
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation
Latent Space Chain-of-Embedding Enables Output-free LLM Self-Evaluation
Yiming Wang
Pei Zhang
Baosong Yang
Derek F. Wong
Rui-cang Wang
LRM
36
4
0
17 Oct 2024
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions
From Exploration to Mastery: Enabling LLMs to Master Tools via Self-Driven Interactions
Changle Qu
Sunhao Dai
Xiaochi Wei
Hengyi Cai
Shuaiqiang Wang
Dawei Yin
Jun Xu
Ji-Rong Wen
46
9
0
10 Oct 2024
Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs
Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs
Yi Fang
Moxin Li
Wenjie Wang
Hui Lin
Fuli Feng
LRM
45
5
0
17 Jun 2024
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models
Alice in Wonderland: Simple Tasks Showing Complete Reasoning Breakdown in State-Of-the-Art Large Language Models
Marianna Nezhurina
Lucia Cipolina-Kun
Mehdi Cherti
J. Jitsev
LLMAG
LRM
ELM
ReLM
44
24
0
04 Jun 2024
A Survey on Self-Evolution of Large Language Models
A Survey on Self-Evolution of Large Language Models
Zhengwei Tao
Ting-En Lin
Xiancai Chen
Hangyu Li
Yuchuan Wu
Yongbin Li
Zhi Jin
Fei Huang
Dacheng Tao
Jingren Zhou
LRM
LM&Ro
35
21
0
22 Apr 2024
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for
  Reasoning Problems
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems
Kaya Stechly
Matthew Marquez
Subbarao Kambhampati
LRM
153
84
0
19 Oct 2023
Complexity-Based Prompting for Multi-Step Reasoning
Complexity-Based Prompting for Multi-Step Reasoning
Yao Fu
Hao-Chun Peng
Ashish Sabharwal
Peter Clark
Tushar Khot
ReLM
LRM
152
298
0
03 Oct 2022
Large Language Models are Zero-Shot Reasoners
Large Language Models are Zero-Shot Reasoners
Takeshi Kojima
S. Gu
Machel Reid
Yutaka Matsuo
Yusuke Iwasawa
ReLM
LRM
291
2,712
0
24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Self-Consistency Improves Chain of Thought Reasoning in Language Models
Xuezhi Wang
Jason W. Wei
Dale Schuurmans
Quoc Le
Ed H. Chi
Sharan Narang
Aakanksha Chowdhery
Denny Zhou
ReLM
BDL
LRM
AI4CE
297
3,163
0
21 Mar 2022
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