Enhancing Large Language Models in Coding Through Multi-Perspective Self-Consistency

29 September 2023

Xiaojun Wan

Papers citing "Enhancing Large Language Models in Coding Through Multi-Perspective Self-Consistency"

24 / 24 papers shown

Title
Enhancing Mathematical Reasoning in Large Language Models with Self-Consistency-Based Hallucination Detection MingShan Liu Shi Bo Jialing Fang LRM 22 0 0 13 Apr 2025
KodCode: A Diverse, Challenging, and Verifiable Synthetic Dataset for Coding Zhangchen Xu Yang Liu Yueqin Yin Mingyuan Zhou Radha Poovendran ALM OffRL 84 7 0 04 Mar 2025
LLM4EFFI: Leveraging Large Language Models to Enhance Code Efficiency and Correctness Tong Ye Weigang Huang X. Zhang Tengfei Ma Peiyu Liu Jianwei Yin Wenhai Wang LLMAG 45 2 0 17 Feb 2025
When Dimensionality Hurts: The Role of LLM Embedding Compression for Noisy Regression Tasks Felix Drinkall J. Pierrehumbert Stefan Zohren 58 0 0 04 Feb 2025
From Drafts to Answers: Unlocking LLM Potential via Aggregation Fine-Tuning Yafu Li Zhilin Wang Tingchen Fu Ganqu Cui Sen Yang Yu Cheng 40 1 0 21 Jan 2025
Scaling LLM Inference with Optimized Sample Compute Allocation Kexun Zhang Shang Zhou Danqing Wang William Yang Wang Lei Li 50 7 0 29 Oct 2024
Autoformalize Mathematical Statements by Symbolic Equivalence and Semantic Consistency Zenan Li Yifan Wu Zhaoyu Li Xinming Wei Xian Zhang Fan Yang Xiaoxing Ma 39 3 0 28 Oct 2024
Assured Automatic Programming via Large Language Models Martin Mirchev Andreea Costea Abhishek Kr Singh Abhik Roychoudhury 27 1 0 24 Oct 2024
Automated Proof Generation for Rust Code via Self-Evolution Tianyu Chen Shuai Lu Shan Lu Y. Gong Chenyuan Yang ... Peng Cheng Fan Yang Shuvendu Lahiri Tao Xie Lidong Zhou 39 7 0 21 Oct 2024
Integrative Decoding: Improve Factuality via Implicit Self-consistency Yi Cheng Xiao Liang Yeyun Gong Wen Xiao Song Wang ... Wenjie Li Jian Jiao Qi Chen Peng Cheng Wayne Xiong HILM 54 1 0 02 Oct 2024
PEDAL: Enhancing Greedy Decoding with Large Language Models using Diverse Exemplars Sumanth Prabhu 34 1 0 16 Aug 2024
ArchCode: Incorporating Software Requirements in Code Generation with Large Language Models Hojae Han Jaejin Kim Jaeseok Yoo Youngwon Lee Seung-won Hwang 24 0 0 02 Aug 2024
Internal Consistency and Self-Feedback in Large Language Models: A Survey Xun Liang Shichao Song Zifan Zheng Hanyu Wang Qingchen Yu ... Rong-Hua Li Peng Cheng Zhonghao Wang Feiyu Xiong Zhiyu Li HILM LRM 58 25 0 19 Jul 2024
Integrate the Essence and Eliminate the Dross: Fine-Grained Self-Consistency for Free-Form Language Generation Xinglin Wang Yiwei Li Shaoxiong Feng Peiwen Yuan Boyuan Pan Heda Wang Yao Hu Kan Li 28 10 0 02 Jul 2024
Beyond Functional Correctness: Investigating Coding Style Inconsistencies in Large Language Models Yanlin Wang Tianyue Jiang Mingwei Liu Jiachi Chen Zibin Zheng 29 7 0 29 Jun 2024
Counterfactual Debating with Preset Stances for Hallucination Elimination of LLMs Yi Fang Moxin Li Wenjie Wang Hui Lin Fuli Feng LRM 58 5 0 17 Jun 2024
Debug like a Human: A Large Language Model Debugger via Verifying Runtime Execution Step-by-step Li Zhong Zilong Wang Jingbo Shang 24 47 0 25 Feb 2024
Self-Contrast: Better Reflection Through Inconsistent Solving Perspectives Wenqi Zhang Yongliang Shen Linjuan Wu Qiuying Peng Jun Wang Y. Zhuang Weiming Lu LRM LLMAG 30 48 0 04 Jan 2024
Universal Self-Consistency for Large Language Model Generation Xinyun Chen Renat Aksitov Uri Alon Jie Jessie Ren Kefan Xiao Pengcheng Yin Sushant Prakash Charles Sutton Xuezhi Wang Denny Zhou LRM 24 65 0 29 Nov 2023
Is Your Code Generated by ChatGPT Really Correct? Rigorous Evaluation of Large Language Models for Code Generation Jiawei Liu Chun Xia Yuyao Wang Lingming Zhang ELM ALM 178 786 0 02 May 2023
Recitation-Augmented Language Models Zhiqing Sun Xuezhi Wang Yi Tay Yiming Yang Denny Zhou RALM 192 60 0 04 Oct 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 218 189 0 24 May 2022
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 3,236 0 21 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,448 0 28 Jan 2022