Large Language Models Can Self-Improve

20 October 2022

Papers citing "Large Language Models Can Self-Improve"

50 / 410 papers shown

Title
STAIR: Improving Safety Alignment with Introspective Reasoning Y. Zhang Siyuan Zhang Yao Huang Zeyu Xia Zhengwei Fang Xiao Yang Ranjie Duan Dong Yan Yinpeng Dong Jun Zhu LRM LLMSV 56 3 0 04 Feb 2025
Self-Improving Transformers Overcome Easy-to-Hard and Length Generalization Challenges Nayoung Lee Ziyang Cai Avi Schwarzschild Kangwook Lee Dimitris Papailiopoulos ReLM VLM LRM AI4CE 80 4 0 03 Feb 2025
CALM: Unleashing the Cross-Lingual Self-Aligning Ability of Language Model Question Answering Yumeng Wang Zhiyuan Fan Q. Wang May Fung Heng Ji 80 1 0 30 Jan 2025
Mobile-Agent-E: Self-Evolving Mobile Assistant for Complex Tasks Zhenhailong Wang Haiyang Xu Junyang Wang Xi Zhang Ming Yan J. Zhang Fei Huang Heng Ji 43 9 0 20 Jan 2025
QualityFlow: An Agentic Workflow for Program Synthesis Controlled by LLM Quality Checks Yaojie Hu Qiang Zhou Qihong Chen Xiaopeng Li Linbo Liu Dejiao Zhang Amit Kachroo Talha Oz Omer Tripp 66 4 0 20 Jan 2025
Aligning Instruction Tuning with Pre-training Yiming Liang Tianyu Zheng Xinrun Du Ge Zhang J. Liu ... Zhaoxiang Zhang Wenhao Huang Jiajun Zhang Xiang Yue Jiajun Zhang 86 1 0 16 Jan 2025
Cascaded Self-Evaluation Augmented Training for Lightweight Multimodal LLMs Zheqi Lv Wenkai Wang Jiawei Wang Shengyu Zhang Fei Wu LRM ReLM 51 0 0 10 Jan 2025
Understanding Before Reasoning: Enhancing Chain-of-Thought with Iterative Summarization Pre-Prompting Dong-Hai Zhu Yu-Jie Xiong Jia-Chen Zhang Xi-Jiong Xie Chun-Ming Xia ReLM LRM 37 0 0 08 Jan 2025
Visual Large Language Models for Generalized and Specialized Applications Yifan Li Zhixin Lai Wentao Bao Zhen Tan Anh Dao Kewei Sui Jiayi Shen Dong Liu Huan Liu Yu Kong VLM 88 11 0 06 Jan 2025
Nash CoT: Multi-Path Inference with Preference Equilibrium Ziqi Zhang Cunxiang Wang Xiong Xiao Yue Zhang Donglin Wang LRM 39 1 0 31 Dec 2024
Malware Classification using a Hybrid Hidden Markov Model-Convolutional Neural Network Ritik Mehta Olha Jurecková Mark Stamp 59 0 0 25 Dec 2024
Robust Semi-Supervised Learning in Open Environments Lan-Zhe Guo Lin Jia Jie-Jing Shao Yu-Feng Li OffRL 31 2 0 24 Dec 2024
Diving into Self-Evolving Training for Multimodal Reasoning Wei Liu Junlong Li Xiwen Zhang Fan Zhou Yu Cheng Junxian He ReLM LRM 41 11 0 23 Dec 2024
B-STaR: Monitoring and Balancing Exploration and Exploitation in Self-Taught Reasoners Weihao Zeng Yuzhen Huang Lulu Zhao Yijun Wang Zifei Shan Junxian He LRM 35 7 0 23 Dec 2024
PICLe: Pseudo-Annotations for In-Context Learning in Low-Resource Named Entity Detection Sepideh Mamooler Syrielle Montariol Alexander Mathis Antoine Bosselut 90 1 0 16 Dec 2024
Enhancing Mathematical Reasoning in LLMs with Background Operators Jiajun Chen Yik-Cheung Tam LRM 68 0 0 05 Dec 2024
Towards Adaptive Mechanism Activation in Language Agent Ziyang Huang Jun Zhao Kang-Jun Liu LLMAG AI4CE 78 0 0 01 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 103 2 0 01 Dec 2024
MATATA: Weakly Supervised End-to-End MAthematical Tool-Augmented Reasoning for Tabular Applications Vishnou Vinayagame Gregory Senay Luis Martí LRM ReLM 63 0 0 28 Nov 2024
From Generation to Judgment: Opportunities and Challenges of LLM-as-a-judge Dawei Li Bohan Jiang Liangjie Huang Alimohammad Beigi Chengshuai Zhao ... Canyu Chen Tianhao Wu Kai Shu Lu Cheng Huan Liu ELM AILaw 120 67 0 25 Nov 2024
Marco-o1: Towards Open Reasoning Models for Open-Ended Solutions Yu Zhao Huifeng Yin Bo Zeng Hao Wang Tianqi Shi Chenyang Lyu Longyue Wang Weihua Luo Kaifu Zhang ReLM LRM AI4CE 74 58 0 21 Nov 2024
Clustering Algorithms and RAG Enhancing Semi-Supervised Text Classification with Large LLMs Shan Zhong Jiahao Zeng Yongxin Yu Bohong Lin 34 1 0 09 Nov 2024
GraphXForm: Graph transformer for computer-aided molecular design Jonathan Pirnay Jan G. Rittig Alexander B. Wolf Martin Grohe Jakob Burger Alexander Mitsos D. G. Grimm AI4CE 51 1 0 03 Nov 2024
Speech is More Than Words: Do Speech-to-Text Translation Systems Leverage Prosody? Ioannis Tsiamas Matthias Sperber Andrew Finch Sarthak Garg 31 0 0 31 Oct 2024
Vision-Language Models Can Self-Improve Reasoning via Reflection Kanzhi Cheng Yantao Li Fangzhi Xu Jianbing Zhang Hao Zhou Yang Liu ReLM LRM 47 17 0 30 Oct 2024
Delving into the Reversal Curse: How Far Can Large Language Models Generalize? Zhengkai Lin Z. Fu Kai Liu Liang Xie Binbin Lin Wenxiao Wang D. Cai Yue Wu Jieping Ye LRM 25 3 0 24 Oct 2024
$C^2$ : Scalable Auto-Feedback for LLM-based Chart Generation Woosung Koh Jang Han Yoon M. Lee Youngjin Song Jaegwan Cho Jaehyun Kang Taehyeon Kim Se-Young Yun Youngjae Yu B. Lee 42 0 0 24 Oct 2024
Knowledge Distillation Using Frontier Open-source LLMs: Generalizability and the Role of Synthetic Data Anup Shirgaonkar Nikhil Pandey Nazmiye Ceren Abay Tolga Aktas Vijay Aski ALM SyDa 29 0 0 24 Oct 2024
Improving Model Factuality with Fine-grained Critique-based Evaluator Yiqing Xie Wenxuan Zhou Pradyot Prakash Di Jin Yuning Mao ... Sinong Wang Han Fang Carolyn Rose Daniel Fried Hejia Zhang HILM 33 5 0 24 Oct 2024
CorrectionLM: Self-Corrections with SLM for Dialogue State Tracking Chia-Hsuan Lee Hao Cheng Mari Ostendorf LRM 26 0 0 23 Oct 2024
Who is Undercover? Guiding LLMs to Explore Multi-Perspective Team Tactic in the Game Ruiqi Dong Zhixuan Liao Guangwei Lai Yuhan Ma Danni Ma Chenyou Fan LLMAG 34 0 0 20 Oct 2024
A Survey on Data Synthesis and Augmentation for Large Language Models Ke Wang Jiahui Zhu Minjie Ren Z. Liu Shiwei Li ... Chenkai Zhang Xiaoyu Wu Qiqi Zhan Qingjie Liu Yunhong Wang SyDa 40 15 0 16 Oct 2024
CREAM: Consistency Regularized Self-Rewarding Language Models Z. Wang Weilei He Zhiyuan Liang Xuchao Zhang Chetan Bansal Ying Wei Weitong Zhang Huaxiu Yao ALM 101 7 0 16 Oct 2024
Toolken+: Improving LLM Tool Usage with Reranking and a Reject Option Konstantin Yakovlev Sergey I. Nikolenko A. Bout 21 0 0 15 Oct 2024
Self-adaptive Multimodal Retrieval-Augmented Generation Wenjia Zhai VLM 39 0 0 15 Oct 2024
Browsing without Third-Party Cookies: What Do You See? Maxwell Lin Shihan Lin Helen Wu Karen Wang Xiaowei Yang BDL 53 0 0 14 Oct 2024
RMB: Comprehensively Benchmarking Reward Models in LLM Alignment Enyu Zhou Guodong Zheng B. Wang Zhiheng Xi Shihan Dou ... Yurong Mou Rui Zheng Tao Gui Qi Zhang Xuanjing Huang ALM 59 18 0 13 Oct 2024
COrAL: Order-Agnostic Language Modeling for Efficient Iterative Refinement Yuxi Xie Anirudh Goyal Xiaobao Wu Xunjian Yin Xiao Xu Min-Yen Kan Liangming Pan William Yang Wang LRM 83 1 0 12 Oct 2024
Executing Arithmetic: Fine-Tuning Large Language Models as Turing Machines Junyu Lai Jiahe Xu Yao Yang Yunpeng Huang Chun Cao Jingwei Xu LRM 37 2 0 10 Oct 2024
O1 Replication Journey: A Strategic Progress Report -- Part 1 Yiwei Qin Xuefeng Li Haoyang Zou Yixiu Liu Shijie Xia ... Yixin Ye Weizhe Yuan Hector Liu Y. Li Pengfei Liu VLM 40 67 0 08 Oct 2024
Rational Metareasoning for Large Language Models C. Nicolò De Sabbata T. Sumers Thomas L. Griffiths ReLM LRM 28 1 0 07 Oct 2024
Mirror-Consistency: Harnessing Inconsistency in Majority Voting Siyuan Huang Zhiyuan Ma Jintao Du Changhua Meng Weiqiang Wang Zhouhan Lin LRM 29 3 0 07 Oct 2024
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Jiayi He Hehai Lin Q. Wang Yi Ren Fung Heng Ji ReLM LRM 101 4 0 05 Oct 2024
SELU: Self-Learning Embodied MLLMs in Unknown Environments Boyu Li Haobin Jiang Ziluo Ding Xinrun Xu Haoran Li Dongbin Zhao Zongqing Lu LRM 49 2 0 04 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 31 5 0 03 Oct 2024
Better Instruction-Following Through Minimum Bayes Risk Ian Wu Patrick Fernandes Amanda Bertsch Seungone Kim Sina Pakazad Graham Neubig 48 9 0 03 Oct 2024
ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement Xiangyu Peng Congying Xia Xinyi Yang Caiming Xiong Chien-Sheng Wu Chen Xing LRM 48 2 0 03 Oct 2024
Disentangling Latent Shifts of In-Context Learning Through Self-Training Josip Jukić Jan Snajder 21 0 0 02 Oct 2024
TypedThinker: Diversify Large Language Model Reasoning with Typed Thinking Danqing Wang Jianxin Ma Fei Fang Lei Li LLMAG LRM 149 0 0 02 Oct 2024
Multimodal Auto Validation For Self-Refinement in Web Agents Ruhana Azam Tamer Abuelsaad Aditya Vempaty Ashish Jagmohan 26 1 0 01 Oct 2024