Large Language Models Can Self-Improve

20 October 2022

Papers citing "Large Language Models Can Self-Improve"

50 / 410 papers shown

Title
Teaching Large Language Models to Reason with Reinforcement Learning Alex Havrilla Yuqing Du Sharath Chandra Raparthy Christoforos Nalmpantis Jane Dwivedi-Yu Maksym Zhuravinskyi Eric Hambro Sainbayar Sukhbaatar Roberta Raileanu ReLM LRM 29 67 0 07 Mar 2024
Socratic Reasoning Improves Positive Text Rewriting Anmol Goel Nico Daheim Iryna Gurevych Iryna Gurevych LRM 39 4 0 05 Mar 2024
Online Training of Large Language Models: Learn while chatting Juhao Liang Ziwei Wang Zhuoheng Ma Jianquan Li Zhiyi Zhang Xiangbo Wu Benyou Wang KELM 39 3 0 04 Mar 2024
Distilling Text Style Transfer With Self-Explanation From LLMs Chiyu Zhang Honglong Cai Yuezhang Li Li Yuexin Wu Le Hou Muhammad Abdul-Mageed 39 10 0 02 Mar 2024
Agent-Pro: Learning to Evolve via Policy-Level Reflection and Optimization Wenqi Zhang Ke Tang Hai Wu Mengna Wang Yongliang Shen Guiyang Hou Zeqi Tan Peng Li Y. Zhuang Weiming Lu LLMAG 41 36 0 27 Feb 2024
Determinants of LLM-assisted Decision-Making Eva Eigner Thorsten Händler 48 45 0 27 Feb 2024
GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning Aivin V. Solatorio 38 18 0 26 Feb 2024
Fine-Grained Self-Endorsement Improves Factuality and Reasoning Ante Wang Linfeng Song Baolin Peng Ye Tian Lifeng Jin Haitao Mi Jinsong Su Dong Yu HILM LRM 23 6 0 23 Feb 2024
RefuteBench: Evaluating Refuting Instruction-Following for Large Language Models Jianhao Yan Yun Luo Yue Zhang ALM LRM 38 6 0 21 Feb 2024
Large Language Models for Data Annotation: A Survey Zhen Tan Dawei Li Song Wang Alimohammad Beigi Bohan Jiang Amrita Bhattacharjee Mansooreh Karami Jundong Li Lu Cheng Huan Liu SyDa 56 50 0 21 Feb 2024
A Survey on Knowledge Distillation of Large Language Models Xiaohan Xu Ming Li Chongyang Tao Tao Shen Reynold Cheng Jinyang Li Can Xu Dacheng Tao Tianyi Zhou KELM VLM 44 101 0 20 Feb 2024
Learning to Check: Unleashing Potentials for Self-Correction in Large Language Models Che Zhang Zhenyang Xiao Chengcheng Han Yixin Lian Yuejian Fang LRM 25 0 0 20 Feb 2024
Chain of Thought Empowers Transformers to Solve Inherently Serial Problems Zhiyuan Li Hong Liu Denny Zhou Tengyu Ma LRM AI4CE 28 96 0 20 Feb 2024
Task-Oriented Dialogue with In-Context Learning Tom Bocklisch Thomas Werkmeister Daksh Varshneya Alan Nichol 37 6 0 19 Feb 2024
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 35 3 0 19 Feb 2024
Towards Theoretical Understandings of Self-Consuming Generative Models Shi Fu Sen Zhang Yingjie Wang Xinmei Tian Dacheng Tao 36 9 0 19 Feb 2024
Self-seeding and Multi-intent Self-instructing LLMs for Generating Intent-aware Information-Seeking dialogs Arian Askari Roxana Petcu Chuan Meng Mohammad Aliannejadi Amin Abolghasemi Evangelos Kanoulas Suzan Verberne 21 9 0 18 Feb 2024
RLVF: Learning from Verbal Feedback without Overgeneralization Moritz Stephan Alexander Khazatsky Eric Mitchell Annie S. Chen Sheryl Hsu Archit Sharma Chelsea Finn 34 11 0 16 Feb 2024
Can LLMs Speak For Diverse People? Tuning LLMs via Debate to Generate Controllable Controversial Statements Ming Li Jiuhai Chen Lichang Chen Tianyi Zhou 71 17 0 16 Feb 2024
DataDreamer: A Tool for Synthetic Data Generation and Reproducible LLM Workflows Ajay Patel Colin Raffel Chris Callison-Burch SyDa AI4CE 25 25 0 16 Feb 2024
Chain-of-Thought Reasoning Without Prompting Xuezhi Wang Denny Zhou ReLM LRM 149 101 0 15 Feb 2024
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset Shubham Toshniwal Ivan Moshkov Sean Narenthiran Daria Gitman Fei Jia Igor Gitman 28 76 0 15 Feb 2024
Selective Reflection-Tuning: Student-Selected Data Recycling for LLM Instruction-Tuning Ming Li Lichang Chen Jiuhai Chen Shwai He Jiuxiang Gu Tianyi Zhou 26 50 0 15 Feb 2024
Step-On-Feet Tuning: Scaling Self-Alignment of LLMs via Bootstrapping Haoyu Wang Guozheng Ma Ziqiao Meng Zeyu Qin Li Shen ... Liu Liu Yatao Bian Tingyang Xu Xueqian Wang Peilin Zhao 59 13 0 12 Feb 2024
In-Context Principle Learning from Mistakes Tianjun Zhang Aman Madaan Luyu Gao Steven Zheng Swaroop Mishra Yiming Yang Niket Tandon Uri Alon KELM ReLM 30 23 0 08 Feb 2024
CREMA: Generalizable and Efficient Video-Language Reasoning via Multimodal Modular Fusion Shoubin Yu Jaehong Yoon Mohit Bansal 77 4 0 08 Feb 2024
Long Is More for Alignment: A Simple but Tough-to-Beat Baseline for Instruction Fine-Tuning Hao Zhao Maksym Andriushchenko Francesco Croce Nicolas Flammarion ALM 91 44 0 07 Feb 2024
Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought Alex Havrilla Maia Iyer 19 7 0 06 Feb 2024
Discovery of the Hidden World with Large Language Models Chenxi Liu Yongqiang Chen Tongliang Liu Mingming Gong James Cheng Bo Han Kun Zhang CML 65 10 0 06 Feb 2024
Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision Zihan Wang Yunxuan Li Yuexin Wu Liangchen Luo Le Hou Hongkun Yu Jingbo Shang LRM 40 18 0 05 Feb 2024
Self-Debiasing Large Language Models: Zero-Shot Recognition and Reduction of Stereotypes Isabel O. Gallegos Ryan A. Rossi Joe Barrow Md Mehrab Tanjim Tong Yu Hanieh Deilamsalehy Ruiyi Zhang Sungchul Kim Franck Dernoncourt 24 19 0 03 Feb 2024
LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks Subbarao Kambhampati Karthik Valmeekam L. Guan Mudit Verma Kaya Stechly Siddhant Bhambri Lucas Saldyt Anil Murthy LRM 92 108 0 02 Feb 2024
RE-GAINS & EnChAnT: Intelligent Tool Manipulation Systems For Enhanced Query Responses Sahil Girhepuje Siva Sankar Sajeev Purvam Jain Arya Sikder Adithya Rama Varma Ryan George Akshay Govind Srinivasan Mahendra Kurup Ashmit Sinha Sudip Mondal RALM 29 0 0 28 Jan 2024
Towards Goal-oriented Prompt Engineering for Large Language Models: A Survey Haochen Li Jonathan Leung Zhiqi Shen LM&MA LLMAG LRM 23 0 0 25 Jan 2024
Augmenting Math Word Problems via Iterative Question Composing Haoxiong Liu Yifan Zhang Yifan Luo Andrew Chi-Chih Yao SyDa LRM 34 34 0 17 Jan 2024
Small Language Model Can Self-correct Haixia Han Jiaqing Liang Jie Shi Qi He Yanghua Xiao LRM SyDa ReLM KELM 40 11 0 14 Jan 2024
Open Models, Closed Minds? On Agents Capabilities in Mimicking Human Personalities through Open Large Language Models Lucio La Cava Andrea Tagarelli LLMAG AI4CE 63 13 0 13 Jan 2024
AutoAct: Automatic Agent Learning from Scratch for QA via Self-Planning Shuofei Qiao Ningyu Zhang Runnan Fang Yujie Luo Wangchunshu Zhou Yuchen Eleanor Jiang Chengfei Lv Huajun Chen LLMAG 33 32 0 10 Jan 2024
Human-Instruction-Free LLM Self-Alignment with Limited Samples Hongyi Guo Yuanshun Yao Wei Shen Jiaheng Wei Xiaoying Zhang Zhaoran Wang Yang Liu 95 20 0 06 Jan 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 32 49 0 04 Jan 2024
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 38 18 0 27 Dec 2023
LLMs with User-defined Prompts as Generic Data Operators for Reliable Data Processing Luyi Ma Nikhil Thakurdesai Jiaoayan Chen Jianpeng Xu Evren Körpeoglu Sushant Kumar Kannan Achan AI4CE 19 0 0 26 Dec 2023
Align on the Fly: Adapting Chatbot Behavior to Established Norms Chunpu Xu Steffi Chern Ethan Chern Ge Zhang Zekun Wang Ruibo Liu Jing Li Jie Fu Pengfei Liu 24 20 0 26 Dec 2023
Hazards from Increasingly Accessible Fine-Tuning of Downloadable Foundation Models Alan Chan Ben Bucknall Herbie Bradley David M. Krueger 14 6 0 22 Dec 2023
Turning Dust into Gold: Distilling Complex Reasoning Capabilities from LLMs by Leveraging Negative Data Yiwei Li Peiwen Yuan Shaoxiong Feng Boyuan Pan Bin Sun Xinglin Wang Heda Wang Kan Li LRM 27 20 0 20 Dec 2023
GeomVerse: A Systematic Evaluation of Large Models for Geometric Reasoning Mehran Kazemi Hamidreza Alvari Ankit Anand Jialin Wu Xi Chen Radu Soricut LRM ReLM 31 53 0 19 Dec 2023
A Survey of Reasoning with Foundation Models Jiankai Sun Chuanyang Zheng E. Xie Zhengying Liu Ruihang Chu ... Xipeng Qiu Yi-Chen Guo Hui Xiong Qun Liu Zhenguo Li ReLM LRM AI4CE 24 76 0 17 Dec 2023
Mixed Distillation Helps Smaller Language Model Better Reasoning Chenglin Li Qianglong Chen Liangyue Li Wang Caiyu Yicheng Li Zhang Yin Yin Zhang LRM 41 11 0 17 Dec 2023
Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models Xin Jin Jonathan Larson Weiwei Yang Zhiqiang Lin ELM 17 20 0 15 Dec 2023
AI capabilities can be significantly improved without expensive retraining Tom Davidson Jean-Stanislas Denain Pablo Villalobos Guillem Bas OffRL VLM 24 26 0 12 Dec 2023