Large Language Models Can Self-Improve

20 October 2022

Papers citing "Large Language Models Can Self-Improve"

50 / 410 papers shown

Title
World to Code: Multi-modal Data Generation via Self-Instructed Compositional Captioning and Filtering Jiacong Wang Bohong Wu Haiyong Jiang Xun Zhou Xin Xiao Haoyuan Guo Jun Xiao VLM VGen 36 4 0 30 Sep 2024
E-SQL: Direct Schema Linking via Question Enrichment in Text-to-SQL Hasan Alp Caferoğlu Özgür Ulusoy 56 12 0 25 Sep 2024
Investigating Layer Importance in Large Language Models Yang Zhang Yanfei Dong Kenji Kawaguchi FAtt 46 6 0 22 Sep 2024
Zero-to-Strong Generalization: Eliciting Strong Capabilities of Large Language Models Iteratively without Gold Labels Chaoqun Liu Qin Chao Wenxuan Zhang Xiaobao Wu Boyang Albert Li Anh Tuan Luu Lidong Bing 33 1 0 19 Sep 2024
VERA: Validation and Enhancement for Retrieval Augmented systems Nitin Aravind Birur Tanay Baswa Divyanshu Kumar Jatan Loya Sahil Agarwal P. Harshangi VLM RALM 27 1 0 18 Sep 2024
Uncertainty-Guided Self-Questioning and Answering for Video-Language Alignment Jin Chen Kaijing Ma Haojian Huang Jiayu Shen Han Fang Xianghao Zang Chao Ban 79 2 0 17 Sep 2024
Synthetic continued pretraining Zitong Yang Neil Band Shuangping Li Emmanuel Candès Tatsunori Hashimoto CLL SyDa 36 11 0 11 Sep 2024
Cross-Refine: Improving Natural Language Explanation Generation by Learning in Tandem Qianli Wang Tatiana Anikina Nils Feldhus Simon Ostermann Sebastian Möller Vera Schmitt LRM 38 0 0 11 Sep 2024
Seemingly Plausible Distractors in Multi-Hop Reasoning: Are Large Language Models Attentive Readers? Neeladri Bhuiya Viktor Schlegel Stefan Winkler LRM 35 5 0 08 Sep 2024
Prompt Baking Aman Bhargava Cameron Witkowski Alexander Detkov Matt W. Thomson AI4CE 38 0 0 04 Sep 2024
Interpreting and Improving Large Language Models in Arithmetic Calculation Wei Zhang Chaoqun Wan Yonggang Zhang Yiu-ming Cheung Xinmei Tian Xu Shen Jieping Ye LRM 29 18 0 03 Sep 2024
Self-evolving Agents with reflective and memory-augmented abilities Xuechen Liang Yangfan He Yinghui Xia Xinyuan Song Jianhui Wang ... Keqin Li Jiaqi Chen Jinsong Yang Siyuan Chen Tianyu Shi LLMAG KELM CLL 41 2 0 01 Sep 2024
Smaller, Weaker, Yet Better: Training LLM Reasoners via Compute-Optimal Sampling Hritik Bansal Arian Hosseini Rishabh Agarwal Vinh Q. Tran Mehran Kazemi SyDa OffRL LRM 37 37 0 29 Aug 2024
Importance Weighting Can Help Large Language Models Self-Improve Chunyang Jiang Chi-min Chan Wei Xue Qifeng Liu Yike Guo 35 3 0 19 Aug 2024
mhGPT: A Lightweight Generative Pre-Trained Transformer for Mental Health Text Analysis Dae-young Kim Rebecca Hwa Muhammad Mahbubur Rahman LM&MA AI4MH 19 2 0 15 Aug 2024
RED-CT: A Systems Design Methodology for Using LLM-labeled Data to Train and Deploy Edge Classifiers for Computational Social Science David Farr Nico Manzonelli Iain Cruickshank Jevin West 28 1 0 15 Aug 2024
I-SHEEP: Self-Alignment of LLM from Scratch through an Iterative Self-Enhancement Paradigm Yiming Liang Ge Zhang Xingwei Qu Tianyu Zheng Jiawei Guo ... Jiaheng Liu Chenghua Lin Lei Ma Wenhao Huang Jiajun Zhang ALM 43 5 0 15 Aug 2024
Leveraging the Power of LLMs: A Fine-Tuning Approach for High-Quality Aspect-Based Summarization Ankan Mullick Sombit Bose Rounak Saha Ayan Kumar Bhowmick Aditya Vempaty Pawan Goyal Niloy Ganguly Prasenjit Dey Ravi Kokku 33 0 0 05 Aug 2024
From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future Haolin Jin Linghan Huang Haipeng Cai Jun Yan Bo Li Huaming Chen 78 24 0 05 Aug 2024
A Survey on Self-play Methods in Reinforcement Learning Ruize Zhang Zelai Xu Chengdong Ma Chao Yu Weijuan Tu ... Deheng Ye Wenbo Ding Yaodong Yang Yu Wang Yu Wang SyDa SSL OnRL 51 8 0 02 Aug 2024
Prompt2DeModel: Declarative Neuro-Symbolic Modeling with Natural Language Hossein Rajaby Faghihi Aliakbar Nafar Andrzej Uszok Hamid Karimian Parisa Kordjamshidi 37 0 0 30 Jul 2024
Effective Large Language Model Debugging with Best-first Tree Search Jialin Song Jonathan Raiman Bryan Catanzaro LRM 43 0 0 26 Jul 2024
Using Large Language Models for the Interpretation of Building Regulations Stefan Fuchs Michael Witbrock J. Dimyadi Robert Amor AI4CE AILaw 33 0 0 26 Jul 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 65 25 0 19 Jul 2024
Data-Centric Human Preference Optimization with Rationales H. Just Ming Jin Anit Kumar Sahu Huy Phan Ruoxi Jia 44 3 0 19 Jul 2024
Case2Code: Scalable Synthetic Data for Code Generation Yunfan Shao Linyang Li Yichuan Ma Peiji Li Demin Song ... Qipeng Guo Hang Yan Xipeng Qiu Xuanjing Huang Dahua Lin LRM 26 2 0 17 Jul 2024
MMM: Multilingual Mutual Reinforcement Effect Mix Datasets & Test with Open-domain Information Extraction Large Language Models Chengguang Gan Qingyu Yin Xinyang He Hanjun Wei Yunhao Liang ... Shijian Wang Hexiang Huang Qinghao Zhang Shiwen Ni Tatsunori Mori 27 0 0 15 Jul 2024
Speech-Copilot: Leveraging Large Language Models for Speech Processing via Task Decomposition, Modularization, and Program Generation Chun-Yi Kuan Chih-Kai Yang Wei-Ping Huang Ke-Han Lu Hung-yi Lee 44 5 0 13 Jul 2024
Self-Recognition in Language Models Tim R. Davidson Viacheslav Surkov V. Veselovsky Giuseppe Russo Robert West Çağlar Gülçehre PILM 242 2 0 09 Jul 2024
Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision Orr Zohar Xiaohan Wang Yonatan Bitton Idan Szpektor Serena Yeung-Levy VLM LRM 50 8 0 08 Jul 2024
Progress or Regress? Self-Improvement Reversal in Post-training Ting Wu Xuefeng Li Pengfei Liu LRM 33 9 0 06 Jul 2024
Fine-Tuning with Divergent Chains of Thought Boosts Reasoning Through Self-Correction in Language Models Haritz Puerto Tilek Chubakov Xiaodan Zhu Harish Tayyar Madabushi Iryna Gurevych ReLM LRM 44 9 1 03 Jul 2024
RVISA: Reasoning and Verification for Implicit Sentiment Analysis Wenna Lai H. Xie Guandong Xu Qing Li LRM 34 1 0 02 Jul 2024
Learning Formal Mathematics From Intrinsic Motivation Gabriel Poesia David Broman Nick Haber Noah D. Goodman LRM 33 9 0 30 Jun 2024
Self-Translate-Train: A Simple but Strong Baseline for Cross-lingual Transfer of Large Language Models Ryokan Ri Shun Kiyono Sho Takase SyDa 27 2 0 29 Jun 2024
Two-Pronged Human Evaluation of ChatGPT Self-Correction in Radiology Report Simplification Ziyu Yang Santhosh Cherian Slobodan Vucetic MedIm 29 0 0 27 Jun 2024
Improving Arithmetic Reasoning Ability of Large Language Models through Relation Tuples, Verification and Dynamic Feedback Zhongtao Miao Kaiyan Zhao Yoshimasa Tsuruoka KELM LRM 36 2 0 25 Jun 2024
LumberChunker: Long-Form Narrative Document Segmentation André V. Duarte Joao Marques Miguel Graça M. Freire Lei Li Arlindo L. Oliveira 41 4 0 25 Jun 2024
On the Transformations across Reward Model, Parameter Update, and In-Context Prompt Deng Cai Huayang Li Tingchen Fu Siheng Li Weiwen Xu ... Leyang Cui Yan Wang Lemao Liu Taro Watanabe Shuming Shi KELM 30 2 0 24 Jun 2024
PORT: Preference Optimization on Reasoning Traces Salem Lahlou Abdalgader Abubaker Hakim Hacid LRM 41 1 0 23 Jun 2024
Persuasiveness of Generated Free-Text Rationales in Subjective Decisions: A Case Study on Pairwise Argument Ranking Mohamed S. Elaraby Diane Litman Xiang Lorraine Li Ahmed Magooda LRM 32 2 0 20 Jun 2024
Temporal Knowledge Graph Question Answering: A Survey Miao Su Zixuan Li Zhuo Chen Long Bai Xiaolong Jin Jiafeng Guo 54 2 0 20 Jun 2024
Self-training Large Language Models through Knowledge Detection Wei Jie Yeo Teddy Ferdinan Przemyslaw Kazienko Ranjan Satapathy Erik Cambria 41 9 0 17 Jun 2024
On LLMs-Driven Synthetic Data Generation, Curation, and Evaluation: A Survey Lin Long Rui Wang Ruixuan Xiao Junbo Zhao Xiao Ding Gang Chen Haobo Wang SyDa 59 93 0 14 Jun 2024
From Text to Life: On the Reciprocal Relationship between Artificial Life and Large Language Models Eleni Nisioti Claire Glanois Elias Najarro Andrew Dai Elliot Meyerson J. Pedersen Laetitia Teodorescu Conor F. Hayes Shyam Sudhakaran Sebastian Risi AI4CE LM&Ro 48 2 0 14 Jun 2024
Bootstrapping Language Models with DPO Implicit Rewards Changyu Chen Zichen Liu Chao Du Tianyu Pang Qian Liu Arunesh Sinha Pradeep Varakantham Min-Bin Lin SyDa ALM 62 23 0 14 Jun 2024
INS-MMBench: A Comprehensive Benchmark for Evaluating LVLMs' Performance in Insurance Chenwei Lin Hanjia Lyu Xian Xu Jiebo Luo 30 1 0 13 Jun 2024
ContraSolver: Self-Alignment of Language Models by Resolving Internal Preference Contradictions Xu Zhang Xunjian Yin Xiaojun Wan 42 3 0 13 Jun 2024
TextGrad: Automatic "Differentiation" via Text Mert Yuksekgonul Federico Bianchi Joseph Boen Sheng Liu Zhi Huang Carlos Guestrin James Zou LLMAG OOD AI4CE 46 32 0 11 Jun 2024
The BiGGen Bench: A Principled Benchmark for Fine-grained Evaluation of Language Models with Language Models Seungone Kim Juyoung Suk Ji Yong Cho Shayne Longpre Chaeeun Kim ... Sean Welleck Graham Neubig Moontae Lee Kyungjae Lee Minjoon Seo ELM ALM LM&MA 97 31 0 09 Jun 2024