Title
EDGE: Efficient Data Selection for LLM Agents via Guideline Effectiveness Yunxiao Zhang Guanming Xiong Haochen Li Wen Zhao LLMAG 57 0 0 18 Feb 2025
ARIES: Stimulating Self-Refinement of Large Language Models by Iterative Preference Optimization Yongcheng Zeng Xinyu Cui Xuanfa Jin Guoqing Liu Zexu Sun ... Dong Li Ning Yang Jianye Hao H. Zhang J. Wang LRM LLMAG 74 1 0 08 Feb 2025
The Best Instruction-Tuning Data are Those That Fit Dylan Zhang Qirun Dai Hao Peng ALM 113 3 0 06 Feb 2025
Social-LLaVA: Enhancing Robot Navigation through Human-Language Reasoning in Social Spaces Amirreza Payandeh Daeun Song Mohammad Nazeri Jing Liang Praneel Mukherjee Amir Hossain Raj Yangzhe Kong Dinesh Manocha Xuesu Xiao LM&Ro LRM 70 5 0 17 Jan 2025
Understanding Layer Significance in LLM Alignment Guangyuan Shi Zexin Lu Xiaoyu Dong Wenlong Zhang Xuanyu Zhang Yujie Feng Xiao-Ming Wu 41 2 0 23 Oct 2024
Data Quality Control in Federated Instruction-tuning of Large Language Models Yaxin Du Rui Ye Fengting Yuchi W. Zhao Jingjing Qu Y. Wang Siheng Chen ALM FedML 42 0 0 15 Oct 2024
Language Imbalance Driven Rewarding for Multilingual Self-improving Wen Yang Junhong Wu Chen Wang Chengqing Zong J. Zhang ALM LRM 55 4 0 11 Oct 2024
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe Yuxin Xiao Shujian Zhang Wenxuan Zhou Marzyeh Ghassemi Sanqiang Zhao 35 0 0 07 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 50 1 0 02 Oct 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 54 23 0 10 Sep 2024
CodeACT: Code Adaptive Compute-efficient Tuning Framework for Code LLMs Weijie Lv Xuan Xia Sheng-Jun Huang ALM 29 2 0 05 Aug 2024
Meta-Rewarding Language Models: Self-Improving Alignment with LLM-as-a-Meta-Judge Tianhao Wu Weizhe Yuan O. Yu. Golovneva Jing Xu Yuandong Tian Jiantao Jiao Jason Weston Sainbayar Sukhbaatar ALM KELM LRM 38 71 0 28 Jul 2024
Curriculum Learning with Quality-Driven Data Selection Biao Wu Fang Meng Ling-Hao Chen 19 1 0 27 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 26 2 0 24 Jun 2024
M2Lingual: Enhancing Multilingual, Multi-Turn Instruction Alignment in Large Language Models Rishabh Maheshwary Vikas Yadav Hoang Nguyen Khyati Mahajan Sathwik Tejaswi Madhusudhan 35 3 0 24 Jun 2024
Take the essence and discard the dross: A Rethinking on Data Selection for Fine-Tuning Large Language Models Ziche Liu Rui Ke Feng Jiang Feng Jiang Haizhou Li 54 1 0 20 Jun 2024
Concept-skill Transferability-based Data Selection for Large Vision-Language Models Jaewoo Lee Boyang Li Sung Ju Hwang VLM 33 8 0 16 Jun 2024
Magpie: Alignment Data Synthesis from Scratch by Prompting Aligned LLMs with Nothing Zhangchen Xu Fengqing Jiang Luyao Niu Yuntian Deng Radha Poovendran Yejin Choi Bill Yuchen Lin SyDa 27 110 0 12 Jun 2024
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework Xiaoxi Sun Jinpeng Li Yan Zhong Dongyan Zhao Rui Yan LLMAG HILM 21 5 0 05 Jun 2024
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 43 21 0 22 Apr 2024
API Pack: A Massive Multi-Programming Language Dataset for API Call Generation Zhen Guo Adriana Meza Soria Wei Sun Yikang Shen Rameswar Panda ELM ALM 37 1 0 14 Feb 2024
Self-Rewarding Language Models Weizhe Yuan Richard Yuanzhe Pang Kyunghyun Cho Xian Li Sainbayar Sukhbaatar Jing Xu Jason Weston ReLM SyDa ALM LRM 215 291 0 18 Jan 2024
OpenChat: Advancing Open-source Language Models with Mixed-Quality Data Guan-Bo Wang Sijie Cheng Xianyuan Zhan Xiangang Li Sen Song Yang Liu ALM 8 227 0 20 Sep 2023
Backdoor Learning on Sequence to Sequence Models Lichang Chen Minhao Cheng Heng-Chiao Huang SILM 52 18 0 03 May 2023
PTP: Boosting Stability and Performance of Prompt Tuning with Perturbation-Based Regularizer Lichang Chen Heng-Chiao Huang Varun Madhavan AAML 108 11 0 03 May 2023
Instruction Tuning with GPT-4 Baolin Peng Chunyuan Li Pengcheng He Michel Galley Jianfeng Gao SyDa ALM LM&MA 157 576 0 06 Apr 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
A Data-Centric Approach for Training Deep Neural Networks with Less Data Mohammad Motamedi Nikolay Sakharnykh T. Kaldewey 45 65 0 07 Oct 2021
Data-Centric AI Requires Rethinking Data Notion Mustafa Hajij Ghada Zamzmi K. Ramamurthy Aldo Guzmán-Sáenz 41 16 0 06 Oct 2021