Title
See the Text: From Tokenization to Visual Reading Ling Xing Alex Jinpeng Wang Rui Yan Hongyu Qu Zechao Li Jinhui Tang VLM 88 0 0 21 Oct 2025
ssToken: Self-modulated and Semantic-aware Token Selection for LLM Fine-tuning Xiaohan Qin Xiaoxing Wang Ning Liao Cancheng Zhang Xiangdong Zhang Mingquan Feng Jingzhi Wang Junchi Yan 94 0 0 21 Oct 2025
Computational Budget Should Be Considered in Data Selection Weilin Wan Weizhong Zhang Cheng Jin 115 0 0 19 Oct 2025
Utility-Diversity Aware Online Batch Selection for LLM Supervised Fine-tuning Heming Zou Yixiu Mao Yun Qu Qi Wang Xiangyang Ji 137 1 0 19 Oct 2025
Holdout-Loss-Based Data Selection for LLM Finetuning via In-Context Learning Ling Zhang Xianliang Yang Juwon Yu Park Cheonyoung Lei Song Jiang Bian 52 0 0 16 Oct 2025
CoIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization Yichen Yan Ming Zhong Qi Zhu Xiaoling Gu Jinpeng Chen Huan Li 81 0 0 11 Oct 2025
TiTok: Transfer Token-level Knowledge via Contrastive Excess to Transplant LoRA Chanjoo Jung Jaehyung Kim 76 0 0 06 Oct 2025
Increasing LLM response trustworthiness using voting ensembles Aparna Nair-Kanneganti Trevor J. Chan Shir Goldfinger Emily Mackay Brian Anthony Alison M. Pouch 89 0 0 05 Oct 2025
Slow-Fast Policy Optimization: Reposition-Before-Update for LLM Reasoning Ziyan Wang Zheng Wang Jie Fu Xingwei Qu Qi Cheng Shengpu Tang Minjia Zhang Xiaoming Huo LRM 180 0 0 05 Oct 2025
Data Selection for Fine-tuning Vision Language Models via Cross Modal Alignment Trajectories Nilay Naharas Dang Nguyen Nesihan Bulut M. Bateni Vahab Mirrokni Baharan Mirzasoleiman 80 0 0 01 Oct 2025
Large-Scale Constraint Generation - Can LLMs Parse Hundreds of Constraints? Matteo Boffa Jiaxuan You 92 0 0 28 Sep 2025
Clean First, Align Later: Benchmarking Preference Data Cleaning for Reliable LLM Alignment Min-Hsuan Yeh Yixuan Li 119 1 0 28 Sep 2025
A method for improving multilingual quality and diversity of instruction fine-tuning datasets Chunguang Zhao Yilun Liu Pufan Zeng Yuanchang Luo Shimin Tao ... Chen Liu Hongxia Ma Li Zhang Boxing Chen Daimeng Wei 68 0 0 19 Sep 2025
Generating High-Quality Datasets for Code Editing via Open-Source Language Models Zekai Zhang Mingwei Liu Z. Chen Linxi Liang Yuxuan Chen Guangsheng Ou Yanlin Wang Dan Li Xin Peng Zibin Zheng SyDa 134 0 0 19 Sep 2025
Teaching According to Talents! Instruction Tuning LLMs with Competence-Aware Curriculum LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2025 Yangning Li Tingwei Lu Yinghui Li Yankai Chen Wei-Chieh Huang Wenhao Jiang Hui Wang Hai-Tao Zheng Philip S.Yu 170 0 0 17 Sep 2025
Middo: Model-Informed Dynamic Data Optimization for Enhanced LLM Fine-Tuning via Closed-Loop Learning Zinan Tang Xin Gao Qizhi Pei Zhuoshi Pan Mengzhang Cai Jiang Wu Conghui He Lijun Wu SyDa 229 0 0 29 Aug 2025
Hierarchical Fine-grained Preference Optimization for Physically Plausible Video Generation Harold Haodong Chen Haojian Huang Qifeng Chen Harry Yang Ser-Nam Lim DiffM VGen 81 8 0 14 Aug 2025
CoT-Self-Instruct: Building high-quality synthetic prompts for reasoning and non-reasoning tasks Ping Yu Jack Lanchantin Tianlu Wang Weizhe Yuan O. Yu. Golovneva I. Kulikov Sainbayar Sukhbaatar Jason Weston Jing Xu SyDa ReLM LRM 203 10 0 31 Jul 2025
Trust the Model: Compact VLMs as In-Context Judges for Image-Text Data Quality Daulet Toibazar Kesen Wang Sherif Mohamed Abdulaziz Al-Badawi Abdulrahman Alfulayt Pedro J. Moreno VLM 151 0 0 27 Jul 2025
RePIC: Reinforced Post-Training for Personalizing Multi-Modal Language Models Yeongtak Oh J. Mok Juhyeon Shin Juhyeon Shin Sangha Park J. Mok Sungroh Yoon VLM 210 1 0 23 Jun 2025
FLAME: Towards Federated Fine-Tuning Large Language Models Through Adaptive SMoE Khiem Le Tuan V. Tran Ting Hua Nitesh Chawla MoE 193 0 0 19 Jun 2025
Adaptive Batch-Wise Sample Scheduling for Direct Preference Optimization Zixuan Huang Yikun Ban Lean Fu Xiaojie Li Zhongxiang Dai Jianxin Li Deqing Wang 203 2 0 08 Jun 2025
Large Language Models are Demonstration Pre-Selectors for Themselves Jiarui Jin Yuwei Wu Haoxuan Li Xiaoting He Weinan Zhang Y. Yang Yong Yu Jun Wang Mengyue Yang 227 2 0 06 Jun 2025
Understanding the Impact of Sampling Quality in Direct Preference Optimization Kyung Rok Kim Yumo Bai Chonghuan Wang Guanting Chen 168 0 0 03 Jun 2025
T-SHIRT: Token-Selective Hierarchical Data Selection for Instruction Tuning Yanjun Fu Faisal Hamman Sanghamitra Dutta ALM 251 6 0 02 Jun 2025
Resolving Knowledge Conflicts in Domain-specific Data Selection: A Case Study on Medical Instruction-tuning Qihuang Zhong Liang Ding Fei Liao Juhua Liu Bo Du Dacheng Tao 169 0 0 28 May 2025
Efficient Data Selection at Scale via Influence Distillation Mahdi Nikdan Vincent Cohen-Addad Dan Alistarh Vahab Mirrokni TDI 277 3 0 25 May 2025
Select2Reason: Efficient Instruction-Tuning Data Selection for Long-CoT Reasoning Cehao Yang Xueyuan Lin Chengjin Xu Xuhui Jiang Xiaojun Wu Honghao Liu Hui Xiong Jian Guo LRM 219 1 0 22 May 2025
Not All Documents Are What You Need for Extracting Instruction Tuning Data Chi Zhang Huaping Zhong Hongtao Li Chengliang Chai Jiawei Hong ... Jiantao Qiu Ye Yuan Guoren Wang Bin Wang Lei Cao SyDa 185 0 0 18 May 2025
Reinforcement Learning for Reasoning in Large Language Models with One Training Example Yiping Wang Qing Yang Zhiyuan Zeng Liliang Ren Liu Liu ... Jianfeng Gao Weizhu Chen Shuaiqiang Wang Simon Shaolei Du Haoran Pan OffRL ReLM LRM 648 145 0 29 Apr 2025
Data-efficient LLM Fine-tuning for Code Generation Weijie Lv X. Xia Sheng-Jun Huang ALM SyDa 142 2 0 17 Apr 2025
SoTA with Less: MCTS-Guided Sample Selection for Data-Efficient Visual Reasoning Self-Improvement Xinze Wang Zhiyong Yang Chao Feng Hongjin Lu Linjie Li Chung-Ching Lin Kevin Qinghong Lin Furong Huang Lijuan Wang OODD ReLM LRM VLM 518 62 0 10 Apr 2025
Adversarial Training of Reward Models Alexander Bukharin Haifeng Qian Shengyang Sun Adithya Renduchintala Soumye Singhal Liang Luo Oleksii Kuchaiev Olivier Delalleau T. Zhao AAML 373 4 0 08 Apr 2025
CONGRAD:Conflicting Gradient Filtering for Multilingual Preference Alignment Jiangnan Li Thuy-Trang Vu Christian Herold Amirhossein Tebbifakhr Shahram Khadivi Gholamreza Haffari 359 0 0 31 Mar 2025
MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning Yiwei Ma Guohai Xu Xiaoshuai Sun Jinfa Huang Jie Lou Debing Zhang Rongrong Ji 403 6 0 26 Mar 2025
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm Hui Yuan Yuhao Du Xiaoqi Jiao Yiwen Guo Yuege Feng Xiang Wan Anningzhe Gao Jinpeng Hu 238 2 0 04 Mar 2025
Large-Scale Data Selection for Instruction Tuning Michal Guerquin Muru Zhang Faeze Brahman Pang Wei Koh Pradeep Dasigi ALM 283 12 0 03 Mar 2025
Advancing MAPF towards the Real World: A Scalable Multi-Agent Realistic Testbed (SMART) Jingtian Yan Zhifei Li William Kang Kevin Zheng Yulun Zhang Zhe Chen Yue Zhang Daniel Harabor Stephen Smith Jiaoyang Li 289 4 0 03 Mar 2025
MathClean: A Benchmark for Synthetic Mathematical Data Cleaning Hao Liang Meiyi Qiang Yongbin Li Zefeng He Yongzhen Guo Z. Zhu Wentao Zhang Tengjiao Wang 157 4 0 26 Feb 2025
Low-Confidence Gold: Refining Low-Confidence Samples for Efficient Instruction Tuning Hongyi Cal Jie Li Mohammad Mahdinur Rahman Wenzhen Dong 331 0 0 26 Feb 2025
MergeIT: From Selection to Merging for Efficient Instruction Tuning Hongyi Cai Yuqian Fu Hongming Fu Bo Zhao MoMe 224 0 0 25 Feb 2025
SAE-V: Interpreting Multimodal Models for Enhanced Alignment Hantao Lou Changye Li Yalan Qin Yaodong Yang 286 5 0 22 Feb 2025
EDGE: Efficient Data Selection for LLM Agents via Guideline EffectivenessInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Yunxiao Zhang Guanming Xiong Haochen Li Wen Zhao LLMAG 180 2 0 18 Feb 2025
InsBank: Evolving Instruction Subset for Ongoing Alignment Jiayi Shi Yiwei Li Shaoxiong Feng Peiwen Yuan Xiaobei Wang ... Chuyi Tan Boyuan Pan Huan Ren Yao Hu Kan Li ALM 274 0 0 17 Feb 2025
Evolving LLMs' Self-Refinement Capability via Iterative Preference Optimization Yongcheng Zeng Xinyu Cui Xuanfa Jin Guoqing Liu Guoqing Liu ... Ning Yang Jun Wang Jianye Hao Haifeng Zhang Jun Wang LLMAG LRM 294 1 0 08 Feb 2025
The Best Instruction-Tuning Data are Those That Fit Dylan Zhang Qirun Dai Hao Peng ALM 462 19 0 06 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 223 7 0 21 Jan 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 403 12 0 17 Jan 2025
CDS: Knowledge Component-Driven Data Synthesis Guided by Cognitive Diagnosis Theory Haokun Zhao Jinyi Han Jiaqing Liang Yanghua Xiao Xiaojun Meng Jiansheng Wei 316 0 0 13 Jan 2025
MM-GEN: Enhancing Task Performance Through Targeted Multimodal Data Curation S. Joshi Besmira Nushi Vidhisha Balachandran Varun Chandrasekaran Vibhav Vineet Neel Joshi Baharan Mirzasoleiman MLLM VLM 338 1 0 07 Jan 2025