Title
IDEAL: Data Equilibrium Adaptation for Multi-Capability Language Model Alignment Chenlin Ming Chendi Qu Mengzhang Cai Qizhi Pei Zhuoshi Pan Yu Li Xiaoming Duan Lijun Wu Zeang Sheng 17 0 0 19 May 2025
PsyMem: Fine-grained psychological alignment and Explicit Memory Control for Advanced Role-Playing LLMs Xilong Cheng Yunxiao Qin Yuting Tan Zhengnan Li Ye Wang Hongjiang Xiao Yuan Zhang 17 0 0 19 May 2025
DIMT25@ICDAR2025: HW-TSC's End-to-End Document Image Machine Translation System Leveraging Large Vision-Language Model Zhanglin Wu Tengfei Song Ning Xie Feiyu Xiong Pengfei Li Shuang Wu Chong Li Junhao Zhu Hao Yang 44 0 0 24 Apr 2025
FinNLI: Novel Dataset for Multi-Genre Financial Natural Language Inference Benchmarking Jabez Magomere Elena Kochkina Samuel Mensah Simerjot Kaur Charese Smiley 38 1 0 22 Apr 2025
From Reviews to Dialogues: Active Synthesis for Zero-Shot LLM-based Conversational Recommender System Rohan Surana Junda Wu Zhouhang Xie Yu Xia Harald Steck Dawen Liang Nathan Kallus Julian McAuley 40 0 0 21 Apr 2025
MIG: Automatic Data Selection for Instruction Tuning by Maximizing Information Gain in Semantic Space Yicheng Chen Yining Li Kai Hu Zerun Ma Haochen Ye Kai Chen 34 0 0 18 Apr 2025
LoRI: Reducing Cross-Task Interference in Multi-Task Low-Rank Adaptation Juzheng Zhang Jiacheng You Ashwinee Panda Tom Goldstein MoMe 53 1 0 10 Apr 2025
Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models Liangjie Huang Dawei Li Huan Liu Lu Cheng LRM 44 0 0 03 Apr 2025
Identity Lock: Locking API Fine-tuned LLMs With Identity-based Wake Words Hongyu Su Yifeng Gao Yifan Ding Jie Zhang 52 0 0 10 Mar 2025
Teaching AI to Handle Exceptions: Supervised Fine-Tuning with Human-Aligned Judgment Matthew DosSantos DiSorbo Harang Ju Sinan Aral ELM LRM 55 0 0 04 Mar 2025
Can Large Language Models Extract Customer Needs as well as Professional Analysts? Artem Timoshenko Chengfeng Mao J. Hauser ELM 60 0 0 25 Feb 2025
BA-LoRA: Bias-Alleviating Low-Rank Adaptation to Mitigate Catastrophic Inheritance in Large Language Models Yupeng Chang Yi-Ju Chang Yuan Wu AI4CE ALM 97 0 0 24 Feb 2025
Problem-Solving Logic Guided Curriculum In-Context Learning for LLMs Complex Reasoning Xuetao Ma Wenbin Jiang Hua Huang LRM 73 1 0 21 Feb 2025
Multi-Attribute Steering of Language Models via Targeted Intervention Duy Nguyen Archiki Prasad Elias Stengel-Eskin Joey Tianyi Zhou LLMSV 110 0 0 18 Feb 2025
Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models Yingqian Cui Pengfei He Jingying Zeng Hui Liu Xianfeng Tang ... Zhen Li Suhang Wang Yue Xing Jiliang Tang Qi He LRM 52 9 0 18 Feb 2025
Building A Proof-Oriented Programmer That Is 64% Better Than GPT-4o Under Data Scarcity Dylan Zhang Justin Wang Tianran Sun 58 1 0 17 Feb 2025
A Dynamic and High-Precision Method for Scenario-Based HRA Synthetic Data Collection in Multi-Agent Collaborative Environments Driven by LLMs Xingyu Xiao Peng Chen Qianqian Jia Jiejuan Tong Jingang Liang Haitao Wang 77 0 0 16 Jan 2025
MoDULA: Mixture of Domain-Specific and Universal LoRA for Multi-Task Learning Yufei Ma Zihan Liang Huangyu Dai Bin Chen D. Gao ... Linbo Jin Wen Jiang Guannan Zhang Xiaoyan Cai Libin Yang MoE MoMe 99 1 0 10 Dec 2024
LLaMA-MoE v2: Exploring Sparsity of LLaMA from Perspective of Mixture-of-Experts with Post-Training Xiaoye Qu Daize Dong Xuyang Hu Tong Zhu Weigao Sun Yu Cheng MoE 95 11 0 24 Nov 2024
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs Keer Lu Keshi Zhao Zheng Liang Zhuoran Zhang Da Pan ... Xin Wu Zenan Zhou Guosheng Dong Bin Cui Wentao Zhang VLM CLL 38 0 0 18 Nov 2024
Meta-Learning Adaptable Foundation Models Jacob L. Block Sundararajan Srinivasan Liam Collins Aryan Mokhtari Sanjay Shakkottai 28 0 0 29 Oct 2024
Fine-Tuning LLMs for Reliable Medical Question-Answering Services Ali Anaissi Ali Braytee Junaid Akram LM&MA AI4MH 36 2 0 21 Oct 2024
CodePMP: Scalable Preference Model Pretraining for Large Language Model Reasoning Huimu Yu Xing Wu Weidong Yin Debing Zhang Songlin Hu LRM 36 5 0 03 Oct 2024
FlipGuard: Defending Preference Alignment against Update Regression with Constrained Optimization Mingye Zhu Yi Liu Quan Wang Junbo Guo Zhendong Mao 39 1 0 01 Oct 2024
Supervised Fine-Tuning Achieve Rapid Task Adaption Via Alternating Attention Head Activation Patterns Yang Zhao Li Du Xiao Ding Kai Xiong Ting Liu Bing Qin 28 2 0 24 Sep 2024
HW-TSC's Submission to the CCMT 2024 Machine Translation Tasks Zhanglin Wu Yuanchang Luo Daimeng Wei Jiawei Zheng Bin Wei ... Jiaxin Guo Shaojun Li Mengli Zhu Ning Xie Hao Yang 45 1 0 23 Sep 2024
Beyond IID: Optimizing Instruction Learning from the Perspective of Instruction Interaction and Dependency hanyu Zhao Li Du Yiming Ju Chengwei Wu Tengfei Pan 35 5 0 11 Sep 2024
How Do Your Code LLMs Perform? Empowering Code Instruction Tuning with High-Quality Data Yejie Wang Keqing He Dayuan Fu Zhuoma Gongque Heyang Xu ... Muxi Diao Jingang Wang Hao Fei Xunliang Cai Weiran Xu ALM SyDa 48 3 0 05 Sep 2024
Leveraging Web-Crawled Data for High-Quality Fine-Tuning Jing Zhou Chenglin Jiang Wei Shen Xiao Zhou Xiaonan He ALM 50 3 0 15 Aug 2024
P3: A Policy-Driven, Pace-Adaptive, and Diversity-Promoted Framework for Optimizing LLM Training Yingxuan Yang Huayi Wang Muning Wen Weinan Zhang 52 0 0 10 Aug 2024
ChipExpert: The Open-Source Integrated-Circuit-Design-Specific Large Language Model Ning Xu Zhaoyang Zhang Lei Qi Wensuo Wang Chao Zhang ... Mengyao Zhao Junbo Liu Yufan Song Xin Geng Jun Yang 28 0 0 26 Jul 2024
A Survey on Employing Large Language Models for Text-to-SQL Tasks Liang Shi Zhengju Tang Nan Zhang Xiaotong Zhang Zhi Yang 39 22 0 21 Jul 2024
Thought-Like-Pro: Enhancing Reasoning of Large Language Models through Self-Driven Prolog-based Chain-of-Thought Jue Chen Yongxin Deng Xihe Qiu Weidi Xu Chao Qu Wei Chu Yinghui Xu Yuan Qi LRM AI4CE LM&Ro 49 2 0 18 Jul 2024
Weak-to-Strong Reasoning Yuqing Yang Yan Ma Pengfei Liu LRM 39 14 0 18 Jul 2024
Qwen2 Technical Report An Yang Baosong Yang Binyuan Hui Jian Xu Bowen Yu ... Yuqiong Liu Zeyu Cui Zhenru Zhang Zhifang Guo Zhi-Wei Fan OSLM VLM MU 64 815 0 15 Jul 2024
BAPO: Base-Anchored Preference Optimization for Personalized Alignment in Large Language Models Gihun Lee Minchan Jeong Yujin Kim Hojung Jung Jaehoon Oh Sangmook Kim Se-Young Yun 43 1 0 30 Jun 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 51 10 0 26 Jun 2024
Lottery Ticket Adaptation: Mitigating Destructive Interference in LLMs Ashwinee Panda Berivan Isik Xiangyu Qi Sanmi Koyejo Tsachy Weissman Prateek Mittal MoMe 50 15 0 24 Jun 2024
WARP: On the Benefits of Weight Averaged Rewarded Policies Alexandre Ramé Johan Ferret Nino Vieillard Robert Dadashi Léonard Hussenot Pierre-Louis Cedoz Pier Giuseppe Sessa Sertan Girgin Arthur Douillard Olivier Bachem 62 14 0 24 Jun 2024
RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold Amrith Rajagopal Setlur Saurabh Garg Xinyang Geng Naman Garg Virginia Smith Aviral Kumar 47 48 0 20 Jun 2024
CityGPT: Empowering Urban Spatial Cognition of Large Language Models Jie Feng Yuwei Du Tianhui Liu Siqi Guo Yuming Lin Yong Li 47 13 0 20 Jun 2024
Self-play with Execution Feedback: Improving Instruction-following Capabilities of Large Language Models Guanting Dong Keming Lu Chengpeng Li Tingyu Xia Bowen Yu Chang Zhou Jingren Zhou SyDa ALM LRM 55 15 0 19 Jun 2024
Aqulia-Med LLM: Pioneering Full-Process Open-Source Medical Language Models Lulu Zhao Weihao Zeng Xiaofeng Shi Hua Zhou Donglin Hao Yonghua Lin LM&MA 51 4 0 18 Jun 2024
How Far Can In-Context Alignment Go? Exploring the State of In-Context Alignment Heyan Huang Yinghao Li Huashan Sun Yu Bai Yang Gao 52 3 0 17 Jun 2024
Self and Cross-Model Distillation for LLMs: Effective Methods for Refusal Pattern Alignment Jie Li Yi Liu Chongyang Liu Xiaoning Ren Ling Shi Weisong Sun Yinxing Xue 37 0 0 17 Jun 2024
CS-Bench: A Comprehensive Benchmark for Large Language Models towards Computer Science Mastery Xiaoshuai Song Muxi Diao Guanting Dong Zhengyang Wang Yujia Fu ... Yejie Wang Zhuoma Gongque Jianing Yu Qiuna Tan Weiran Xu ELM 60 11 0 12 Jun 2024
Sparsity-Accelerated Training for Large Language Models Da Ma Lu Chen Pengyu Wang Hongshen Xu Hanqi Li Liangtai Sun Su Zhu Shuai Fan Kai Yu LRM 33 0 0 03 Jun 2024
Learning to Clarify: Multi-turn Conversations with Action-Based Contrastive Self-Training Maximillian Chen Ruoxi Sun Sercan O. Arik Tomas Pfister LLMAG 53 6 0 31 May 2024
From Symbolic Tasks to Code Generation: Diversification Yields Better Task Performers Dylan Zhang Justin Wang Francois Charton 38 0 0 30 May 2024
AlchemistCoder: Harmonizing and Eliciting Code Capability by Hindsight Tuning on Multi-source Data Zifan Song Yudong Wang Wenwei Zhang Kuikun Liu Chengqi Lyu ... Qipeng Guo Hang Yan Dahua Lin Kai-xiang Chen Cairong Zhao SyDa 46 2 0 29 May 2024