Qwen Technical Report

28 September 2023

Jinze Bai

Shuai Bai

Yunfei Chu

Zeyu Cui

Kai Dang

Xiaodong Deng

Yang Fan

Wenbin Ge

Yu Han

Fei Huang

Binyuan Hui

Luo Ji

Mei Li

Junyang Lin

Runji Lin

Dayiheng Liu

Gao Liu

Chengqiang Lu

Keming Lu

Jianxin Ma

Rui Men

Xingzhang Ren

Xuancheng Ren

Chuanqi Tan

Sinan Tan

Jianhong Tu

Peng Wang

Shijie Wang

Wei Wang

Shengguang Wu

Benfeng Xu

Jin Xu

An Yang

Hao Yang

Jian Yang

Shusheng Yang

Yang Yao

Bowen Yu

Hongyi Yuan

Zheng Yuan

Jianwei Zhang

Xinyu Zhang

Yichang Zhang

Zhenru Zhang

Chang Zhou

Jingren Zhou

Xiaohuan Zhou

Tianhang Zhu

OSLM

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Title
RIVAL: Reinforcement Learning with Iterative and Adversarial Optimization for Machine Translation Tianjiao Li Mengran Yu Chenyu Shi Yanjun Zhao Xiaojing Liu Qiang Zhang Qi Zhang Xuanjing Huang Jiayin Wang 98 0 0 05 Jun 2025
APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training Jun Rao Zepeng Lin Xuebo Liu Xiaopeng Ke Lian Lian Dong Jin Shengjun Cheng Jun Yu Min Zhang 104 0 0 04 Jun 2025
DRE: An Effective Dual-Refined Method for Integrating Small and Large Language Models in Open-Domain Dialogue Evaluation Kun Zhao Bohao Yang Chen Tang Siyuan Dai Haoteng Tang Chenghua Lin Liang Zhan 25 0 0 04 Jun 2025
MANBench: Is Your Multimodal Model Smarter than Human? Han Zhou Qitong Xu Yiheng Dong Xin Yang 19 0 0 04 Jun 2025
SAGE:Specification-Aware Grammar Extraction for Automated Test Case Generation with LLMs Aditi Hyunwoo Park Sicheol Sung Yo-Sub Han Sang-Ki Ko 15 0 0 04 Jun 2025
A Statistical Physics of Language Model Reasoning Jack David Carson Amir Reisizadeh LRM AI4CE 78 0 0 04 Jun 2025
Towards Geometry Problem Solving in the Large Model Era: A Survey Yurui Zhao Xiang Wang Jiahong Liu Irwin King Zhitao Huang LRM AI4CE 69 0 0 03 Jun 2025
Think Twice, Act Once: A Co-Evolution Framework of LLM and RL for Large-Scale Decision Making Xu Wan Wenyue Xu Chao Yang Mingyang Sun 44 1 0 03 Jun 2025
StarVC: A Unified Auto-Regressive Framework for Joint Text and Speech Generation in Voice Conversion Fengjin Li Jie Wang Yadong Niu Yongqing Wang Meng Meng Jian Luan Zhiyong Wu 57 0 0 03 Jun 2025
Cell-o1: Training LLMs to Solve Single-Cell Reasoning Puzzles with Reinforcement Learning Yin Fang Qiao Jin Guangzhi Xiong Bowen Jin Xianrui Zhong Siru Ouyang Aidong Zhang Jiawei Han Zhiyong Lu ReLM OffRL LRM 45 0 0 03 Jun 2025
Towards Auto-Annotation from Annotation Guidelines: A Benchmark through 3D LiDAR Detection Yechi Ma Wei Hua Shu Kong 52 0 0 03 Jun 2025
Unraveling Spatio-Temporal Foundation Models via the Pipeline Lens: A Comprehensive Review Yuchen Fang Hao Miao Yuxuan Liang Liwei Deng Yue Cui ... Yan Zhao T. Pedersen Christian S. Jensen Xiaofang Zhou Kai Zheng AI4TS AI4CE 64 0 0 02 Jun 2025
ShapeLLM-Omni: A Native Multimodal LLM for 3D Generation and Understanding Junliang Ye Zhengyi Wang Ruowen Zhao Shenghao Xie Jun Zhu 43 0 0 02 Jun 2025
Generative Next POI Recommendation with Semantic ID D. Wang Yuxi Huang Shen Gao Yifan Wang Chengrui Huang Shuo Shang 61 0 0 02 Jun 2025
V-VAE: A Variational Auto Encoding Framework Towards Fine-Grained Control over Human-Like Chat Qi Lin Weikai Xu Lisi Chen Bin Dai 64 0 0 02 Jun 2025
OmniV2V: Versatile Video Generation and Editing via Dynamic Content Manipulation Sen Liang Zhentao Yu Zhengguang Zhou Teng Hu Hongmei Wang ... Qin Lin Yuan Zhou Xin Li Qinglin Lu Zhibo Chen DiffM VGen SyDa 48 0 0 02 Jun 2025
Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability Yarden Bakish Itamar Zimerman Hila Chefer Lior Wolf 19 0 0 02 Jun 2025
ReGA: Representation-Guided Abstraction for Model-based Safeguarding of LLMs Zeming Wei Chengcan Wu Meng Sun 57 0 0 02 Jun 2025
Exploring the Potential of LLMs as Personalized Assistants: Dataset, Evaluation, and Analysis J. Mok Ik-hwan Kim Sangkwon Park Sungroh Yoon 53 0 0 02 Jun 2025
GOBench: Benchmarking Geometric Optics Generation and Understanding of MLLMs X. Zhu Ziheng Jia Jiarui Wang Xiangyu Zhao Haodong Duan Xiongkuo Min Jia Wang Zicheng Zhang Guangtao Zhai EGVM VLM 41 0 0 01 Jun 2025
Deep Temporal Reasoning in Video Language Models: A Cross-Linguistic Evaluation of Action Duration and Completion through Perfect Times Olga Loginova Sofía Ortega Loguinova LRM 28 0 0 01 Jun 2025
Bound by semanticity: universal laws governing the generalization-identification tradeoff Marco Nurisso Jesseba Fernando Raj Deshpande Alan Perotti Raja Marjieh ... Taylor W. Webb Declan Campbell F. Vaccarino Jonathan Cohen G. Petri 10 0 0 01 Jun 2025
Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision Jiahui Zhou Dan Li Lin Li Zhuomin Chen Shunyu Wu Haozheng Ye Jian Lou Costas J. Spanos AI4TS LRM 36 0 0 01 Jun 2025
Massively Multilingual Adaptation of Large Language Models Using Bilingual Translation Data Shaoxiong Ji Zihao Li Jaakko Paavola Indraneil Paul Hengyu Luo Jörg Tiedemann CLL 49 0 0 31 May 2025
RiOSWorld: Benchmarking the Risk of Multimodal Computer-Use Agents Jingyi Yang Shuai Shao Dongrui Liu Jing Shao 24 0 0 31 May 2025
Overfitting has a limitation: a model-independent generalization error bound based on Rényi entropy Atsushi Suzuki 25 0 0 30 May 2025
Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces Gen Luo Ganlin Yang Ziyang Gong Guanzhou Chen Haonan Duan ... Wenhai Wang Jifeng Dai Yu Qiao Rongrong Ji X. Zhu LM&Ro 22 1 0 30 May 2025
CHIP: Chameleon Hash-based Irreversible Passport for Robust Deep Model Ownership Verification and Active Usage Control Chaohui Xu Qi Cui Chip-Hong Chang 24 0 0 30 May 2025
MDPO: Multi-Granularity Direct Preference Optimization for Mathematical Reasoning Yunze Lin LRM 15 0 0 30 May 2025
DIP-R1: Deep Inspection and Perception with RL Looking Through and Understanding Complex Scenes Sungjune Park Hyunjun Kim Junho Kim S. T. Kim Y. Ro LRM 123 0 0 29 May 2025
Differential Information: An Information-Theoretic Perspective on Preference Optimization Yunjae Won Hyunji Lee Hyeonbin Hwang Minjoon Seo 27 0 0 29 May 2025
DINO-R1: Incentivizing Reasoning Capability in Vision Foundation Models Chenbin Pan Wenbin He Zhengzhong Tu Liu Ren LRM VLM 65 0 0 29 May 2025
Adversarial Semantic and Label Perturbation Attack for Pedestrian Attribute Recognition Weizhe Kong Xiao Wang Ruichong Gao Chenglong Li Yu Zhang Xing Yang Yaowei Wang Jin Tang AAML 64 0 0 29 May 2025
TCM-Ladder: A Benchmark for Multimodal Question Answering on Traditional Chinese Medicine Jiacheng Xie Yang Yu Ziyang Zhang Shuai Zeng Jiaxuan He ... Congyu Guo Lening Zhao Congcong Jing Guanghui An Dong Xu LM&MA ELM 22 0 0 29 May 2025
ThinkGeo: Evaluating Tool-Augmented Agents for Remote Sensing Tasks Akashah Shabbir Muhammad Akhtar Munir Akshay Dudhane Muhammad Umer Sheikh M. H. Khan Paolo Fraccaro Juan Bernabé-Moreno Fahad Shahbaz Khan Salman Khan LLMAG ELM 52 0 0 29 May 2025
Noise-Robustness Through Noise: Asymmetric LoRA Adaption with Poisoning Expert Zhaokun Wang Jinyu Guo Jingwen Pu Lingfeng Chen Hongli Pu Jie Ou.Libo Qin Libo Qin Wenhong Tian AAML 34 0 0 29 May 2025
ACE-Step: A Step Towards Music Generation Foundation Model Junmin Gong Sean Zhao Sen Wang S. Xu Joe Guo 39 2 0 28 May 2025
New Tools are Needed for Tracking Adherence to AI Model Behavioral Use Clauses Daniel J. McDuff Tim Korjakow Kevin Klyman Danish Contractor MedIm 36 0 0 28 May 2025
Highly Efficient and Effective LLMs with Multi-Boolean Architectures Ba-Hien Tran Van Minh Nguyen MQ 56 0 0 28 May 2025
Fostering Video Reasoning via Next-Event Prediction Haonan Wang Hongfu Liu Xiangyan Liu C. Du Kenji Kawaguchi Ye Wang Tianyu Pang AI4TS LRM 82 0 0 28 May 2025
Characterizing Bias: Benchmarking Large Language Models in Simplified versus Traditional Chinese Hanjia Lyu Jiebo Luo Jian Kang Allison Koenecke 43 1 0 28 May 2025
EvoMoE: Expert Evolution in Mixture of Experts for Multimodal Large Language Models Linglin Jing Yuting Gao Zhigang Wang Wang Lan Yiwen Tang Wenhai Wang Kaipeng Zhang Qingpei Guo MoE 28 0 0 28 May 2025
Towards Scalable Language-Image Pre-training for 3D Medical Imaging Chenhui Zhao Yiwei Lyu Asadur Chowdury Edward Harake A. Kondepudi Akshay Rao X. Hou Honglak Lee Todd C. Hollon LM&MA MedIm 39 0 0 28 May 2025
SV-TrustEval-C: Evaluating Structure and Semantic Reasoning in Large Language Models for Source Code Vulnerability Analysis Yansong Li Paula Branco Alexander M. Hoole Manish Marwah Hari Manassery Koduvely Guy-Vincent Jourdan Stephan Jou ELM LRM 43 0 0 27 May 2025
Pretrained LLMs Learn Multiple Types of Uncertainty Roi Cohen Omri Fahn Gerard de Melo 39 0 0 27 May 2025
Can LLMs Learn to Map the World from Local Descriptions? Sirui Xia Aili Chen Xintao Wang Tinghui Zhu Yikai Zhang Jiangjie Chen Yanghua Xiao 52 0 0 27 May 2025
Unveiling Instruction-Specific Neurons & Experts: An Analytical Framework for LLM's Instruction-Following Capabilities Junyan Zhang Yubo Gao Yibo Yan Jungang Li Zhaorui Hou ... Shuliang Liu Song Dai Yonghua Hei Junzhuo Li Xuming Hu 67 0 0 27 May 2025
Test-Time Learning for Large Language Models Jinwu Hu Zhitian Zhang Guohao Chen Xutao Wen Chao Shuai Wei Luo Bin Xiao Yuanqing Li Mingkui Tan 55 0 0 27 May 2025
BacktrackAgent: Enhancing GUI Agent with Error Detection and Backtracking Mechanism Qinzhuo Wu Pengzhi Gao Wei Liu Jian Luan LLMAG 49 0 0 27 May 2025
Active-O3: Empowering Multimodal Large Language Models with Active Perception via GRPO Muzhi Zhu Hao Zhong Canyu Zhao Zongze Du Zheng Huang ... Hao Chen Cheng Zou Jingdong Chen Ming-Hsuan Yang Chunhua Shen LRM 174 0 0 27 May 2025