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
ShowUI: One Vision-Language-Action Model for GUI Visual Agent Kevin Qinghong Lin Linjie Li Difei Gao Zhiyong Yang Shiwei Wu Zechen Bai Weixian Lei Lijuan Wang Mike Zheng Shou LLMAG 81 14 0 26 Nov 2024
Different Bias Under Different Criteria: Assessing Bias in LLMs with a Fact-Based Approach Changgeon Ko Jisu Shin Hoyun Song Jeongyeon Seo Jong C. Park 79 0 0 26 Nov 2024
Efficient Multi-modal Large Language Models via Visual Token Grouping Minbin Huang Runhui Huang Han Shi Yimeng Chen Chuanyang Zheng Xiangguo Sun Xin Jiang Zhiyu Li Hong Cheng VLM 90 3 0 26 Nov 2024
Seq2Time: Sequential Knowledge Transfer for Video LLM Temporal Grounding Andong Deng Zhongpai Gao Anwesa Choudhuri Benjamin Planche Meng Zheng Bin Wang Terrence Chen Chong Chen Ziyan Wu AI4TS 83 1 0 25 Nov 2024
Language Driven Occupancy Prediction Zhu Yu Bowen Pang Lizhe Liu Runmin Zhang Qihao Peng Maochun Luo Sheng Yang Mingxia Chen Si-Yuan Cao Hui-Liang Shen 95 2 0 25 Nov 2024
ZoomEye: Enhancing Multimodal LLMs with Human-Like Zooming Capabilities through Tree-Based Image Exploration Haozhan Shen Kangjia Zhao Tiancheng Zhao Ruochen Xu Zilun Zhang Mingwei Zhu Jianwei Yin 97 4 0 25 Nov 2024
FREE-Merging: Fourier Transform for Efficient Model Merging Shenghe Zheng Hongzhi Wang MoMe 79 0 0 25 Nov 2024
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy Y. Li Fan Ma Yi Yang 143 2 0 24 Nov 2024
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks Y. Li Fan Ma Yi Yang DiffM 154 2 0 24 Nov 2024
ChemSafetyBench: Benchmarking LLM Safety on Chemistry Domain Haochen Zhao Xiangru Tang Ziran Yang Xiao Han Xuanzhi Feng ... Senhao Cheng Di Jin Yilun Zhao Arman Cohan Mark B. Gerstein ELM 83 1 0 23 Nov 2024
Enhancing Instruction-Following Capability of Visual-Language Models by Reducing Image Redundancy Te Yang Jian Jia Xiangyu Zhu Weisong Zhao Bo Wang ... Shengyuan Liu Quan Chen Peng Jiang Kun Gai Zhen Lei 69 1 0 23 Nov 2024
freePruner: A Training-free Approach for Large Multimodal Model Acceleration Bingxin Xu Yuzhang Shang Yunhao Ge Qian Lou Yan Yan 97 3 0 23 Nov 2024
Gotta Hear Them All: Sound Source Aware Vision to Audio Generation Wei Guo Heng Wang Jianbo Ma Weidong Cai DiffM 93 3 0 23 Nov 2024
FASTNav: Fine-tuned Adaptive Small-language-models Trained for Multi-point Robot Navigation Yuxuan Chen Yixin Han Xiao Li 74 1 0 20 Nov 2024
AIDBench: A benchmark for evaluating the authorship identification capability of large language models Zichen Wen Dadi Guo Huishuai Zhang 79 0 0 20 Nov 2024
DriveMLLM: A Benchmark for Spatial Understanding with Multimodal Large Language Models in Autonomous Driving Xianda Guo Ruijun Zhang Yiqun Duan Yuhang He Chenming Zhang Shuai Liu Long Chen LRM 91 11 0 20 Nov 2024
Teaching VLMs to Localize Specific Objects from In-context Examples Sivan Doveh Nimrod Shabtay Wei Lin Eli Schwartz Hilde Kuehne ... Leonid Karlinsky James Glass Assaf Arbelle S. Ullman Muhammad Jehanzeb Mirza VLM 106 1 0 20 Nov 2024
Med-2E3: A 2D-Enhanced 3D Medical Multimodal Large Language Model Yiming Shi Xun Zhu Ying Hu Chenyi Guo Miao Li Ji Wu 82 1 0 19 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 28 0 0 18 Nov 2024
MC-LLaVA: Multi-Concept Personalized Vision-Language Model Ruichuan An Sihan Yang Ming Lu Kai Zeng Yulin Luo ... Hao Liang Qi She Shanghang Zhang Feiyu Xiong Wentao Zhang 90 5 0 18 Nov 2024
TS-LLaVA: Constructing Visual Tokens through Thumbnail-and-Sampling for Training-Free Video Large Language Models Tingyu Qu Mingxiao Li Tinne Tuytelaars Marie-Francine Moens VLM 42 2 0 17 Nov 2024
SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization Hongrui Jia Chaoya Jiang Haiyang Xu Wei Ye Mengfan Dong Ming Yan Ji Zhang Fei Huang Shikun Zhang MLLM 93 2 0 17 Nov 2024
Can Generic LLMs Help Analyze Child-adult Interactions Involving Children with Autism in Clinical Observation? Tiantian Feng Anfeng Xu Rimita Lahiri Helen Tager-Flusberg So Hyun Kim Somer Bishop C. Lord Shrikanth Narayanan LM&MA 36 1 0 16 Nov 2024
Awaker2.5-VL: Stably Scaling MLLMs with Parameter-Efficient Mixture of Experts Jinqiang Long Yanqi Dai Guoxing Yang Hongpeng Lin Nanyi Fei Yizhao Gao Zhiwu Lu MoE VLM 44 0 0 16 Nov 2024
AMXFP4: Taming Activation Outliers with Asymmetric Microscaling Floating-Point for 4-bit LLM Inference Janghwan Lee Jiwoong Park Jinseok Kim Yongjik Kim Jungju Oh Jinwook Oh Jungwook Choi 44 2 0 15 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 67 50 1 15 Nov 2024
LLM-based Bi-level Multi-interest Learning Framework for Sequential Recommendation Shutong Qiao Chen Gao Wei Yuan Yong Li Hongzhi Yin 44 2 0 14 Nov 2024
NavAgent: Multi-scale Urban Street View Fusion For UAV Embodied Vision-and-Language Navigation Youzhi Liu Fanglong Yao Yuanchang Yue Guangluan Xu Xian Sun Kun Fu LM&Ro 42 3 0 13 Nov 2024
Tree-of-Table: Unleashing the Power of LLMs for Enhanced Large-Scale Table Understanding Deyi Ji Lanyun Zhu Siqi Gao Peng Xu Hongtao Lu Jieping Ye Feng Zhao PINN LMTD 52 3 0 13 Nov 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 78 0 0 12 Nov 2024
Model Editing for LLMs4Code: How Far are We? Xiaopeng Li Shangwen Wang Shasha Li Jun Ma Jie Yu Xiaodong Liu Jing Wang Bin Ji Weimin Zhang KELM 49 2 0 11 Nov 2024
Golden Touchstone: A Comprehensive Bilingual Benchmark for Evaluating Financial Large Language Models Xiaojun Wu Junxi Liu Huanyi Su Zhouchi Lin Yiyan Qi ... Fuwei Wang Saizhuo Wang Fengrui Hua Jia Li Jian Guo 52 0 0 09 Nov 2024
LLM-R: A Framework for Domain-Adaptive Maintenance Scheme Generation Combining Hierarchical Agents and RAG Laifa Tao Qixuan Huang Xianjun Wu Weiwei Zhang Yunlong Wu Bin Li Chen Lu Xingshuo Hai 49 0 0 07 Nov 2024
Scaling Laws for Precision Tanishq Kumar Zachary Ankner Benjamin Spector Blake Bordelon Niklas Muennighoff Mansheej Paul Cengiz Pehlevan Christopher Ré Aditi Raghunathan AIFin MoMe 54 15 0 07 Nov 2024
CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM Jingwei Xu Chenyu Wang Zibo Zhao Wen Liu Yi Ma Shenghua Gao 58 13 0 07 Nov 2024
OpenCoder: The Open Cookbook for Top-Tier Code Large Language Models Siming Huang Tianhao Cheng J.K. Liu Jiaran Hao L. Song ... Ge Zhang Zili Wang Yuan Qi Yinghui Xu Wei Chu ALM 83 18 0 07 Nov 2024
Sharp Analysis for KL-Regularized Contextual Bandits and RLHF Heyang Zhao Chenlu Ye Quanquan Gu Tong Zhang OffRL 57 3 0 07 Nov 2024
Large Generative Model-assisted Talking-face Semantic Communication System Feibo Jiang Siwei Tu Li Dong Cunhua Pan Jiangzhou Wang Xiaohu You 36 2 0 06 Nov 2024
Crystal: Illuminating LLM Abilities on Language and Code Tianhua Tao Junbo Li Bowen Tan Hongyi Wang William Marshall ... Joel Hestness Natalia Vassilieva Zhiqiang Shen Eric P. Xing Zhengzhong Liu 52 4 0 06 Nov 2024
Automating Exploratory Proteomics Research via Language Models Ning Ding Shang Qu Linhai Xie Yifei Li Ziqiang Liu ... Youbang Sun Yang Li Dong Li Fuchu He Bowen Zhou 39 2 0 06 Nov 2024
Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination D. Song Sicheng Lai Shunian Chen Lichao Sun Benyou Wang 207 0 0 06 Nov 2024
Classification Done Right for Vision-Language Pre-Training Zilong Huang Qinghao Ye Bingyi Kang Jiashi Feng Haoqi Fan CLIP VLM 50 2 0 05 Nov 2024
SMoA: Improving Multi-agent Large Language Models with Sparse Mixture-of-Agents Dawei Li Zhen Tan Peijia Qian Yifan Li Kumar Satvik Chaudhary Lijie Hu Jiayi Shen 58 7 0 05 Nov 2024
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent Yangning Li Hai-Tao Zheng Xinyu Wang Yong Jiang Zhen Zhang ... Hui Wang Hai-Tao Zheng Pengjun Xie Philip S. Yu Fei Huang 65 18 0 05 Nov 2024
TableGPT2: A Large Multimodal Model with Tabular Data Integration Aofeng Su Aowen Wang Chao Ye Chen Zhou G. Zhang ... Xijun Gu Xingchen Sun Xianrui Li Yuqing Yang Zhiqing Xiao PINN VLM LMTD 67 11 0 04 Nov 2024
MoE-I $^2$ : Compressing Mixture of Experts Models through Inter-Expert Pruning and Intra-Expert Low-Rank Decomposition Cheng Yang Yang Sui Jinqi Xiao Lingyi Huang Yu Gong Yuanlin Duan Wenqi Jia Miao Yin Yu Cheng Bo Yuan MoE 81 5 0 01 Nov 2024
Randomized Autoregressive Visual Generation Qihang Yu Ju He XueQing Deng Xiaohui Shen Liang-Chieh Chen VGen DiffM 57 31 1 01 Nov 2024
Generative Emotion Cause Explanation in Multimodal Conversations Lin Wang Xiaocui Yang Shi Feng Daling Wang Yifei Zhang 39 0 0 01 Nov 2024
Enhancing the Traditional Chinese Medicine Capabilities of Large Language Model through Reinforcement Learning from AI Feedback Song Yu Xiaofei Xu Fangfei Xu Li Li LM&MA 35 1 0 01 Nov 2024
What is Wrong with Perplexity for Long-context Language Modeling? Lizhe Fang Yifei Wang Zhaoyang Liu Chenheng Zhang Stefanie Jegelka Jinyang Gao Bolin Ding Yisen Wang 69 6 0 31 Oct 2024