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
Unleashing In-context Learning of Autoregressive Models for Few-shot Image Manipulation Bolin Lai F. Xu Miao Liu Xiaoliang Dai Nikhil Mehta ... Zeyi Huang James M. Rehg Sangmin Lee Ning Zhang Tong Xiao 136 3 0 02 Dec 2024
LSceneLLM: Enhancing Large 3D Scene Understanding Using Adaptive Visual Preferences Hongyan Zhi Peihao Chen Junyan Li Shuailei Ma Xinyu Sun Tianhang Xiang Yinjie Lei Mingkui Tan Chuang Gan 172 8 0 02 Dec 2024
Efficient LLM Inference using Dynamic Input Pruning and Cache-Aware Masking Marco Federici Davide Belli M. V. Baalen Amir Jalalirad Andrii Skliar Bence Major Markus Nagel Paul N. Whatmough 208 1 0 02 Dec 2024
AgriBench: A Hierarchical Agriculture Benchmark for Multimodal Large Language Models Yutong Zhou Masahiro Ryo 139 1 0 30 Nov 2024
ChineseWebText 2.0: Large-Scale High-quality Chinese Web Text with Multi-dimensional and fine-grained information Wanyue Zhang Ziyong Li Wen Yang Chunlin Leng Yinan Bai Qianlong Du Chengqing Zong Jiajun Zhang 112 0 0 29 Nov 2024
Quantized Delta Weight Is Safety Keeper Yule Liu Zhen Sun Xinlei He Xinyi Huang 141 6 0 29 Nov 2024
Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models Tian Yu Shaolei Zhang Yang Feng RALM 3DV AIFin LRM 134 11 0 29 Nov 2024
ROSE: Revolutionizing Open-Set Dense Segmentation with Patch-Wise Perceptual Large Multimodal Model Kunyang Han Yibo Hu Mengxue Qu Hailin Shi Yao Zhao Y. X. Wei MLLM VLM 3DV 271 1 0 29 Nov 2024
3D-WAG: Hierarchical Wavelet-Guided Autoregressive Generation for High-Fidelity 3D Shapes Tejaswini Medi Arianna Rampini Pradyumna Reddy P. Jayaraman Margret Keuper DiffM 166 0 0 28 Nov 2024
Curriculum Demonstration Selection for In-Context Learning Duc Anh Vu Nguyen Tran Cong Duy Xiaobao Wu Hoang Minh Nhat Du Mingzhe Nguyen Thanh Thong Anh Tuan Luu 130 0 0 27 Nov 2024
ChatRex: Taming Multimodal LLM for Joint Perception and Understanding Qing Jiang Gen Luo Yuqin Yang Yuda Xiong Yihao Chen Zhaoyang Zeng Tianhe Ren Lei Zhang VLM LRM 210 10 0 27 Nov 2024
NEMO: Can Multimodal LLMs Identify Attribute-Modified Objects? Jiaxuan Li Junwen Mo MinhDuc Vo Akihiro Sugimoto Hideki Nakayama 177 0 0 26 Nov 2024
Pushing the Limits of Large Language Model Quantization via the Linearity Theorem Vladimir Malinovskii Andrei Panferov Ivan Ilin Han Guo Peter Richtárik Dan Alistarh MQ 165 7 0 26 Nov 2024
Collaborative Decoding Makes Visual Auto-Regressive Modeling Efficient Zigeng Chen Xinyin Ma Gongfan Fang Xinchao Wang VLM 138 8 0 26 Nov 2024
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 135 36 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 102 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 159 4 0 26 Nov 2024
PEFTGuard: Detecting Backdoor Attacks Against Parameter-Efficient Fine-Tuning Zhen Sun Tianshuo Cong Yule Liu Chenhao Lin Xinlei He Rongmao Chen Xingshuo Han Xinyi Huang AAML 172 6 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 133 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 136 3 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 Yuxiang Cai 147 8 0 25 Nov 2024
FREE-Merging: Fourier Transform for Efficient Model Merging Shenghe Zheng Hongzhi Wang MoMe 121 1 0 25 Nov 2024
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy Yuchen Li Fan Ma Yi Yang 176 3 0 24 Nov 2024
AnySynth: Harnessing the Power of Image Synthetic Data Generation for Generalized Vision-Language Tasks Yuchen Li Fan Ma Yi Yang DiffM 210 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 127 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 81 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 138 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 181 5 0 23 Nov 2024
Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning Hang Zhou Yehui Tang Haochen Qin Yujie Yang Renren Jin Deyi Xiong Kai Han Yunhe Wang 129 6 0 21 Nov 2024
FASTNav: Fine-tuned Adaptive Small-language-models Trained for Multi-point Robot Navigation Yuxuan Chen Yixin Han Xiao Li 111 1 0 20 Nov 2024
AIDBench: A benchmark for evaluating the authorship identification capability of large language models Zichen Wen Dadi Guo Huishuai Zhang 124 0 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 195 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 136 2 0 19 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 Wentao Zhang Wentao Zhang 193 11 0 18 Nov 2024
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs Keer Lu Keshi Zhao Zhuoran Zhang Zheng Liang Da Pan ... Xin Wu Guosheng Dong Bin Cui Tengjiao Wang Wentao Zhang VLM CLL 102 0 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 113 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 147 3 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 59 2 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 90 1 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 73 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 137 93 1 15 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 95 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 92 6 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 175 1 0 12 Nov 2024
Model Editing for LLMs4Code: How Far are We? Xiaopeng Li Shasha Li Huijun Liu Jun Ma Jie Yu Xiaodong Liu Jing Wang Shezheng Song Weimin Zhang KELM 100 4 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 109 2 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 83 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 101 29 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 208 31 0 07 Nov 2024
CAD-MLLM: Unifying Multimodality-Conditioned CAD Generation With MLLM Jingwei Xu Chenyu Wang Zibo Zhao Wen Liu Yi-An Ma Shenghua Gao 141 18 0 07 Nov 2024