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
Mercury: A Code Efficiency Benchmark for Code Large Language Models Mingzhe Du A. Luu Bin Ji Qian Liu See-Kiong Ng ALM ELM OffRL 24 6 0 12 Feb 2024
Anchor-based Large Language Models Jianhui Pang Fanghua Ye Derek F. Wong Xin He Wanshun Chen Longyue Wang KELM 56 8 0 12 Feb 2024
CPSDBench: A Large Language Model Evaluation Benchmark and Baseline for Chinese Public Security Domain Xin Tong Bo Jin Zhi Lin Binjun Wang Ting Yu Qiang Cheng ELM 25 0 0 11 Feb 2024
Prompt Perturbation in Retrieval-Augmented Generation based Large Language Models Zhibo Hu Chen Wang Yanfeng Shu Helen Paik Paik Liming Zhu SILM RALM 51 8 0 11 Feb 2024
REALM: RAG-Driven Enhancement of Multimodal Electronic Health Records Analysis via Large Language Models Yinghao Zhu Changyu Ren Shiyun Xie Shukai Liu Hangyuan Ji ... Tao Sun Long He Zhoujun Li Xi Zhu Chengwei Pan 45 18 0 10 Feb 2024
SALAD-Bench: A Hierarchical and Comprehensive Safety Benchmark for Large Language Models Lijun Li Bowen Dong Ruohui Wang Xuhao Hu Wangmeng Zuo Dahua Lin Yu Qiao Jing Shao ELM 30 87 0 07 Feb 2024
PaDeLLM-NER: Parallel Decoding in Large Language Models for Named Entity Recognition Jinghui Lu Ziwei Yang Yanjie Wang Xuejing Liu Brian Mac Namee Can Huang MoE 53 4 0 07 Feb 2024
HarmBench: A Standardized Evaluation Framework for Automated Red Teaming and Robust Refusal Mantas Mazeika Long Phan Xuwang Yin Andy Zou Zifan Wang ... Nathaniel Li Steven Basart Bo Li David A. Forsyth Dan Hendrycks AAML 32 320 0 06 Feb 2024
MobileVLM V2: Faster and Stronger Baseline for Vision Language Model Xiangxiang Chu Limeng Qiao Xinyu Zhang Shuang Xu Fei Wei ... Xiaofei Sun Yiming Hu Xinyang Lin Bo-Wen Zhang Chunhua Shen VLM MLLM 33 98 0 06 Feb 2024
The Instinctive Bias: Spurious Images lead to Hallucination in MLLMs Tianyang Han Qing Lian Rui Pan Renjie Pi Jipeng Zhang Shizhe Diao Yong Lin Tong Zhang 75 1 0 06 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Y. K. Li Yu-Huan Wu Daya Guo ReLM LRM 51 720 0 05 Feb 2024
LHRS-Bot: Empowering Remote Sensing with VGI-Enhanced Large Multimodal Language Model Dilxat Muhtar Zhenshi Li Feng-Xue Gu Xue-liang Zhang Pengfeng Xiao 80 51 0 04 Feb 2024
BetterV: Controlled Verilog Generation with Discriminative Guidance Zehua Pei Hui-Ling Zhen M. Yuan Yu Huang Bei Yu 32 56 0 03 Feb 2024
Can MLLMs Perform Text-to-Image In-Context Learning? Yuchen Zeng Wonjun Kang Yicong Chen Hyung Il Koo Kangwook Lee MLLM 36 9 0 02 Feb 2024
LLM-Detector: Improving AI-Generated Chinese Text Detection with Open-Source LLM Instruction Tuning Rongsheng Wang Hao Chen Ruizhe Zhou Han Ma Yaofei Duan Yanlan Kang Songhua Yang Baoyu Fan Tao Tan DeLMO 39 9 0 02 Feb 2024
Evaluating Large Language Models for Generalization and Robustness via Data Compression Yucheng Li Yunhao Guo Frank Guerin Chenghua Lin ELM 27 5 0 01 Feb 2024
H2O-Danube-1.8B Technical Report Philipp Singer Pascal Pfeiffer Yauhen Babakhin Maximilian Jeblick Nischay Dhankhar Gabor Fodor SriSatish Ambati VLM 21 8 0 30 Jan 2024
Rephrasing the Web: A Recipe for Compute and Data-Efficient Language Modeling Pratyush Maini Skyler Seto Richard He Bai David Grangier Yizhe Zhang Navdeep Jaitly SyDa 43 55 0 29 Jan 2024
MoE-LLaVA: Mixture of Experts for Large Vision-Language Models Bin Lin Zhenyu Tang Yang Ye Jiaxi Cui Bin Zhu ... Jinfa Huang Junwu Zhang Yatian Pang Munan Ning Li-ming Yuan VLM MLLM MoE 43 153 0 29 Jan 2024
E-EVAL: A Comprehensive Chinese K-12 Education Evaluation Benchmark for Large Language Models Jinchang Hou Chang Ao Haihong Wu Xiangtao Kong Zhigang Zheng ... Chengming Li Xiping Hu Ruifeng Xu Shiwen Ni Min Yang AI4Ed ELM 21 6 0 29 Jan 2024
Learning to Trust Your Feelings: Leveraging Self-awareness in LLMs for Hallucination Mitigation Yuxin Liang Zhuoyang Song Hao Wang Jiaxing Zhang HILM 43 30 0 27 Jan 2024
GeoDecoder: Empowering Multimodal Map Understanding Feng Qi Mian Dai Zixian Zheng Chao Wang 39 1 0 26 Jan 2024
Benchmarking LLMs via Uncertainty Quantification Fanghua Ye Mingming Yang Jianhui Pang Longyue Wang Derek F. Wong Emine Yilmaz Shuming Shi Zhaopeng Tu ELM 23 47 0 23 Jan 2024
Small Language Model Meets with Reinforced Vision Vocabulary Haoran Wei Lingyu Kong Jinyue Chen Liang Zhao Zheng Ge En Yu Jian‐Yuan Sun Chunrui Han Xiangyu Zhang VLM 57 40 0 23 Jan 2024
Assessing and Understanding Creativity in Large Language Models Yunpu Zhao Rui Zhang Wenyi Li Di Huang Jiaming Guo ... Xingui Hu Zidong Du Qi Guo Ling Li Yunji Chen LRM 37 19 0 23 Jan 2024
Large Language Models are Superpositions of All Characters: Attaining Arbitrary Role-play via Self-Alignment Keming Lu Bowen Yu Chang Zhou Jingren Zhou 52 58 0 23 Jan 2024
Benchmarking Large Multimodal Models against Common Corruptions Jiawei Zhang Tianyu Pang Chao Du Yi Ren Bo-wen Li Min-Bin Lin MLLM 32 14 0 22 Jan 2024
Orion-14B: Open-source Multilingual Large Language Models Du Chen Yi Huang Xiaopu Li Yongqiang Li Yongqiang Liu Haihui Pan Leichao Xu Dacheng Zhang Zhipeng Zhang Kun Han 35 4 0 20 Jan 2024
InferAligner: Inference-Time Alignment for Harmlessness through Cross-Model Guidance Pengyu Wang Dong Zhang Linyang Li Chenkun Tan Xinghao Wang Ke Ren Botian Jiang Xipeng Qiu LLMSV 26 41 0 20 Jan 2024
Augmenting Math Word Problems via Iterative Question Composing Haoxiong Liu Yifan Zhang Yifan Luo Andrew Chi-Chih Yao SyDa LRM 42 35 0 17 Jan 2024
Code-Based English Models Surprising Performance on Chinese QA Pair Extraction Task Linghan Zheng Hui Liu Xiaojun Lin Jiayuan Dong Yue Sheng Gang Shi Zhiwei Liu Hongwei Chen 27 0 0 16 Jan 2024
OOP: Object-Oriented Programming Evaluation Benchmark for Large Language Models Shuai Wang Liang Ding Li Shen Yong Luo Bo Du Dacheng Tao ELM ALM 45 2 0 12 Jan 2024
Kun: Answer Polishment for Chinese Self-Alignment with Instruction Back-Translation Tianyu Zheng Shuyue Guo Xingwei Qu Jiawei Guo Weixu Zhang ... Chenghua Lin Wenhao Huang Wenhu Chen Jie Fu Ge Zhang ALM 38 7 0 12 Jan 2024
Integrating Physician Diagnostic Logic into Large Language Models: Preference Learning from Process Feedback Chengfeng Dou Zhi Jin Wenpin Jiao Haiyan Zhao Yongqiang Zhao Zhenwei Tao LM&MA 82 5 0 11 Jan 2024
InfiAgent-DABench: Evaluating Agents on Data Analysis Tasks Xueyu Hu Ziyu Zhao Shuang Wei Ziwei Chai Qianli Ma ... Jiwei Li Kun Kuang Yang Yang Hongxia Yang Fei Wu LMTD ELM 24 45 0 10 Jan 2024
Can AI Write Classical Chinese Poetry like Humans? An Empirical Study Inspired by Turing Test Zekun Deng Haoxia Yang Jun Wang 32 2 0 10 Jan 2024
TechGPT-2.0: A large language model project to solve the task of knowledge graph construction Jiaqi Wang Yuying Chang Zhong Li Ning An Qi Ma Lei Hei Haibo Luo Yifei Lu Feiliang Ren 21 6 0 09 Jan 2024
TeleChat Technical Report Zhongjiang He Zihan Wang Xinzhan Liu Shixuan Liu Yitong Yao ... Zilu Huang Sishi Xiong Yuxiang Zhang Chao Wang Shuangyong Song AI4MH LRM ALM 66 3 0 08 Jan 2024
DeepSeek LLM: Scaling Open-Source Language Models with Longtermism DeepSeek-AI Xiao Bi : Xiao Bi Deli Chen Guanting Chen ... Yao Zhao Shangyan Zhou Shunfeng Zhou Qihao Zhu Yuheng Zou LRM ALM 139 309 0 05 Jan 2024
Parameter-Efficient Sparsity Crafting from Dense to Mixture-of-Experts for Instruction Tuning on General Tasks Haoyuan Wu Haisheng Zheng Zhuolun He Bei Yu MoE ALM 29 14 0 05 Jan 2024
Data-Centric Foundation Models in Computational Healthcare: A Survey Yunkun Zhang Jin Gao Zheling Tan Lingfeng Zhou Kexin Ding Mu Zhou Shaoting Zhang Dequan Wang AI4CE 39 22 0 04 Jan 2024
MobileAgent: enhancing mobile control via human-machine interaction and SOP integration Tinghe Ding LLMAG LM&Ro 42 6 0 04 Jan 2024
Astraios: Parameter-Efficient Instruction Tuning Code Large Language Models Terry Yue Zhuo A. Zebaze Nitchakarn Suppattarachai Leandro von Werra H. D. Vries Qian Liu Niklas Muennighoff ALM 41 15 0 01 Jan 2024
Benchmarking Large Language Models on Controllable Generation under Diversified Instructions Yihan Chen Benfeng Xu Quan Wang Yi Liu Zhendong Mao ALM ELM 29 26 0 01 Jan 2024
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 41 18 0 28 Dec 2023
MobileVLM : A Fast, Strong and Open Vision Language Assistant for Mobile Devices Xiangxiang Chu Limeng Qiao Xinyang Lin Shuang Xu Yang Yang ... Fei Wei Xinyu Zhang Bo-Wen Zhang Xiaolin Wei Chunhua Shen MLLM 39 34 0 28 Dec 2023
Adapting Large Language Models for Education: Foundational Capabilities, Potentials, and Challenges Qingyao Li Lingyue Fu Weiming Zhang Xianyu Chen Jingwei Yu Wei Xia Weinan Zhang Ruiming Tang Yong Yu AI4Ed ELM 43 18 0 27 Dec 2023
PanGu- $π$ : Enhancing Language Model Architectures via Nonlinearity Compensation Yunhe Wang Hanting Chen Yehui Tang Tianyu Guo Kai Han ... Qinghua Xu Qun Liu Jun Yao Chao Xu Dacheng Tao 73 16 0 27 Dec 2023
ChartBench: A Benchmark for Complex Visual Reasoning in Charts Zhengzhuo Xu Sinan Du Yiyan Qi Chengjin Xu Chun Yuan Jian Guo 37 36 0 26 Dec 2023
KnowledgeNavigator: Leveraging Large Language Models for Enhanced Reasoning over Knowledge Graph Tiezheng Guo Qingwen Yang Chen Wang Yanyi Liu Pan Li Jiawei Tang Dapeng Li Yingyou Wen RALM LRM 36 22 0 26 Dec 2023