ManuRAG: Multi-modal Retrieval Augmented Generation for Manufacturing Question Answering (Early Version).

Yunqing Li

Yunqing Li Zihan Dong Farhad Ameri Jianbang Zhang ManuRAG: Multi-modal Retrieval Augmented Generation for Manufacturing Question Answering (Early Version). 2026 January abs/2601.15434 CoRR https://doi.org/10.48550/arXiv.2601.15434 db/journals/corr/corr2601.html#abs-2601-15434 streams/journals/corr

Xiaojuan Bai Yunqing Li Fang Fang 0005 Xianbin Wang 0001 Aopei Yu GA-GRU-at-Based Channel Estimation Scheme for IEEE 802.11p Standard. 1629-1633 2025 July 29 IEEE Commun. Lett. 7 https://doi.org/10.1109/LCOMM.2025.3569770 db/journals/icl/icl29.html#BaiLFWY25 streams/journals/icl

Yunqing Li Hyunwoong Ko Farhad Ameri Integrating Graph Retrieval-Augmented Generation With Large Language Models for Supplier Discovery. 2025 25 J. Comput. Inf. Sci. Eng. 1 https://doi.org/10.1115/1.4067389 db/journals/jcise/jcise25.html#LiKA25 streams/journals/jcise

Kartik Sharma Peeyush Kumar Yunqing Li OG-RAG: Ontology-grounded retrieval-augmented generation for large language models. 32962-32981 2025 EMNLP https://doi.org/10.18653/v1/2025.emnlp-main.1674 conf/emnlp/2025 db/conf/emnlp/emnlp2025.html#SharmaKL25 streams/conf/emnlp Yong Zhou Shuaipeng Liu Yunqing Li Mengting Hu Wen Dai Xiaowei Zhao 0003 Xiujuan Xu OmniNER2025: Diverse and Comprehensive Fine-Grained NER Dataset and Benchmark for Chinese. 85-94 2025 SIGIR https://doi.org/10.1145/3726302.3730048 conf/sigir/2025 db/conf/sigir/sigir2025.html#ZhouLLHD0X25

Yunqing Li Zixiang Tang Jiaying Zhuang Zhenyu Yang Farhad Ameri Jianbang Zhang C-MAG: Cascade Multimodal Attributed Graphs for Supply Chain Link Prediction. 2025 August abs/2508.08071 CoRR https://doi.org/10.48550/arXiv.2508.08071 db/journals/corr/corr2508.html#abs-2508-08071 streams/journals/corr

Zihan Dong Xinyu Fan Zixiang Tang Yunqing Li Towards General Computer Control with Hierarchical Agents and Multi-Level Action Spaces. 2025 September abs/2509.18230 CoRR https://doi.org/10.48550/arXiv.2509.18230 db/journals/corr/corr2509.html#abs-2509-18230 streams/journals/corr

Yunqing Li Binil Starly Building a knowledge graph to enrich ChatGPT responses in manufacturing service discovery. 100612 2024 40 J. Ind. Inf. Integr. https://doi.org/10.1016/j.jii.2024.100612 db/journals/jiii/jiii40.html#LiS24

Qifei Zhang Linyan Guo Yunqing Li Chen Wang The Focusing Properties of a Modular All-Metal Lens in the Near-Field Region. 5092 2024 August 24 Sensors 16 https://doi.org/10.3390/s24165092 db/journals/sensors/sensors24.html#ZhangGLW24 streams/journals/sensors

Xiaojuan Bai Aopei Yu Fang Fang 0005 Xianbin Wang 0001 Yue Yang Yunqing Li Secure Communication in Active RIS-Assisted MISO Systems With Hardware Impairments. 3528-3532 2024 December 13 IEEE Wirel. Commun. Lett. 12 https://doi.org/10.1109/LWC.2024.3476142 db/journals/wcl/wcl13.html#BaiYFWYL24 streams/journals/wcl

Yunqing Li Xiaorui Liu Binil Starly Manufacturing Service Capability Prediction with Graph Neural Networks. 2024 abs/2403.17239 CoRR https://doi.org/10.48550/arXiv.2403.17239 db/journals/corr/corr2403.html#abs-2403-17239

Yunqing Li Binil Starly Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery. 2024 abs/2404.06571 CoRR https://doi.org/10.48550/arXiv.2404.06571 db/journals/corr/corr2404.html#abs-2404-06571

Kartik Sharma Peeyush Kumar Yunqing Li OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For Large Language Models. 2024 abs/2412.15235 CoRR https://doi.org/10.48550/arXiv.2412.15235 db/journals/corr/corr2412.html#abs-2412-15235 streams/journals/corr

Yunqing Li Jun Du 0002 Jianshu Zhang 0001 Changjie Wu A Tree-Structure Analysis Network on Handwritten Chinese Character Error Correction. 3615-3627 2023 25 IEEE Trans. Multim. https://doi.org/10.1109/TMM.2022.3163517 db/journals/tmm/tmm25.html#LiDZW23

Shi Wang Yuan Chen Yunqing Li Xiangyong Zeng On construction of lightweight MDS matrices. 1023-1049 2022 16 Adv. Math. Commun. 4 https://doi.org/10.3934/amc.2022094 db/journals/amco/amco16.html#WangCLZ22

Changjie Wu Jun Du 0002 Yunqing Li Jianshu Zhang 0001 Chen Yang Bo Ren 0002 Yiqing Hu TDv2: A Novel Tree-Structured Decoder for Offline Mathematical Expression Recognition. 2694-2702 2022 AAAI https://doi.org/10.1609/aaai.v36i3.20172 https://www.wikidata.org/entity/Q113233086 conf/aaai/2022 db/conf/aaai/aaai2022.html#WuDLZYRH22 Qing Wang 0008 Jun Du 0002 Siyuan Zheng Yunqing Li Yajian Wang Yuzhong Wu Hu Hu Chao-Han Huck Yang Sabato Marco Siniscalchi Yannan Wang Chin-Hui Lee 0001 A Study on Joint Modeling and Data Augmentation of Multi-Modalities for Audio-Visual Scene Classification. 453-457 2022 ISCSLP https://doi.org/10.1109/ISCSLP57327.2022.10038206 conf/iscslp/2022 db/conf/iscslp/iscslp2022.html#WangDZLWWHYSWL22

Qing Wang 0008 Jun Du 0002 Siyuan Zheng Yunqing Li Yajian Wang Yuzhong Wu Hu Hu Chao-Han Huck Yang Sabato Marco Siniscalchi Yannan Wang Chin-Hui Lee 0001 A study on joint modeling and data augmentation of multi-modalities for audio-visual scene classification. 2022 abs/2203.04114 CoRR https://doi.org/10.48550/arXiv.2203.04114 db/journals/corr/corr2203.html#abs-2203-04114

Xin Yang Lei Hu 0009 Yongmei Zhang Yunqing Li MRA-SNet: Siamese Networks of Multiscale Residual and Attention for Change Detection in High-Resolution Remote Sensing Images. 4528 2021 13 Remote. Sens. 22 https://doi.org/10.3390/rs13224528 db/journals/remotesensing/remotesensing13.html#YangHZL21

Yunqing Li Yixing Zhu Jun Du 0002 Changjie Wu Jianshu Zhang 0001 Radical Counter Network for Robust Chinese Character Recognition. 4191-4197 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9412918 conf/icpr/2020 db/conf/icpr/icpr2020.html#LiZDWZ20 Tao Zhang 0065 Shaojie Zhao Guanghui Wang 0007 Hailun Dai Yunqing Li Yu Liu Evaluation of the Effects of Heterogeneous Soil Moisture on Measured Brightness Temperature by a Microwave Radiometer. 5057-5060 2020 IGARSS https://doi.org/10.1109/IGARSS39084.2020.9324347 conf/igarss/2020 db/conf/igarss/igarss2020.html#ZhangZWDLL20

Chen Jiang Yunqing Li Boyi Li Chengcheng Liu Feng Xu Kailiang Xu Dean Ta Ray Theory-Based Transcranial Phase Correction for Intracranial Imaging: A Phantom Study. 163013-163021 2019 7 IEEE Access https://doi.org/10.1109/ACCESS.2019.2951152 db/journals/access/access7.html#JiangLLLXXT19

Tao Zhang 0065 Lingmei Jiang Shaojie Zhao Linna Chai Yunqing Li Yuhao Pan Development of a Parameterized Model to Estimate Microwave Radiation Response Depth of Frozen Soil. 2028 2019 11 Remote. Sens. 17 https://doi.org/10.3390/rs11172028 db/journals/remotesensing/remotesensing11.html#ZhangJZCLP19

Shaojie Zhao Tao Zhang 0066 Yunqing Li Simulated Multi-Angular Microwave Radiation of Montainous Area. 6972-6974 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8898399 conf/igarss/2019 db/conf/igarss/igarss2019.html#ZhaoZL19 Tao Zhang 0065 Guanghui Wang 0007 Shaojie Zhao Yu Liu Yunqing Li Study of Brightness Temperature and Soil Moisture Downscaling Using Airborne Passive Microwave Observations. 7030-7033 2019 IGARSS https://doi.org/10.1109/IGARSS.2019.8898426 conf/igarss/2019 db/conf/igarss/igarss2019.html#ZhangWZLL19 Yunqing Li Jiancheng Shi 0001 An Extension of Microwave Vegetation Indices for Short Vegetation Covered Surfaces Using FY-3B/MWRI Data. 7601-7604 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8517537 conf/igarss/2018 db/conf/igarss/igarss2018.html#Li018 Tao Zhang 0066 Bing Lei Jingjing Wang Yunqing Li Ke Liu Tao Li Preliminary Quality Analysis of the Triple Linear-Array and Mul Tispectral Images of ZY -3 02 Satellite. 9172-9175 2018 IGARSS https://doi.org/10.1109/IGARSS.2018.8518600 conf/igarss/2018 db/conf/igarss/igarss2018.html#ZhangLWLLL18 Tao Zhang 0066 Yunqing Li Shaojie Zhao Bing Lei Shirui Hao Component soil moisture retrieval using observations of different wheat row-structures from a truck-mounted microwave radiometer. 4935-4938 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8128111 conf/igarss/2017 db/conf/igarss/igarss2017.html#ZhangLZLH17 Yunqing Li Jiancheng Shi 0001 Tao Zhang 0066 Tianjie Zhao Retrieve vegetation effective optical depth using time-series AMSR-E brightness temperature data at C band - A case study. 6225-6228 2017 IGARSS https://doi.org/10.1109/IGARSS.2017.8128431 conf/igarss/2017 db/conf/igarss/igarss2017.html#Li0ZZ17 Yunqing Li Jiancheng Shi 0001 Relationship between vegetation optical depth and effective optical depth using simulated data. 5319-5322 2016 IGARSS https://doi.org/10.1109/IGARSS.2016.7730385 conf/igarss/2016 db/conf/igarss/igarss2016.html#Li016

Yanhui Xie Jiancheng Shi 0001 Yonghui Lei Yunqing Li Modeling Microwave Emission from Short Vegetation-Covered Surfaces. 14099-14118 2015 7 Remote. Sens. 10 https://doi.org/10.3390/rs71014099 db/journals/remotesensing/remotesensing7.html#Xie0LL15

Tianjie Zhao Jiancheng Shi 0001 Rajat Bindlish Thomas J. Jackson Yann H. Kerr Michael H. Cosh Qian Cui Yunqing Li Chuan Xiong Tao Che Refinement of SMOS Multiangular Brightness Temperature Toward Soil Moisture Retrieval and Its Analysis Over Reference Targets. 589-603 2015 8 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 2 https://doi.org/10.1109/JSTARS.2014.2336664 https://www.wikidata.org/entity/Q109633765 db/journals/staeors/staeors8.html#Zhao0BJKCCLXC15

Yunqing Li Jiancheng Shi 0001 Qiang Liu Youjun Dou Tao Zhang 0066 The Development of Microwave Vegetation Indices from WindSat Data. 4379-4395 2015 8 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 9 https://doi.org/10.1109/JSTARS.2015.2423153 db/journals/staeors/staeors8.html#Li0LDZ15

Yunqing Li Jiancheng Shi 0001 Tianjie Zhao Tao Zhang 0066 Retrieve optical depth using microwave vegetation indices from WindSat data. 820-823 2014 IGARSS https://doi.org/10.1109/IGARSS.2014.6946550 conf/igarss/2014 db/conf/igarss/igarss2014.html#LiSZZ14 Tianjie Zhao Jiancheng Shi 0001 Rajat Bindlish Thomas J. Jackson Yann Kerr Qian Cui Yunqing Li Tao Che Refinement of SMOS multi-angular brightness temperature and its analysis over reference targets. 49-52 2013 IGARSS https://doi.org/10.1109/IGARSS.2013.6721089 conf/igarss/2013 db/conf/igarss/igarss2013.html#ZhaoSBJKCLC13 Yunqing Li Jiancheng Shi 0001 Tianjie Zhao Comparison of vegetation optical depth estimation methods using AMSR-E data. 2774-2777 2013 IGARSS https://doi.org/10.1109/IGARSS.2013.6723399 conf/igarss/2013 db/conf/igarss/igarss2013.html#LiSZ13 Jiancheng Shi 0001 Yunqing Li Development of microwave vegetation index from multi-sensor observations. 3825-3828 2013 IGARSS https://doi.org/10.1109/IGARSS.2013.6723665 conf/igarss/2013 db/conf/igarss/igarss2013.html#ShiL13 Jiancheng Shi 0001 Yunqing Li Microwave vegetation index from SMOS. 194-197 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6351604 conf/igarss/2012 db/conf/igarss/igarss2012.html#ShiL12 Yunqing Li Jiancheng Shi 0001 Qiang Liu The development of Microwave Vegetation indices according to WindSat data. 6541-6544 2012 IGARSS https://doi.org/10.1109/IGARSS.2012.6352101 conf/igarss/2012 db/conf/igarss/igarss2012.html#LiSL12 Yunqing Li Lixin Zhang 0001 Lingmei Jiang Linna Chai Tao Zhang 0066 A study on the effect of wheat row-structure on Microwave emissivity using field experiment data. 779-782 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6049246 conf/igarss/2011 db/conf/igarss/igarss2011.html#LiZJCZ11 Tianjie Zhao Lixin Zhang 0001 Rajat Bindlish Jiancheng Shi 0001 Lingmei Jiang Yunqing Li Shaojie Zhao Tao Zhang 0066 Xinxin Li Estimating vegetation water content during a growing season of cotton. 791-794 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6049249 conf/igarss/2011 db/conf/igarss/igarss2011.html#ZhaoZBSJLZZL11 Tao Zhang 0066 Lixin Zhang 0001 Lingmei Jiang Yunqing Li Study of microwave emissivity characteristics of city. 822-825 2011 IGARSS https://doi.org/10.1109/IGARSS.2011.6049257 conf/igarss/2011 db/conf/igarss/igarss2011.html#ZhangZJL11 Yunqing Li Lixin Zhang 0001 Lingmei Jiang Zhongjun Zhang 0001 Tianjie Zhao Evaluation of vegetation indices based on microwave data by simulation and measurements. 3311-3314 2010 conf/igarss/2010 IGARSS https://doi.org/10.1109/IGARSS.2010.5649579 db/conf/igarss/igarss2010.html#LiZJZZ10a Lifeng Zhao Yunqing Li The Integrated Intelligent Systems Based on Multidisciplinary Design Optimization for Engine Design. 53-56 2009 ISCID (2) https://doi.org/10.1109/ISCID.2009.162 https://doi.ieeecomputersociety.org/10.1109/ISCID.2009.162 conf/iscid/2009 db/conf/iscid/iscid2009-2.html#ZhaoL09a Bo Wang Yunqing Li Research on the Design of the Ontology-Based Automatic Question Answering System. 871-874 2008 CSSE (5) https://doi.org/10.1109/CSSE.2008.233 https://doi.ieeecomputersociety.org/10.1109/CSSE.2008.233 conf/csse/2008-5 db/conf/csse/csse2008-5.html#BoY08 Farhad Ameri Xiaojuan Bai Rajat Bindlish Linna Chai Tao Che Yuan Chen Michael H. Cosh Qian Cui Hailun Dai Wen Dai Zihan Dong Youjun Dou Jun Du 0002 Xinyu Fan Fang Fang 0005 Linyan Guo Shirui Hao Hu Hu Lei Hu 0009 Mengting Hu Yiqing Hu Thomas J. Jackson Chen Jiang Lingmei Jiang Yann KerrYann H. Kerr Hyunwoong Ko Peeyush Kumar Chin-Hui Lee 0001 Bing Lei Yonghui Lei Boyi Li Tao Li Xinxin Li Chengcheng Liu Ke Liu Qiang Liu Shuaipeng Liu Xiaorui Liu Yu Liu Yuhao Pan Bo Ren 0002 Kartik Sharma Jiancheng Shi 0001 Sabato Marco Siniscalchi Binil Starly Dean Ta Zixiang Tang Bo Wang Chen Wang Guanghui Wang 0007 Jingjing Wang Qing Wang 0008 Shi Wang Xianbin Wang 0001 Yajian Wang Yannan Wang Changjie Wu Yuzhong Wu Yanhui Xie Chuan Xiong Feng Xu Kailiang Xu Xiujuan Xu Chao-Han Huck Yang Chen Yang Xin Yang Yue Yang Zhenyu Yang Aopei Yu Xiangyong Zeng Jianbang Zhang Jianshu Zhang 0001 Lixin Zhang 0001 Qifei Zhang Tao Zhang 0065 Tao Zhang 0066 Yongmei Zhang Zhongjun Zhang 0001 Lifeng Zhao Shaojie Zhao Tianjie Zhao Xiaowei Zhao 0003 Siyuan Zheng Yong Zhou Yixing Zhu Jiaying Zhuang