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Fusion of Self-supervised Learned Models for MOS Prediction [article]

Zhengdong Yang, Wangjin Zhou, Chenhui Chu, Sheng Li, Raj Dabre, Raphael Rubino, Yi Zhao
2022 arXiv   pre-print
We participated in the mean opinion score (MOS) prediction challenge, 2022. This challenge aims to predict MOS scores of synthetic speech on two tracks, the main track and a more challenging sub-track: out-of-domain (OOD). To improve the accuracy of the predicted scores, we have explored several model fusion-related strategies and proposed a fused framework in which seven pretrained self-supervised learned (SSL) models have been engaged. These pretrained SSL models are derived from three ASR
more » ... meworks, including Wav2Vec, Hubert, and WavLM. For the OOD track, we followed the 7 SSL models selected on the main track and adopted a semi-supervised learning method to exploit the unlabeled data. According to the official analysis results, our system has achieved 1st rank in 6 out of 16 metrics and is one of the top 3 systems for 13 out of 16 metrics. Specifically, we have achieved the highest LCC, SRCC, and KTAU scores at the system level on main track, as well as the best performance on the LCC, SRCC, and KTAU evaluation metrics at the utterance level on OOD track. Compared with the basic SSL models, the prediction accuracy of the fused system has been largely improved, especially on OOD sub-track.
arXiv:2204.04855v1 fatcat:ifxtr4n7yzdr5fbocbngefu2ki

Seasonal Variation in Hemoglobin A1c in Korean Patients with Type 2 Diabetes Mellitus

Yoon Ji Kim, Seongkeun Park, Wangjin Yi, Kyung-Sang Yu, Tae Hyuk Kim, Tae Jung Oh, Jinwook Choi, Young Min Cho
2014 Journal of Korean medical science  
A seasonal variation of glucose homeostasis in humans has been reported in various geographic regions. In this study, we examined seasonal variations in hemoglobin A1c (HbA1c) in patients with type 2 diabetes living in Korea. We analyzed 57,970 HbA1c values from 4,191 patients and the association of these values with ambient temperature for 3.5 yr. Overall, HbA1c exhibited its highest values from February to March and its lowest values from September to October (coefficient for cos t = -0.0743,
more » ... P = 0.058) and the difference between the peak and nadir in a year was 0.16%-0.25%. A statistically significant seasonal variation was observed in the patients who were taking oral antidiabetic drugs (OADs) without insulin treatment (coefficient for cos t = -0.0949, P < 0.05). The Spearman correlation coefficient between daily HbA1c values and the corresponding 3-month moving average ambient temperature was -0.2154 (95% confidence interval [CI]: -0.2711, -0.1580; P < 0.05). In conclusion, HbA1c values exhibited a seasonal variation in Korean patients with type 2 diabetes, with the highest values during the cold season, particularly in those who were treated with OADs, which should be taken into account in clinical practice for stable glucose control during the cold season.
doi:10.3346/jkms.2014.29.4.550 pmid:24753703 pmcid:PMC3991799 fatcat:mkmyowie7ffobpzt4wq3zol2fm

Handerang'ın (韓德讓) Yaşamı - Liao Shih (遼史) Tarih Kaynaklarında Geçen Handerang Hakkındaki Liezhuan (列傳) Kayıtları Üzerinden

Younghee LEE
2020 Ankara Üniversitesi Sosyal Bilimler Dergisi  
Hükümdarın emri ile Longyun, orduyu komuta ederek Song Hanedanlığı'na hücuma geçmiş ve Sha dui(沙堆)'yi kuşatmıştır.  ...  Huangtaihou, Chengxiang(丞相) 31 ve Qiwang(齊王)'ın Handechang'a Yelü soyadını verdikleri ve Wangjin(王晉) olarak atadıkları şeklinde kayıtlar geçmektedir. 32 O dönemde Handerang, Xiaotaihou'nun Güney  ... 
doi:10.33537/sobild.2020.11.2.21 fatcat:btpwn3pntbfvhhhrhvrz4x27ae

Ethnography Video of Qiang Traditional Music

Xiuming Li
2021 OALib  
In 2019, He Wangjin and Zhao Fushou performed The Love of Qiang Mountain in the China Instrumental Music TV Competition of China Central Radio and Television, which was adapted from the folk song of the  ...  There is a Qiang flute interest class in Feng Yi Primary School in Maoxian County, and the inheritor Yang Baling is responsible for teaching.  ... 
doi:10.4236/oalib.1107141 fatcat:p3jwlmlmlrglfddybho65ukjoy

L'Homme Gelé (渐冻人) et le déficit en cristalline αB

J. Andoni Urtizberea, Jean-Claude Kaplan
2020 M S.Médecine Sciences  
Notre enquête s'est déroulée principalement à Pékin, à l'hôpital Wangjin, le tout dans une ambiance très bon enfant.  ...  Cinquante-cinq minorités ou nationalités totalisent 120 millions d'individus à travers tout le pays comme au Xinjiang à l'ouest (avec les Ouïghours) et dans le Yunnan au sud (avec les Yis, les Baïs et  ... 
doi:10.1051/medsci/2020266 pmid:33427635 fatcat:sr2aer77y5avjlqr6lacxoalni

EjRAV1/2 Delay Flowering Through Transcriptional Repression of EjFTs and EjSOC1s in Loquat

Ze Peng, Man Wang, Ling Zhang, Yuanyuan Jiang, Chongbin Zhao, Muhammad Qasim Shahid, Yunlu Bai, Jingjing Hao, Jiangrong Peng, Yongshun Gao, Wenbing Su, Xianghui Yang
2021 Frontiers in Plant Science  
Wangjin Lu and Jianye Chen for providing pGreen-0800, pGADT7 and pAbAi vectors. We sincerely thank Prof. Shunquan Lin for the guidance and suggestions to this project.  ...  PLoS One 15:e239382. doi: 10.1371/journal.pone.0239382 PubMed Abstract | CrossRef Full Text | Google Scholar Xiang, Y., Huang, C., Hu, Y., Wen, J., Li, S., Yi, T., et al. (2016).  ... 
doi:10.3389/fpls.2021.816086 pmid:35035390 pmcid:PMC8759039 fatcat:wernwkjycbbpfdvni5widn3ira

Between identity and difference : othering, bordering and the self-fashioning of the reading public in late Choson travel writing

Eugene Lee
I have said in the past that the wangjin and footbinding were the first harbingers of the Ming's demise." Lian nodded.  ...  Yi was evidently not alone.  ... 
doi:10.25501/soas.00030892 fatcat:4ac2wlnqvzc5vbpy5uqvpmu3ey

The circadian-controlled PIF8-BBX28 module regulates petal senescence in rose flowers by governing mitochondrial ROS homeostasis at night

Yi Zhang, Zhicheng Wu, Ming Feng, Jiwei Chen, Meizhu Qin, Wenran Wang, Ying Bao, Qian Xu, Ying Ye, Chao Ma, Cai-Zhong Jiang, Su-Sheng Gan (+5 others)
2021 The Plant Cell  
Wangjin Lu (South China Agricultural University) for providing the pBD, pBD-VP16, and dual-reporter vector. S1 AUTHOR CONTRIBUTIONS Supplemental Table  ... 
doi:10.1093/plcell/koab152 pmid:34043798 pmcid:PMC8408477 fatcat:4blkyjq27zarfem5ngbag6oaqy

Narrating Cancer, Disabilities, and aids: Yan Lianke's Trilogy of Disease [chapter]

Shelley W. Chan
Discourses of Disease  
to blame; other people, including the government, have no responsibility for it."29 Yan's literary writing, however, 26 See Wang Jinping 王晋平, "Chongwen xuejiang jingji he aizibing de hunluan shidai- yi  ...  重温血浆经济和爱滋病的混乱时代-以史为鉴 [A Review of the Cha- otic Times of the Blood Economy and aids: Benefit from History]," Huanqiu shibao 环 球时报 (Global Times), Oct. 31, 2008,  ... 
doi:10.1163/9789004319219_008 fatcat:ju46sptqybf2haov4gvnv4v7va

Exegesis-philosophy interplay : introduction to Fazang's (643-712) commentary on the Huayan jing (60 juans) [Skt. Avataṃsaka Sūtra; Flower garland sūtra] — the Huayan jing tanxuan ji [record of investigating the mystery of the Huayan jing]

Weiyu Lin
' (yi 義), it is called sūtra.  ...  Question: The Three Canons (are categorized) by the form of teaching (jiao 教), whereas the Ten Canons (are categorized) by meaning (yi 義).  ... 
doi:10.14288/1.0401123 fatcat:co4xomuaazduvglnat4um2lysm

Jinan in the first millennium B.C. : archaeology and structural history

Min Li
large Han burial mounds have been located at Beibi (BB), Biyang (BY), Dongcao (DC), Dingwang (DW), Dongxing (DX), Dianzi (DZ), Luozhuang (LZ), Meijia (MEJ), Miaojia (MIJ), Maliang (ML), Mingshui (MS), Wangjin  ...  A ritual assemblage consisted of ding, dou, hu, pan, yi, zhou, and dui can be observed in the well-preserved burials of the retainers atNLS-Ml (Table 9 ).  ... 
doi:10.14288/1.0058382 fatcat:55r663htjzg3llkjdd45d2dd4i

Problems, Strategy and Implementation in China's Rare Earth Industry [article]

Jost Wübbeke, Universitätsbibliothek Der FU Berlin, Universitätsbibliothek Der FU Berlin
Liangshan (Sichuan) The Yi Autonomous Prefecture of Liangshan 23 hosts China's second largest active LREE mining area with 1.5 Mt of REE reserves.  ...  will be used for restoration after mining ends (MLR 2006) . 255 An example of enterprise-led restoration is Jiangxi Copper's investment in the REE mining area of Maoniuping in Sichuan (Guan RR and Wangjin  ... 
doi:10.17169/refubium-403 fatcat:ywzvrli4zncpvaybkaryrjaypy