Data Augmentation of Incorporating Real Error Patterns and Linguistic Knowledge for Grammatical Error Correction

no code implementations • CoNLL (EMNLP) 2021 • Xia Li, Junyi He

Moreover, we also find that linguistic knowledge can be incorporated into data augmentation for generating more representative and more diverse synthetic data.

Data Augmentation Grammatical Error Correction

Multilevel Transformer For Multimodal Emotion Recognition

no code implementations • 26 Oct 2022 • Junyi He, Meimei Wu, Meng Li, Xiaobo Zhu, Feng Ye

Inspired by Transformer TTS, we propose a multilevel transformer model to perform fine-grained multimodal emotion recognition.

Multimodal Emotion Recognition

Discovery of unconventional chiral charge order in kagome superconductor KV3Sb5

no code implementations • 31 Dec 2020 • Yu-Xiao Jiang, Jia-Xin Yin, M. Michael Denner, Nana Shumiya, Brenden R. Ortiz, Junyi He, Xiaoxiong Liu, Songtian S. Zhang, Guoqing Chang, Ilya Belopolski, Qi Zhang, Md Shafayat Hossain, Tyler A. Cochran, Daniel Multer, Maksim Litskevich, Zi-Jia Cheng, Xian P. Yang, Zurab Guguchia, Gang Xu, Ziqiang Wang, Titus Neupert, Stephen D. Wilson, M. Zahid Hasan

Here we use high-resolution scanning tunnelling microscopy (STM) to discover an unconventional charge order in a kagome material KV3Sb5, with both a topological band structure and a superconducting ground state.

Superconductivity Materials Science Strongly Correlated Electrons