First Place - Cost-Sensitive Deep Learning with Layer-Wise Cost Estimation Authors: Yu-An Chung (MIT CSAIL), Shao-Wen Yang (Amazon), Hsuan-Tien Lin (National Taiwan University)*
Second Place - Personalized Travel Product Recommendation Based on Embedding of Multi-Behavior Interaction Network and Product Information Knowledge Graph Authors: Li-Pin Xiao (KKday)*, Po-Ruey Lei (ROC Naval Academy), Wen-Chih Peng (National Chiao Tung University, Taiwan)
Third Place - Enhance Content Selection for Multi-Document Summarization with Entailment Relation Authors: Yun-Yun Wang (National Cheng Kung University), Jhen-Yi Wu (National Cheng Kung University), Tzu-Hsuan Chou (National Cheng Kung University), Ying-Jia Lin (National Cheng Kung University), Hung-Yu Kao (National Cheng Kung University)*
Masterpiece - Disambiguation of Japanese Idiomatic Expressions Using Bias in Occurrence of Verbs Authors: Hirofumi Funato (Graduate School of Engineering, Takushoku University)*, Takehiro Teraoka (Graduate School of Engineering, Takushoku University)
Masterpiece - Timbre-enhanced Multi-modal Music Style Transfer with Domain Balance Loss Authors: Fan Tsai-Jyun (National Tsing Hua University)*, Chien-Yu Lu (National Tsing Hua University), Wei-Chen Chiu (National Chiao Tung University), Li Su (Academia Sinica), Che-Rung Lee (National Tsing Hua University)
First Place - Behind the Name: A Comparative Framework for Age Estimation of Taiwanese Names Authors: Ching-Yen Hsiao (National Tsing Hua University), Yen-Hao Huang (National Tsing Hua University)*, Fernando H. Calderon Alvarado (National Tsing Hua University), Yi-Shin Chen (National Tsing Hua University)
Second Place - Analyses of Tabular AlphaZero on NoGo Authors: Chu-Hsuan Hsueh (Japan Advanced Institute of Science and Technology)*, Ikeda Kokolo, Sang-Gyu Nam (Japan Advanced Institute of Science and Technology), I-Chen Wu (National Chiao Tung University)
Third Place - MatDC: A Multi-turn Multi-domain Annotated Task-oriented Dialogue Dataset in Chinese Authors: Yu-Hsiang Tseng (National Taiwan University)*, Shu-Kai Hsieh (National Taiwan University), Richard Lian (National Taiwan University), Chiung-Yu Chiang (National Taiwan University), Yu-Lin Chang (National Taiwan University), Li-Ping Chang (National Taiwan University), Ji-Lung Hsieh (National Taiwan University)
Third Place - Evaluation of Loss Function for Stable Policy Learning in Dobutsu Shogi Authors: Taichi Nakayashiki (The university of tokyo)*, Tomoyuki Kaneko (The university of tokyo)
First Place - DeFake: Debunking Fake Social Messages with BERT Embeddings Authors: Ai-Ni Li (National Cheng Kung University), Yi-Ju Lu (National Cheng Kung University), Cheng-Te Li (National Cheng Kung University)*
Second Place - 採遞迴式多場景序列感知之物聯網影像強化 Authors: Shih-Teng Chiu (National Taiwan University of Science and Technology), Ju-Wei Chiue (National Taiwan University of Science and Technology), Ching-Hu Lu (National Taiwan University of Science and Technology)*
Third Place - Supporting Evidence Retrieval with Cross-sentence Coupling Authors: Jerry Lin (Halıcıoğlu Data Science Institute)*, Meng-Tse Wu (Academia Sinica), Keh-Yih Su (Academia Sinica)
Masterpiece - 應用網路聲量及情緒分析於熱門歌曲點播量預測 Authors: Chen-Yu Chen (National Central University), Chia-Hui Chang (National Central University)*, Yuh-Ming Chiu (KKBOX Technologies Limited)
Masterpiece - Multi-focus Image Fusion Using Encoder-Decoder Learning Network with Refinement Authors: Hsin-Chung Yin (National Cheng Kung University), Hsiu-Chi Chang (National Cheng Kung University), Ju-Chin Chen (National Kaohsiung University of Science and Technology), Shu-Mei Guo (National Cheng Kung University), Jenn-Jier James Lien (National Cheng Kung University)*
Masterpiece - 聲音辨識應用於城市聲景觀測：以交通噪音為例 Authors: Dong-Yi Wu (Academia Sinica)*, CHEN-I HUANG (Pennsylvania State University), Ling-Jyh Chen (Academia Sinica)
First Place - Data Driven Spotting Note Prediction for Film Scoring Authors: Cheng-Fu Duan (National Chengchi University), Li-Hsuan Chin (National Chengchi University), Man-Kwan Shan (National Chengchi University)*
Second Place - 應用AutoNER於社群網路中文歌手名稱辨識之研究 Authors: 邱威誠(National Central University), Chia-Hui Chang (National Central University)*
Third Place - 使用虛擬資料訓練以協助台灣手語特徵擷取暨手型辨識 Authors: 陳宥榕(國立中央大學資訊工程學系), Po-Chyi Su (National Central University)*, 黃啟軒(國立中央大學資訊工程學系)
Third Place - 基於深度學習之病史詢答問題比對 Authors: Yun-Jhen Kang (Tzu Chi University)*, Wen-Cheng Lin (Tzu Chi University)
PhD/Master Thesis - 設計與實現鯨魚粒子群聚演算法解決最佳化問題 Authors: 吳則學(國立高雄科技大學), 黃科瑋教授(國立高雄科技大學)
PhD/Master Thesis - 物聯網邊緣攝影機影像之多場景序列感知與遞迴強化 Authors: 邱世騰(國立臺灣科技大學), 陸敬互教授(國立臺灣科技大學)