DeeLIO 2020 has been collocated with the online EMNLP 2020 conference.
All times in the schedule are Atlantic Standard Time (UTC−04:00)
9:30 - 9:35 Opening remarks - Zoom link 1
9:35 - 10:35 Keynote talk by Ellie Pavlick (Brown University)
Title: You can lead a horse to water...: Representing vs. Using Features in Neural NLP
10:35 - 10:45 Break
Session 1: Oral Presentations & QA (10:45 - 12:00)
10:45 - 10:55 Common Sense or World Knowledge? Investigating Adapter-Based Knowledge Injection into Pretrained Transformers
Anne Lauscher, Olga Majewska, Leonardo F. R. Ribeiro, Iryna Gurevych, Nikolai Rozanov and Goran Glavaš
10:55 - 11:05 BEST WORKSHOP PAPER: Incorporating Commonsense Knowledge Graph in Pretrained Models for Social Commonsense Tasks
Ting-Yun Chang, Yang Liu, Karthik Gopalakrishnan, Behnam Hedayatnia, Pei Zhou and Dilek Hakkani-Tur
11:05 - 11:15 Entity Attribute Relation Extraction with Attribute-Aware Embeddings
Dan Iter and Xiao Yu
11:15 - 11:30 On the Complementary Nature of Knowledge Graph Embedding, Fine Grain Entity Types, and Language Modeling
Rajat Patel and Francis Ferraro
11:30 - 11:45 Commonsense Statements Identification and Explanation with Transformer based Encoders
Sonia Cibu and Anca Marginean
11:45 - 12:00 Target Concept Guided Medical Concept Normalization in Noisy User-Generated Texts
Katikapalli Subramanyam Kalyan and Sivanesan Sangeetha
12:00 - 12:30 Break
12:30 - 13:30 Keynote talk by Eduard Hovy (Carnegie Mellon University)
Title: Knowledge in Deep Networks
Session 2: Oral Presentations & QA (13:30 - 14:45)
13:30 - 13:45 Relation Extraction with Contextualized Relation Embedding
Xiaoyu Chen and Rohan Badlani
13:45 - 14:00 GenAug: Data Augmentation for Finetuning Text Generators
Steven Y. Feng, Varun Gangal, Dongyeop Kang, Teruko Mitamura and Eduard Hovy
14:00 - 14:15 Generalization to Mitigate Synonym Substitution Attacks
Basemah Alshemali and Jugal Kalita
14:15 - 14:30 Correcting the Misuse: A Method for the Chinese Idiom Cloze Test
Xinyu Wang, Hongsheng Zhao, Tan Yang and Hongbo Wang
14:30 - 14:45 Enhancing Question Answering by Injecting Ontological Knowledge through Regularization
Travis Goodwin and Dina Demner-Fushman
14:45 - 15:15 Break
Session 3: Findings papers presentations & QA (Two Parallel sessions)
=== Session 3A (15:15 - 16:35) ===
15:15 - 15:30 E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT
Nina Poerner, Ulli Waltinger and Hinrich Schütze
15:30 - 15:45 Generative Data Augmentation for Commonsense Reasoning
Yiben Yang, Chaitanya Malaviya, Jared Fernandez, Swabha Swayamdipta, Ronan Le Bras, Ji-Ping Wang, Chandra Bhagavatula, Yejin Choi and Doug Downey
15:45 - 16:00 AutoETER: Automated Entity Type Representation for Knowledge Graph Embedding
Guanglin Niu, Bo Li, Yongfei Zhang, Shiliang Pu and Jingyang Li
16:00 - 16:15 Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection
Hoang Nguyen, Chenwei Zhang, Congying Xia and Philip Yu
16:15 - 16:25 Biomedical Event Extraction with Hierarchical Knowledge Graphs
Kung-Hsiang Huang, Mu Yang and Nanyun Peng
16:25 - 16:35 BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA
Nora Kassner and Hinrich Schütze
=== Session 3B (15:15 - 16:40) ===
15:15 - 15:30 Out-of-Sample Representation Learning for Knowledge Graphs
Marjan Albooyeh, Rishab Goel and Seyed Mehran Kazemi
15:30 - 15:45 Visual Objects As Context: Exploiting Visual Objects for Lexical Entailment
Masayasu Muraoka, Tetsuya Nasukawa and Bishwaranjan Bhattacharjee
15:45 - 16:00 Cross-Lingual Text Classification with Minimal Resources by Transferring a Sparse Teacher
Giannis Karamanolakis, Daniel Hsu and Luis Gravano
16:00 - 16:15 Adversarial Augmentation Policy Search for Domain and Cross-Lingual Generalization in Reading Comprehension
Adyasha Maharana and Mohit Bansal
16:15 - 16:25 Continual Learning Long Short Term Memory
Xin Guo, Yu Tian, Qinghan Xue, Panos Lampropoulos, Steven Eliuk, Kenneth Barner and Xiaolong Wang
16:25 - 16:40 Denoising Multi-Source Weak Supervision for Neural Text Classification
Wendi Ren, Yinghao Li, Hanting Su, David Kartchner, Cassie Mitchell and Chao Zhang
16:40 - 17:00 Closing remarks
Session 4: Additional QA Sessions (22:00 - 22:40)