SUKI: Structured and Unstructured Knowledge Integration

Enhanced Temporal Knowledge Embeddings with Contextualized Language Representations
Zhen Han, Ruotong Liao, Beiyan Liu, Yao Zhang, Zifeng Ding, Jindong Gu, Heinz Koeppl, Hinrich Schuetze, Volker Tresp

REKnow: Enhanced Knowledge for Joint Entity and Relation Extraction
Sheng Zhang, Patrick Ng, Zhiguo Wang, Bing Xiang

Is Semantic-aware BERT more Linguistically Aware? A Case Study on Natural Language Inference
Ling Liu, Ishan Jindal, Yunyao Li

FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source
Aman Kumar, Akshay Ganesh Bharadwaj, Binil Starly, Collin Lynch

Semantics-driven Refinement for Relational Data
Nitisha Jain, Ralf Krestel

Modeling Compositionality with Dependency Graph for Dialogue Generation
Xiaofeng Chen, Yirong Chen, Xiaofen Xing, Xiangmin Xu, Wenjing Han, Qianfeng Tie

Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling
Samyadeep Basu, Amr Sharaf, Karine Ip Kiun Chong, Alex Fischer, Vishal Rohra, Michael Amoake, Hazem El Hammamy, Ehi Nosakhare, Vijay Ramani, Benjamin Han

Entity-centric Reasoning and Claim Validation based on Dynamic Textually Represented Environments
Dimitrios Papadopoulos, Katerina Mitropoulou, Nikolaos K Papadakis, Nikolaos F. Matsatsinis

Learning Open Domain Multi-hop Search Using Reinforcement Learning
Enrique Noriega-Atala, Mihai Surdeanu, Clayton Morrison

Table Retrieval May Not Necessitate Table-specific Model Design
Zhiruo Wang, Zhengbao Jiang, Eric Nyberg, Graham Neubig

Reasoning Like Program Executors
Xinyu Pi, Qian Liu, Bei Chen, Morteza Ziyadi, Zeqi Lin, Yan Gao, Qiang Fu, Jian-Guang Lou, Weizhu Chen

Table-To-Text generation and pre-training with TabT5
Ewa Andrejczuk, Julian Martin Eisenschlos, Francesco Piccinno, Syrine Krichene, Yasemin Altun

Transfer Learning and Masked Generation for Answer Verbalization
Sebastien Montella, Lina Maria Rojas-Barahona, Frederic Bechet, Johannes Heinecke, Alexis Nasr

Characterizing Neuro-Symbolic Reasoning in NLP
Andrew Lyubovsky, Aman Madaan, Yiming Yang

Knowledge Transfer between Structured and Unstructured Sources for Complex Question Answering
Lingbo Mo, Zhen Wang, Jie Zhao, Huan Sun

Enhancing Tabular Reasoning with Pattern Exploiting Training
Abhilash Shankarampeta, Vivek Gupta

Efficient Realistic Data Generation Framework for Semi-Structured Tabular Inference
Dibyakanti Kumar, Vivek Gupta, Soumya Sharma

Framework for Recasting Table-to-Text Generation Data for Tabular Inference
Aashna Jena, Vivek Gupta, Manish Shrivastava, Julian Martin Eisenschlos

Hierarchical Control of Situated Agents through Natural Language
Shuyan Zhou, Pengcheng Yin, Graham Neubig