Deep Learning Inside Out (DeeLIO)

Knowledge Extraction and Integration for

Deep Learning Architectures


Workshop@NAACL 2021 June, 10


Papers accepted at DeeLIO 2022!



  • Trans-KBLSTM: An External Knowledge Enhanced Transformer BiLSTM model for Tabular Reasoning

Yerram Varun, Aayush Sharma, Vivek Gupta

  • KIQA: Knowledge-Infused Question Answering Model for Financial Table-Text Data

Rungsiman Nararatwong, Natthawut Kertkeidkachorn, Ryutaro Ichise

  • Jointly Identifying and Fixing Inconsistent Readings from Information Extraction Systems

Ankur Padia, Francis Ferraro, Tim Finin

  • Query Generation with External Knowledge for Dense Retrieval

Sukmin Cho, Soyeong Jeong, Wonsuk Yang, Jong C. Park

  • Uncovering Values: Detecting Latent Moral Content from Natural Language with Explainable and Non-Trained Methods

Luigi Asprino, Luana Bulla, Stefano De Giorgis, Aldo Gangemi,Ludovica Marinucci,Misael Mongiovì

  • How do transformer-architecture models address polysemy of Korean adverbial postpositions?

Seongmin Mun, Guillaume Desagulier

  • Cross-lingual Semantic Role Labelling with the Valpal database knowledge

Chinmay Choudhary, Colm O'Riordan

  • Fast Few-shot Debugging for NLU Test Suites

Christopher Malon, Kai Li, Erik J. Kruus

  • What Makes Good In-Context Examples for GPT-3?

Jiachang Liu, Dinghan Shen, Yizhe Zhang, Bill Dolan, Lawrence Carin, Weizhu Chen

  • On Masked Language Models for Contextual Link Prediction

Angus Brayne, Maciej Wiatrak, Dane S. Corneil