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2nd DeeLIO@NAACL-HLT 2021: Online
- Eneko Agirre, Marianna Apidianaki

, Ivan Vulic:
Proceedings of Deep Learning Inside Out: The 2nd Workshop on Knowledge Extraction and Integration for Deep Learning Architectures, DeeLIO@NAACL-HLT 2021, Online, June 10 2021. Association for Computational Linguistics 2021, ISBN 978-1-954085-30-5 - Zeyu Yun, Yubei Chen, Bruno A. Olshausen, Yann LeCun:

Transformer visualization via dictionary learning: contextualized embedding as a linear superposition of transformer factors. 1-10 - Maria Becker, Siting Liang, Anette Frank:

Reconstructing Implicit Knowledge with Language Models. 11-24 - Vidhisha Balachandran, Bhuwan Dhingra, Haitian Sun, Michael Collins, William W. Cohen:

Investigating the Effect of Background Knowledge on Natural Questions. 25-30 - Junjie Wu, Hao Zhou:

Augmenting Topic Aware Knowledge-Grounded Conversations with Dynamic Built Knowledge Graphs. 31-39 - Alessio Miaschi, Dominique Brunato

, Felice Dell'Orletta, Giulia Venturi:
What Makes My Model Perplexed? A Linguistic Investigation on Neural Language Models Perplexity. 40-47 - Giovanni Puccetti

, Alessio Miaschi, Felice Dell'Orletta:
How Do BERT Embeddings Organize Linguistic Knowledge? 48-57 - Lisa Bauer, Lingjia Deng, Mohit Bansal:

ERNIE-NLI: Analyzing the Impact of Domain-Specific External Knowledge on Enhanced Representations for NLI. 58-69 - Dhairya Dalal, Mihael Arcan, Paul Buitelaar:

Enhancing Multiple-Choice Question Answering with Causal Knowledge. 70-80 - Geetanjali Bihani, Julia Rayz:

Low Anisotropy Sense Retrofitting (LASeR) : Towards Isotropic and Sense Enriched Representations. 81-95 - Hyeju Jang, Seojin Bang, Wen Xiao, Giuseppe Carenini, Raymond T. Ng, Young Ji Lee:

KW-ATTN: Knowledge Infused Attention for Accurate and Interpretable Text Classification. 96-107 - Parsa Bagherzadeh, Sabine Bergler:

Multi-input Recurrent Independent Mechanisms for leveraging knowledge sources: Case studies on sentiment analysis and health text mining. 108-118 - Vivek Srivastava, Stephen Pilli, Savita Bhat, Niranjan Pedanekar, Shirish Karande:

What BERTs and GPTs know about your brand? Probing contextual language models for affect associations. 119-128 - Tom Kersten, Hugh Mee Wong, Jaap Jumelet, Dieuwke Hupkes:

Attention vs non-attention for a Shapley-based explanation method. 129-139 - Taku Sakamoto, Akiko Aizawa:

Predicting Numerals in Natural Language Text Using a Language Model Considering the Quantitative Aspects of Numerals. 140-150

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