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Investigating Pretrained Language Models for Graph-to-Text Generation

Jul 16, 2020
Leonardo F. R. Ribeiro, Martin Schmitt, Hinrich Schütze, Iryna Gurevych


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Automatic Domain Adaptation Outperforms Manual Domain Adaptation for Predicting Financial Outcomes

Jun 25, 2020
Marina Sedinkina, Nikolas Breitkopf, Hinrich Schütze

* Accepted at ACL2019 

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Explainable and Discourse Topic-aware Neural Language Understanding

Jun 19, 2020
Yatin Chaudhary, Hinrich Schütze, Pankaj Gupta

* Accepted at ICML2020 (13 pages, 2 figures), acknowledgements added 

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Neural Topic Modeling with Continual Lifelong Learning

Jun 19, 2020
Pankaj Gupta, Yatin Chaudhary, Thomas Runkler, Hinrich Schütze

* ICML2020 

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Pre-trained Language Models as Symbolic Reasoners over Knowledge?

Jun 18, 2020
Nora Kassner, Benno Kroje, Hinrich Schütze

* work in progress 

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Modeling Graph Structure via Relative Position for Better Text Generation from Knowledge Graphs

Jun 16, 2020
Martin Schmitt, Leonardo F. R. Ribeiro, Philipp Dufter, Iryna Gurevych, Hinrich Schütze


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Unsupervised Embedding-based Detection of Lexical Semantic Changes

May 16, 2020
Ehsaneddin Asgari, Christoph Ringlstetter, Hinrich Schütze


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BERT-kNN: Adding a kNN Search Component to Pretrained Language Models for Better QA

May 02, 2020
Nora Kassner, Hinrich Schütze


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Generating Derivational Morphology with BERT

May 02, 2020
Valentin Hofmann, Janet B. Pierrehumbert, Hinrich Schütze


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Identifying Necessary Elements for BERT's Multilinguality

May 01, 2020
Philipp Dufter, Hinrich Schütze


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Inexpensive Domain Adaptation of Pretrained Language Models: Case Studies on Biomedical NER and Covid-19 QA

Apr 30, 2020
Nina Poerner, Ulli Waltinger, Hinrich Schütze


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SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings

Apr 27, 2020
Masoud Jalili Sabet, Philipp Dufter, Hinrich Schütze


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Masking as an Efficient Alternative to Finetuning for Pretrained Language Models

Apr 26, 2020
Mengjie Zhao, Tao Lin, Martin Jaggi, Hinrich Schütze


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Quantifying the Contextualization of Word Representations with Semantic Class Probing

Apr 25, 2020
Mengjie Zhao, Philipp Dufter, Yadollah Yaghoobzadeh, Hinrich Schütze


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Inexpensive Domain Adaptation of Pretrained Language Models: A Case Study on Biomedical Named Entity Recognition

Apr 07, 2020
Nina Poerner, Ulli Waltinger, Hinrich Schütze


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Exploiting Cloze Questions for Few-Shot Text Classification and Natural Language Inference

Jan 21, 2020
Timo Schick, Hinrich Schütze


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Multipurpose Intelligent Process Automation via Conversational Assistant

Jan 07, 2020
Alena Moiseeva, Dietrich Trautmann, Hinrich Schütze

* Presented at the AAAI-20 Workshop on Intelligent Process Automation 

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Extending Machine Language Models toward Human-Level Language Understanding

Dec 12, 2019
James L. McClelland, Felix Hill, Maja Rudolph, Jason Baldridge, Hinrich Schütze


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Morphological Segmentation Inside-Out

Nov 12, 2019
Ryan Cotterell, Arun Kumar, Hinrich Schütze

* EMNLP 2016 

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Sentence Meta-Embeddings for Unsupervised Semantic Textual Similarity

Nov 09, 2019
Nina Poerner, Ulli Waltinger, Hinrich Schütze


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BERT is Not a Knowledge Base (Yet): Factual Knowledge vs. Name-Based Reasoning in Unsupervised QA

Nov 09, 2019
Nina Poerner, Ulli Waltinger, Hinrich Schütze


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Negated LAMA: Birds cannot fly

Nov 08, 2019
Nora Kassner, Hinrich Schütze


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BERTRAM: Improved Word Embeddings Have Big Impact on Contextualized Model Performance

Nov 07, 2019
Timo Schick, Hinrich Schütze


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Linguistically Informed Relation Extraction and Neural Architectures for Nested Named Entity Recognition in BioNLP-OST 2019

Oct 08, 2019
Usama Yaseen, Pankaj Gupta, Hinrich Schütze

* EMNLP 2019, 11 pages, 4 figures, 8 tables 

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BioNLP-OST 2019 RDoC Tasks: Multi-grain Neural Relevance Ranking Using Topics and Attention Based Query-Document-Sentence Interactions

Oct 02, 2019
Yatin Chaudhary, Pankaj Gupta, Hinrich Schütze

* EMNLP2019, 10 pages, 2 figures, 7 tables 

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Type-aware Convolutional Neural Networks for Slot Filling

Oct 01, 2019
Heike Adel, Hinrich Schütze

* Journal of Artificial Intelligence Research (JAIR), volume 66 

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Multi-view and Multi-source Transfers in Neural Topic Modeling with Pretrained Topic and Word Embeddings

Sep 17, 2019
Pankaj Gupta, Yatin Chaudhary, Hinrich Schütze


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