Get our free extension to see links to code for papers anywhere online!

 Add to Chrome

 Add to Firefox

CatalyzeX Code Finder - Browser extension linking code for ML papers across the web! | Product Hunt Embed
Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification

Oct 26, 2020
Timo Schick, Helmut Schmid, Hinrich Schütze

* To appear at COLING 2020 

  Access Paper or Ask Questions

Dynamic Contextualized Word Embeddings

Oct 23, 2020
Valentin Hofmann, Janet B. Pierrehumbert, Hinrich Schütze


  Access Paper or Ask Questions

TopicBERT for Energy Efficient Document Classification

Oct 15, 2020
Yatin Chaudhary, Pankaj Gupta, Khushbu Saxena, Vivek Kulkarni, Thomas Runkler, Hinrich Schütze

* EMNLP2020 (Findings): 9 pages, 5 figures, 8 Tables 

  Access Paper or Ask Questions

It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners

Sep 15, 2020
Timo Schick, Hinrich Schütze


  Access Paper or Ask Questions

Investigating Pretrained Language Models for Graph-to-Text Generation

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


  Access Paper or Ask Questions

Automatic Domain Adaptation Outperforms Manual Domain Adaptation for Predicting Financial Outcomes

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

* Accepted at ACL2019 

  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Neural Topic Modeling with Continual Lifelong Learning

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

* ICML2020 

  Access Paper or Ask Questions

Pre-trained Language Models as Symbolic Reasoners over Knowledge?

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

* work in progress 

  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Unsupervised Embedding-based Detection of Lexical Semantic Changes

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


  Access Paper or Ask Questions

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

May 02, 2020
Nora Kassner, Hinrich Schütze


  Access Paper or Ask Questions

Generating Derivational Morphology with BERT

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


  Access Paper or Ask Questions

Identifying Necessary Elements for BERT's Multilinguality

May 01, 2020
Philipp Dufter, Hinrich Schütze


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

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

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


  Access Paper or Ask Questions

Masking as an Efficient Alternative to Finetuning for Pretrained Language Models

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


  Access Paper or Ask Questions

Quantifying the Contextualization of Word Representations with Semantic Class Probing

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


  Access Paper or Ask Questions

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

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


  Access Paper or Ask Questions

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

Jan 21, 2020
Timo Schick, Hinrich Schütze


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions

Extending Machine Language Models toward Human-Level Language Understanding

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


  Access Paper or Ask Questions

Morphological Segmentation Inside-Out

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

* EMNLP 2016 

  Access Paper or Ask Questions

Sentence Meta-Embeddings for Unsupervised Semantic Textual Similarity

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


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Negated LAMA: Birds cannot fly

Nov 08, 2019
Nora Kassner, Hinrich Schütze


  Access Paper or Ask Questions

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

Nov 07, 2019
Timo Schick, Hinrich Schütze


  Access Paper or Ask Questions

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 

  Access Paper or Ask Questions