Heike Adel

Most-cited papers

A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios
Michael A. Hedderich, Lukas Lange, Heike Adel, Jannik Strötgen +1 more
2020North American Chapter of the Association for Computational Linguistics428 citations Open access
Semantic Scholar
An Analysis of Simple Data Augmentation for Named Entity Recognition
Xiang Dai, Heike Adel
2020International Conference on Computational Linguistics241 citations Open access
Semantic Scholar
Combining Recurrent and Convolutional Neural Networks for Relation Classification
Ngoc Thang Vu, Heike Adel, Pankaj Gupta, Hinrich Schütze
2016North American Chapter of the Association for Computational Linguistics187 citations Open access
Semantic Scholar
Recurrent neural network language modeling for code switching conversational speech
Heike Adel, Ngoc Thang Vu, Franziska Kraus, Tim Schlippe +2 more
2013IEEE International Conference on Acoustics, Speech, and Signal Processing99 citations
Semantic Scholar
The SOFC-Exp Corpus and Neural Approaches to Information Extraction in the Materials Science Domain
Annemarie Friedrich, Heike Adel, F. Tomazic, Johannes C. Hingerl +3 more
2020Annual Meeting of the Association for Computational Linguistics88 citations Open access
Semantic Scholar
Bi-directional recurrent neural network with ranking loss for spoken language understanding
Ngoc Thang Vu, Pankaj Gupta, Heike Adel, Hinrich Schütze
2016IEEE International Conference on Acoustics, Speech, and Signal Processing83 citations
Semantic Scholar
Global Normalization of Convolutional Neural Networks for Joint Entity and Relation Classification
Heike Adel, Hinrich Schütze
2017Conference on Empirical Methods in Natural Language Processing77 citations Open access
Semantic Scholar
Combination of Recurrent Neural Networks and Factored Language Models for Code-Switching Language Modeling
Heike Adel, Ngoc Thang Vu, Tanja Schultz
2013Annual Meeting of the Association for Computational Linguistics77 citations
Semantic Scholar
Syntactic and Semantic Features For Code-Switching Factored Language Models
Heike Adel, Ngoc Thang Vu, K. Kirchhoff, Dominic Telaar +1 more
2015IEEE/ACM Transactions on Audio Speech and Language Processing71 citations Open access
Semantic Scholar
Noise Mitigation for Neural Entity Typing and Relation Extraction
Yadollah Yaghoobzadeh, Heike Adel, Hinrich Schütze
2016Conference of the European Chapter of the Association for Computational Linguistics70 citations Open access
Semantic Scholar
Exploring Different Dimensions of Attention for Uncertainty Detection
Heike Adel, Hinrich Schütze
2016Conference of the European Chapter of the Association for Computational Linguistics51 citations Open access
Semantic Scholar
Human Interpretation of Saliency-based Explanation Over Text
Hendrik Schuff, Alon Jacovi, Heike Adel, Yoav Goldberg +1 more
2022Conference on Fairness, Accountability and Transparency50 citations Open access
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Comparing Convolutional Neural Networks to Traditional Models for Slot Filling
Heike Adel, Benjamin Roth, Hinrich Schütze
2016North American Chapter of the Association for Computational Linguistics46 citations Open access
Semantic Scholar
How to do human evaluation: A brief introduction to user studies in NLP
Hendrik Schuff, Lindsey Vanderlyn, Heike Adel, Ngoc Thang Vu
2023Natural Language Engineering43 citations Open access
Semantic Scholar
Features for factored language models for code-Switching speech
Heike Adel, K. Kirchhoff, Dominic Telaar, Ngoc Thang Vu +2 more
2014Workshop on Spoken Language Technologies for Under-resourced Languages40 citations
Semantic Scholar
Corpus-level Fine-grained Entity Typing
Yadollah Yaghoobzadeh, Heike Adel, Hinrich Schütze
2017Journal of Artificial Intelligence Research34 citations Open access
Semantic Scholar
Adversarial Training for Satire Detection: Controlling for Confounding Variables
R. McHardy, Heike Adel, Roman Klinger
2019North American Chapter of the Association for Computational Linguistics33 citations Open access
Semantic Scholar
ExCut: Explainable Embedding-Based Clustering over Knowledge Graphs
Mohamed H. Gad-Elrab, Daria Stepanova, Trung-Kien Tran, Heike Adel +1 more
2020International Workshop on the Semantic Web32 citations
Semantic Scholar
Comparing approaches to convert recurrent neural networks into backoff language models for efficient decoding
Heike Adel, K. Kirchhoff, Ngoc Thang Vu, Dominic Telaar +1 more
2014Interspeech32 citations
Semantic Scholar
Adversarial Alignment of Multilingual Models for Extracting Temporal Expressions from Text
Lukas Lange, Anastasiia Iurshina, Heike Adel, Jannik Strötgen
2020Workshop on Representation Learning for NLP31 citations Open access
Semantic Scholar
An Investigation of Code-Switching Attitude Dependent Language Modeling
Ngoc Thang Vu, Heike Adel, Tanja Schultz
2013International Conference on Statistical Language and Speech Processing30 citations
Semantic Scholar
CLIN-X: pre-trained language models and a study on cross-task transfer for concept extraction in the clinical domain
Lukas Lange, Heike Adel, Jannik Strötgen, D. Klakow
2021Bioinform.29 citations Open access
Semantic Scholar
Using Mined Coreference Chains as a Resource for a Semantic Task
Heike Adel, Hinrich Schütze
2014Conference on Empirical Methods in Natural Language Processing26 citations Open access
Semantic Scholar
NLNDE at SemEval-2023 Task 12: Adaptive Pretraining and Source Language Selection for Low-Resource Multilingual Sentiment Analysis
Mingyang Wang, Heike Adel, Lukas Lange, Jannik Strötgen +1 more
2023International Workshop on Semantic Evaluation25 citations Open access
Semantic Scholar
F1 Is Not Enough! Models and Evaluation towards User-Centered Explainable Question Answering
Hendrik Schuff, Heike Adel, Ngoc Thang Vu
2020Conference on Empirical Methods in Natural Language Processing24 citations Open access
Semantic Scholar
Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing: System Demonstrations
Heike Adel, Alan Akbik, Zeynep Akkalyoncu, Akari Asai +176 more
202121 citations Open access
Semantic Scholar
SwitchPrompt: Learning Domain-Specific Gated Soft Prompts for Classification in Low-Resource Domains
Koustava Goswami, Lukas Lange, J. Araki, Heike Adel
2023Conference of the European Chapter of the Association for Computational Linguistics20 citations Open access
Semantic Scholar
NLNDE: The Neither-Language-Nor-Domain-Experts' Way of Spanish Medical Document De-Identification
Lukas Lange, Heike Adel, Jannik Strötgen
2020IberLEF@SEPLN18 citations
Semantic Scholar
Does External Knowledge Help Explainable Natural Language Inference? Automatic Evaluation vs. Human Ratings
Hendrik Schuff, Hsiu-yu Yang, Heike Adel, Ngoc Thang Vu
2021BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP15 citations Open access
Semantic Scholar
Multilingual Normalization of Temporal Expressions with Masked Language Models
Lukas Lange, Jannik Strötgen, Heike Adel, D. Klakow
2022Conference of the European Chapter of the Association for Computational Linguistics14 citations Open access
Semantic Scholar
Combining recurrent neural networks and factored language models during decoding of code-Switching speech
Heike Adel, Dominic Telaar, Ngoc Thang Vu, K. Kirchhoff +1 more
2014Interspeech14 citations
Semantic Scholar
To Share or not to Share: Predicting Sets of Sources for Model Transfer Learning
Lukas Lange, Jannik Strötgen, Heike Adel, D. Klakow
2021Conference on Empirical Methods in Natural Language Processing13 citations Open access
Semantic Scholar
Towards the Bosch Materials Science Knowledge Base
Jannik Strötgen, Trung-Kien Tran, Annemarie Friedrich, Dragan Milchevski +6 more
2019International Workshop on the Semantic Web13 citations
Semantic Scholar
Closing the Gap: Joint De-Identification and Concept Extraction in the Clinical Domain
Lukas Lange, Heike Adel, Jannik Strötgen
2020Annual Meeting of the Association for Computational Linguistics12 citations Open access
Semantic Scholar
Automatic Compression of Subtitles with Neural Networks and its Effect on User Experience
K. Angerbauer, Heike Adel, Ngoc Thang Vu
2019Interspeech11 citations
Semantic Scholar
Neural Semi-Markov Conditional Random Fields for Robust Character-Based Part-of-Speech Tagging
Apostolos Kemos, Heike Adel, Hinrich Schütze
2018North American Chapter of the Association for Computational Linguistics10 citations Open access
Semantic Scholar
Proceedings of the 1st Workshop on NLP for Positive Impact
J. Lee, Bai-Kun Liang, Haley Fong, Tian-Yi Zhang +496 more
20219 citations Open access
Semantic Scholar
Boosting Transformers for Job Expression Extraction and Classification in a Low-Resource Setting
Lukas Lange, Heike Adel, Jannik Strötgen
2021IberLEF@SEPLN8 citations
Semantic Scholar
Deep learning methods for knowledge base population
Heike Adel
20188 citations
Semantic Scholar
CIS at TAC Cold Start 2015: Neural Networks and Coreference Resolution for Slot Filling
Heike Adel, Hinrich Schütze
2018Text Analysis Conference8 citations
Semantic Scholar
Neighboring Words Affect Human Interpretation of Saliency Explanations
Alon Jacovi, Hendrik Schuff, Heike Adel, Ngoc Thang Vu +1 more
2023Annual Meeting of the Association for Computational Linguistics7 citations Open access
Semantic Scholar
ClusterDataSplit: Exploring Challenging Clustering-Based Data Splits for Model Performance Evaluation
Hanna Wecker, Annemarie Friedrich, Heike Adel
2020EVAL4NLP7 citations Open access
Semantic Scholar
FAME: Feature-Based Adversarial Meta-Embeddings for Robust Input Representations
Lukas Lange, Heike Adel, Jannik Strötgen, D. Klakow
2020Conference on Empirical Methods in Natural Language Processing7 citations Open access
Semantic Scholar
Overview of Character-Based Models for Natural Language Processing
Heike Adel, Ehsaneddin Asgari, Hinrich Schütze
2017Conference on Intelligent Text Processing and Computational Linguistics7 citations
Semantic Scholar
GradSim: Gradient-Based Language Grouping for Effective Multilingual Training
Mingyang Wang, Heike Adel, Lukas Lange, Jannik Strötgen +1 more
2023Conference on Empirical Methods in Natural Language Processing6 citations
Semantic Scholar
Type-aware Convolutional Neural Networks for Slot Filling
Heike Adel, Hinrich Schütze
2019Journal of Artificial Intelligence Research6 citations Open access
Semantic Scholar
NLNDE: Enhancing Neural Sequence Taggers with Attention and Noisy Channel for Robust Pharmacological Entity Detection
Lukas Lange, Heike Adel, Jannik Strötgen
2019Conference on Empirical Methods in Natural Language Processing6 citations Open access
Semantic Scholar
NLNDE at CANTEMIST: Neural Sequence Labeling and Parsing Approaches for Clinical Concept Extraction
Lukas Lange, Xiang Dai, Heike Adel, Jannik Strötgen
2020IberLEF@SEPLN5 citations
Semantic Scholar
On the Choice of Auxiliary Languages for Improved Sequence Tagging
Lukas Lange, Heike Adel, Jannik Strötgen
2020Workshop on Representation Learning for NLP5 citations Open access
Semantic Scholar
DERE: A Task and Domain-Independent Slot Filling Framework for Declarative Relation Extraction
Heike Adel, Laura Ana Maria Bostan, Sean Papay, Sebastian Padó +1 more
2018Conference on Empirical Methods in Natural Language Processing5 citations Open access
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