Scholar
Michael Heck
Google Scholar ID: uahwB_IAAAAJ
Heinrich Heine University Düsseldorf, Germany
Automatic speech recognition
Unsupervised learning
Representation learning
Natural language processing
Dialog systems
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Citations & Impact
All-time
Citations
769
H-index
13
i10-index
16
Publications
20
Co-authors
15
list available
Contact
LinkedIn
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Publications
6 items
Prompt reinforcing for long-term planning of large language models
2025
Cited
0
Text-to-SQL Task-oriented Dialogue Ontology Construction
2025
Cited
0
Emotionally Intelligent Task-oriented Dialogue Systems: Architecture, Representation, and Optimisation
2025
Cited
0
Less is More: Local Intrinsic Dimensions of Contextual Language Models
2025
Cited
0
Dialogue Ontology Relation Extraction via Constrained Chain-of-Thought Decoding
SIGDIAL Conferences · 2024
Cited
1
A Confidence-based Acquisition Model for Self-supervised Active Learning and Label Correction
Transactions of the Association for Computational Linguistics · 2023
Cited
2
Resume (English only)
Academic Achievements
- Publications:
- “Learning from Noisy Labels via Self-Taught On-the-Fly Meta Loss Rescaling,” AAAI'25
- “ChatGPT for Zero-shot Dialogue State Tracking: A Solution or an Opportunity?” ACL 2023
- “Explaining the Sensation: An Accessible Introduction to ChatGPT,” HeiCAD Special Event
- “Towards Adaptive and Evolving Task-oriented Dialogue Systems,” Invited Talk 2021
- “Out-of-Task Training for Dialog State Tracking Models,” COLING 2020
- “TripPy: A Triple Copy Strategy for Value Independent Neural Dialog State Tracking,” SIGDIAL 2020
Research Experience
- Member of the Dialog Systems and Machine Learning Group at Heinrich Heine University Düsseldorf, working with Milica Gašić
- Technical Staff at RIKEN Center for Advanced Intelligence Project (AIP), Tourism Information Analytics (TIA) Team, Japan, from 2018 to 2019
Education
- Doctor of Engineering (D.Eng.), 2018, Nara Institute of Science and Technology (NAIST), Japan
- Supervisors: Satoshi Nakamura and Sakriani Sakti
- Research areas: Acoustic modeling, unsupervised learning, representation learning, etc.
- Diploma in Informatics (Dipl.-Inform.), Karlsruhe Institute of Technology (KIT), Germany
- Supervisors: Alex Waibel and Sebastian Stüker
Background
- Natural language processing researcher
- Background: Automatic speech recognition
- Current focus: Dialogue systems, dialogue state tracking
- Research interests: Representation learning in the context of dialogue systems
Miscellany
Contact: michael [dot] heck [at] hhu [dot] de
Address: Universitätsstr. 1 Building 25.12, Düsseldorf, Germany 40225
Co-authors
15 total
Nurul Lubis
Heinrich Heine University
Satoshi Nakamura
The Chinese University of Hong Kong, Shenzhen
Alexander Waibel
Carnegie Mellon, KIT, Karlsruhe Institute of Technology, University of Karlsruhe
Co-author 4
Matthias Sperber
Apple
Graham Neubig
Carnegie Mellon University, All Hands AI
Tomoki Toda
Nagoya University
Co-author 8
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