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Neural Network Learning for Robust Speech Recognition
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Qu, Leyuan. - : Staats- und Universitätsbibliothek Hamburg Carl von Ossietzky, 2021
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Student Performance and Collaboration in Introductory Courses to Theory of Computation ; Studierendenperformance und Kollaboration in Einführungskursen der Theoretischen Informatik
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Frede, Christiane. - : Staats- und Universitätsbibliothek Hamburg Carl von Ossietzky, 2021
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Classifying user information needs in cooking dialogues – an empirical performance evaluation of transformer networks
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Abstract:
In this master’s thesis, I carry out 3720 machine learning experiments. I want to test how transformer networks perform in a dialogue processing task. Transformer networks are deep neural networks that have first been proposed in 2017 and have since rapidly set new state of the art results on many tasks. To evaluate their performance in dialogue classification, I use two tasks from two datasets. One comes from a dialogue; the other does not. I compare various transformer network’s F1 scores on these two classification tasks. I also look at many different baseline models, from random forest classifiers to long short-term memory networks. A theoretically derived taxonomy will be used to annotate dialogue data with information on dialogue flow. I will show that modelling human conversation is an intricate task and that more features do not necessarily make classification better. Five hypotheses are tested using statistical methods on the output data from the 3720 experiments. Those analyses show that results are very alike for the same machine learning algorithms on the two different tasks. Beyond performance evaluation, the aim is to use transformers to improve user information need classification. These needs I am examining in this study arise during assisted cooking dialogues with a conversational agent. Generally, I can show that transformer networks achieve better classification results than the established baseline models.
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Keyword:
004 Informatik; 020 Bibliotheks- und Informationswissenschaft; 320 Politik; 400 Sprachwissenschaft; ddc:004; ddc:020; ddc:320; ddc:400; Linguistik
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URL: https://epub.uni-regensburg.de/46308/2/Masterarbeit%20Patrick%20Schwabl.zip https://epub.uni-regensburg.de/46308/1/Masterarbeit,%20Patrick%20Schwabl.pdf https://epub.uni-regensburg.de/46308/
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Entwicklung und Evaluation eines Tools zur lexikonbasierten Sentiment Analysis für die Digital Humanities
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Accessible digital documentary heritage : guidelines for the preparation of documentary heritage in accessible formats for persons with disabilities ...
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Erfahrung und Gewissheit – Orientierungen in den Wissenschaften und im Alltag. IV. Regensburger Symposium vom 24.-26. März 2011 ...
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Conversational Language Learning for Human-Robot Interaction
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Natural Language Visual Grounding via Multimodal Learning ; Natürliche Sprache Visual Grounding durch multimodales Lernen
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Mi, Jinpeng. - : Staats- und Universitätsbibliothek Hamburg Carl von Ossietzky, 2020
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Erfahrung und Gewissheit – Orientierungen in den Wissenschaften und im Alltag. IV. Regensburger Symposium vom 24.-26. März 2011
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ANNIS: A graph-based query system for deeply annotated text corpora ...
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Generating Formal Representations of System Specification from Natural Language Requirements
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ANNIS: A graph-based query system for deeply annotated text corpora
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Acquiring Architecture Knowledge for Technology Design Decisions ; Erfassung von Architekturwissen für Technologieentwurfsentscheidungen
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Adaptive Approaches to Natural Language Processing in Annotation and Application ; Adaptive Ansätze zur Verarbeitung natürlicher Sprache in Annotation und Anwendung
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Yimam, Seid Muhie. - : Staats- und Universitätsbibliothek Hamburg Carl von Ossietzky, 2019
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Predictive Dependency Parsing ; Vorhersagendes Dependenzparsing
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Köhn, Arne. - : Staats- und Universitätsbibliothek Hamburg Carl von Ossietzky, 2019
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Automatic generation of lexical recognition tests using natural language processing
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Mining and Analyzing User Rationale in Software Engineering ; Gewinnung und Analyse von Nutzerbegründungen in der Softwaretechnik
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Kurtanović, Zijad. - : Staats- und Universitätsbibliothek Hamburg Carl von Ossietzky, 2018
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Operations on Graphs, Arrays and Automata ; Operationen auf Graphen, Arrays und Automaten
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