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09/15/2023
Make Deep Networks Shallow Again
Deep neural networks have a good success record and are thus viewed as t...
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08/01/2023
Discourse-Aware Text Simplification: From Complex Sentences to Linked Propositions
Sentences that present a complex syntax act as a major stumbling block f...
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04/20/2023
Analyzing FOMC Minutes: Accuracy and Constraints of Language Models
This research article analyzes the language used in the official stateme...
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09/15/2022
Number of Attention Heads vs Number of Transformer-Encoders in Computer Vision
Determining an appropriate number of attention heads on one hand and the...
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09/15/2022
Training Neural Networks in Single vs Double Precision
The commitment to single-precision floating-point arithmetic is widespre...
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01/19/2022
Uncovering More Shallow Heuristics: Probing the Natural Language Inference Capacities of Transformer-Based Pre-Trained Language Models Using Syllogistic Patterns
In this article, we explore the shallow heuristics used by transformer-b...
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08/25/2021
Exploring the Promises of Transformer-Based LMs for the Representation of Normative Claims in the Legal Domain
In this article, we explore the potential of transformer-based language ...
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05/31/2021
Supporting Cognitive and Emotional Empathic Writing of Students
We present an annotation approach to capturing emotional and cognitive e...
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05/24/2021
Context-Preserving Text Simplification
We present a context-preserving text simplification (TS) approach that r...
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10/26/2020
A Corpus for Argumentative Writing Support in German
In this paper, we present a novel annotation approach to capture claims ...
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09/25/2020
XTE: Explainable Text Entailment
Text entailment, the task of determining whether a piece of text logical...
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01/07/2020
Multimodal Semantic Transfer from Text to Image. Fine-Grained Image Classification by Distributional Semantics
In the last years, image classification processes like neural networks i...
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09/26/2019
DisSim: A Discourse-Aware Syntactic Text Simplification Frameworkfor English and German
We introduce DisSim, a discourse-aware sentence splitting framework for ...
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09/26/2019
MinWikiSplit: A Sentence Splitting Corpus with Minimal Propositions
We compiled a new sentence splitting corpus that is composed of 203K pai...
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07/19/2019
Representational Capacity of Deep Neural Networks -- A Computing Study
There is some theoretical evidence that deep neural networks with multip...
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07/09/2019
On the Semantic Interpretability of Artificial Intelligence Models
Artificial Intelligence models are becoming increasingly more powerful a...
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06/27/2019
Singular Value Decomposition and Neural Networks
Singular Value Decomposition (SVD) constitutes a bridge between the line...
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06/03/2019
Transforming Complex Sentences into a Semantic Hierarchy
We present an approach for recursively splitting and rephrasing complex ...
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08/28/2018
Graphene: A Context-Preserving Open Information Extraction System
We introduce Graphene, an Open IE system whose goal is to generate accur...
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07/30/2018
Graphene: Semantically-Linked Propositions in Open Information Extraction
We present an Open Information Extraction (IE) approach that uses a two-...
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06/20/2018
Building a Knowledge Graph from Natural Language Definitions for Interpretable Text Entailment Recognition
Natural language definitions of terms can serve as a rich source of know...
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06/20/2018
Semantic Relation Classification: Task Formalisation and Refinement
The identification of semantic relations between terms within texts is a...
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06/20/2018
Categorization of Semantic Roles for Dictionary Definitions
Understanding the semantic relationships between terms is a fundamental ...
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06/20/2018
Word Tagging with Foundational Ontology Classes: Extending the WordNet-DOLCE Mapping to Verbs
Semantic annotation is fundamental to deal with large-scale lexical info...
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06/14/2018
A Survey on Open Information Extraction
We provide a detailed overview of the various approaches that were propo...
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05/16/2018
DINFRA: A One Stop Shop for Computing Multilingual Semantic Relatedness
This demonstration presents an infrastructure for computing multilingual...
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05/16/2018
Semantic Relatedness for All (Languages): A Comparative Analysis of Multilingual Semantic Relatedness Using Machine Translation
This paper provides a comparative analysis of the performance of four st...
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05/16/2018
Composite Semantic Relation Classification
Different semantic interpretation tasks such as text entailment and ques...
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10/13/2017
Object Classification in Images of Neoclassical Artifacts Using Deep Learning
In this paper, we report on our efforts for using Deep Learning for clas...
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03/27/2017
A Sentence Simplification System for Improving Relation Extraction
In this demo paper, we present a text simplification approach that is di...
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03/07/2017