TU Darmstadt / ULB / TUbiblio

UKP TU-DA at GermEval 2017: Deep Learning for Aspect Based Sentiment Detection

Lee, Ji-Ung ; Eger, Steffen ; Daxenberger, Johannes ; Gurevych, Iryna (2017)
UKP TU-DA at GermEval 2017: Deep Learning for Aspect Based Sentiment Detection.
Berlin, Germany
Conference or Workshop Item, Bibliographie

Abstract

This paper describes our submissions to the GermEval 2017 Shared Task, which focused on the analysis of customer feedback about the Deutsche Bahn AG. We used sentence embeddings and an ensemble of classifiers for two sub-tasks as well as state-of-the-art sequence taggers for two other sub-tasks. Relevant aspects to reproduce our experiments are available from https://github.com/UKPLab/germeval2017-sentiment-detection .

Item Type: Conference or Workshop Item
Erschienen: 2017
Creators: Lee, Ji-Ung ; Eger, Steffen ; Daxenberger, Johannes ; Gurevych, Iryna
Type of entry: Bibliographie
Title: UKP TU-DA at GermEval 2017: Deep Learning for Aspect Based Sentiment Detection
Language: English
Date: September 2017
Journal or Publication Title: Proceedings of the GermEval 2017 – Shared Task on Aspect-based Sentiment in Social Media Customer Feedback
Book Title: Proceedings of the GermEval 2017 – Shared Task on Aspect-based Sentiment in Social Media Customer Feedback
Event Location: Berlin, Germany
URL / URN: https://download.hrz.tu-darmstadt.de/media/FB20/Dekanat/Publ...
Abstract:

This paper describes our submissions to the GermEval 2017 Shared Task, which focused on the analysis of customer feedback about the Deutsche Bahn AG. We used sentence embeddings and an ensemble of classifiers for two sub-tasks as well as state-of-the-art sequence taggers for two other sub-tasks. Relevant aspects to reproduce our experiments are available from https://github.com/UKPLab/germeval2017-sentiment-detection .

Uncontrolled Keywords: UKP_p_ArgumenText, UKP_a_ArMin
Alternative keywords:
Alternative keywordsLanguage
Sentiment Analysis; Deep Learning; Sentence Embeddings; Sequence LabelingEnglish
Identification Number: TUD-CS-2017-0241
Divisions: 20 Department of Computer Science
20 Department of Computer Science > Ubiquitous Knowledge Processing
DFG-Graduiertenkollegs
DFG-Graduiertenkollegs > Research Training Group 1994 Adaptive Preparation of Information from Heterogeneous Sources
Date Deposited: 10 Sep 2017 22:54
Last Modified: 24 Jan 2020 12:03
PPN:
Alternative keywords:
Alternative keywordsLanguage
Sentiment Analysis; Deep Learning; Sentence Embeddings; Sequence LabelingEnglish
Projects: ArgumenText
Export:
Suche nach Titel in: TUfind oder in Google
Send an inquiry Send an inquiry

Options (only for editors)
Show editorial Details Show editorial Details