Search Results for author: Soufian Jebbara

Found 7 papers, 2 papers with code

Zero-Shot Cross-Lingual Opinion Target Extraction

no code implementations NAACL 2019 Soufian Jebbara, Philipp Cimiano

In this work, we address the lack of available annotated data for specific languages by proposing a zero-shot cross-lingual approach for the extraction of opinion target expressions.

Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA) +1

Evaluating Architectural Choices for Deep Learning Approaches for Question Answering over Knowledge Bases

no code implementations6 Dec 2018 Sherzod Hakimov, Soufian Jebbara, Philipp Cimiano

We address the task of answering simple questions, consisting in predicting the subject and predicate of a triple given a question.

Question Answering

AMUSE: Multilingual Semantic Parsing for Question Answering over Linked Data

1 code implementation26 Feb 2018 Sherzod Hakimov, Soufian Jebbara, Philipp Cimiano

We present the first multilingual QALD pipeline that induces a model from training data for mapping a natural language question into logical form as probabilistic inference.

Knowledge Base Question Answering Machine Translation +1

Aspect-Based Sentiment Analysis Using a Two-Step Neural Network Architecture

no code implementations19 Sep 2017 Soufian Jebbara, Philipp Cimiano

We propose a neural network based system to address the task of Aspect-Based Sentiment Analysis to compete in Task 2 of the ESWC-2016 Challenge on Semantic Sentiment Analysis.

Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA) +3

Aspect-Based Relational Sentiment Analysis Using a Stacked Neural Network Architecture

1 code implementation19 Sep 2017 Soufian Jebbara, Philipp Cimiano

We present a novel neural architecture for sentiment analysis as a relation extraction problem that addresses this problem by dividing it into three subtasks: i) identification of aspect and opinion terms, ii) labeling of opinion terms with a sentiment, and iii) extraction of relations between opinion terms and aspect terms.

Relation Relation Extraction +2

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