UFAL at SemEval-2016 Task 5: Recurrent Neural Networks for Sentence Classification

2016-06-01 · SEMEVAL 2016 6 · Ale{\v{s}} Tamchyna, Kate{\v{r}}ina Veselovsk{\'a}

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Tasks

Aspect-Based Sentiment Analysis (ABSA)Feature Engineering General ClassificationSentenceSentence Classification Sentiment Analysis

ntuer at SemEval-2019 Task 3: Emotion Classification with Word and Sentence Representations in RCNN

2019-02-21 · SEMEVAL 2019 6 · Peixiang Zhong, Chunyan Miao

In this paper we present our model on the task of emotion detection in textual conversations in SemEval-2019. Our model extends the Recurrent Convolutional Neural Network (RCNN) by using external fine-tuned word represen…

Emotion Classification General Classification Sensitivity Sentence

Modeling Inter-Aspect Dependencies for Aspect-Based Sentiment Analysis

2018-06-01 · NAACL 2018 6 · Devamanyu Hazarika, Soujanya Poria, Prateek Vij, Gangeshwar Krishnamurthy 외

Aspect-based Sentiment Analysis is a fine-grained task of sentiment classification for multiple aspects in a sentence. Present neural-based models exploit aspect and its contextual information in the sentence but largely…

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

A Single Attention-Based Combination of CNN and RNN for Relation Classification

2019-02-06 · IEEE Access 7: 12467-12475 (2019) 2019 2 · XIAOYU GUO1, HUI ZHANG1, 2, HAIJUN YANG 3 외

As a vital task in natural language processing, relation classification aims to identify relation types between entities from texts. In this paper, we propose a novel Att-RCNN model to extract text features and classify …

General Classification Relation Relation Classification Sentence

Semantic Relation Classification via Hierarchical Recurrent Neural Network with Attention

2016-12-01 · COLING 2016 12 · Minguang Xiao, Cong Liu

Semantic relation classification remains a challenge in natural language processing. In this paper, we introduce a hierarchical recurrent neural network that is capable of extracting information from raw sentences for re…

Classification General Classification Relation Relation Classification+2

Neobility at SemEval-2017 Task 1: An Attention-based Sentence Similarity Model

2017-03-16 · SEMEVAL 2017 8 · Wenli Zhuang, Ernie Chang

This paper describes a neural-network model which performed competitively (top 6) at the SemEval 2017 cross-lingual Semantic Textual Similarity (STS) task. Our system employs an attention-based recurrent neural network m…

Cross-Lingual Semantic Textual Similarity Semantic Textual Similarity Sentence Sentence Similarity+1