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Representation of Word Sentiment, Idioms and Senses

Giuseppe Attardi
2015 Italian Information Retrieval Workshop  
For certain tasks however it is important to represent contrasting aspects such as polarity, different senses or idiomatic use of words.  ...  We present two methods for creating embeddings that take into account such characteristics: a feed-forward neural network for learning sentiment specific and a skip-gram model for learning sense specific  ...  Partial support for this work was provided by project RIS (POR RIS of the Regione Toscana, CUP n° 6408.30122011.026000160).  ... 
dblp:conf/iir/Attardi15 fatcat:cjlnaqbigzhxje63sbizlqxyba

Idiom—based features in sentiment analysis: Cutting the Gordian knot

Irena Spasic, Lowri Williams, Andreas Buerki
2017 IEEE Transactions on Affective Computing  
Specifically, we automated the development of the supporting lexico-semantic resources, which include (1) a set of rules used to identify idioms in text and (2) their sentiment polarity classifications  ...  In this paper we describe an automated approach to enriching sentiment analysis with idiom-based features.  ...  ACKNOWLEDGMENTS LW gratefully acknowledges the support of the Engineering and Physical Sciences Research Council (ref: 1511905).  ... 
doi:10.1109/taffc.2017.2777842 fatcat:pao6lmvm7jfgxis7qy26dkol3m

Idiom-Aware Compositional Distributed Semantics

Pengfei Liu, Kaiyu Qian, Xipeng Qiu, Xuanjing Huang
2017 Proceedings of the 2017 Conference on Empirical Methods in Natural Language Processing  
To better evaluate our models, we also construct an idiom-enriched sentiment classification dataset with considerable scale and abundant peculiarities of idioms.  ...  In this paper, we propose an idiomaware distributed semantic model to build representation of sentences on the basis of understanding their contained idioms.  ...  This work was partially funded by National Natural Science Foundation of China (No. 61532011 and 61672162), Shanghai Municipal Science and Technology Commission (No. 16JC1420401), and Young Elite Scientists  ... 
doi:10.18653/v1/d17-1124 dblp:conf/emnlp/LiuQQH17 fatcat:jsmq7udl5vhs5k3g6xadhpehue

Adaptive Semantic Compositionality for Sentence Modelling

Pengfei Liu, Xipeng Qiu, Xuanjing Huang
2017 Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence  
sentiment classification and demonstrate its efficacy with qualitative and quantitative experimental analysis .  ...  approaches is that the meaning of any phrase can be composed of the meanings of its constituents.However, many phrases, such as idioms, are apparently non-compositional.To address this problem, we introduce  ...  This work was partially funded by National Natural Science Foundation of China (No. 61532011 and 61672162), Shanghai Municipal Science and Technology Commission (No. 16JC1420401).  ... 
doi:10.24963/ijcai.2017/567 dblp:conf/ijcai/LiuQH17a fatcat:5mf3hnp33zg3hnjtfcbstlvoom

A Generalized Idiom Usage Recognition Model Based on Semantic Compatibility

Changsheng Liu, Rebecca Hwa
2019 PROCEEDINGS OF THE THIRTIETH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE AND THE TWENTY-EIGHTH INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE  
We propose a novel semantic compatibility model by adapting the training of a Continuous Bag-of-Words (CBOW) model for the purpose of idiom usage recognition.  ...  A particular challenge of automatic idiom usage recognition is that idioms, by their very nature, are idiosyncratic in their usages; therefore, most previous work on idiom usage recognition mainly adopted  ...  Literal Representation of Idiom We experiment with the following two representations of the literal sense of idiom: AWE, the average of the embeddings of words forming the idiom.  ... 
doi:10.1609/aaai.v33i01.33016738 fatcat:6nualsyts5b5vmxgku3hv22zhi

The Other Side of the Coin: Unsupervised Disambiguation of Potentially Idiomatic Expressions by Contrasting Senses

Hessel Haagsma, Malvina Nissim, Johan Bos
2018 Linguistic Annotation Workshop  
This enables automatic interpretation of idiomatic expressions, which is important for applications like machine translation and sentiment analysis.  ...  In this work, we present an unsupervised approach for English that makes use of literalisations of idiom senses to improve disambiguation, which is based on the lexical cohesion graph-based method by Sporleder  ...  Idiom Literalisation Idiom literalisations are literal representations of the PIE's figurative sense, similar to dictionary definitions of an idiom's meaning.  ... 
dblp:conf/acllaw/HaagsmaNB18 fatcat:2ezf4fal3nb6jd32ju3lkcgci4

A polarity calculation approach for lexicon-based Turkish sentiment analysis

GÖKHAN YURTALAN, MURAT KOYUNCU, ÇİĞDEM TURHAN
2019 Turkish Journal of Electrical Engineering and Computer Sciences  
Sentiment analysis attempts to resolve the senses or emotions that a writer or speaker intends to send across to the people about an object or event.  ...  In recent years, researchers have conducted many successful sentiment analysis studies for the English language which consider many words and word groups that set emotion polarities arising from the English  ...  The datasets were examined at three levels; namely, word, word group, and idiom/proverb levels in order to reach the correct sense behind each tweet.  ... 
doi:10.3906/elk-1803-92 fatcat:kn6f6kwa2nhjdahdxdsqez7w6i

The role of idioms in sentiment analysis

Lowri Williams, Christian Bannister, Michael Arribas-Ayllon, Alun Preece, Irena Spasić
2015 Expert systems with applications  
In this paper we investigate the role of idioms in automated approaches to sentiment analysis.  ...  Second, to evaluate the results of sentiment analysis, we assembled a corpus of sentences in which idioms are used in context.  ...  We gratefully acknowledge the help of our colleagues and friends who supported this study by volunteering their time for data annotation. We would like to thank Prof.  ... 
doi:10.1016/j.eswa.2015.05.039 fatcat:dqeatoxk6reqrnbj6hzxs4bd2a

Getting BART to Ride the Idiomatic Train: Learning to Represent Idiomatic Expressions [article]

Ziheng Zeng, Suma Bhat
2022 arXiv   pre-print
25% higher sequence accuracy on the idiom processing tasks of IE sense disambiguation and span detection.  ...  Prior work has identified deficiencies in their contextualized representation stemming from the underlying compositional paradigm of representation.  ...  cannot be inferred from that of its constituent words (e.g., the idiom break a leg) (Baldwin and Kim, 2010) .  ... 
arXiv:2207.03679v1 fatcat:3t3duneexjcbhjfs6pst567vnq

Novel Semantics-based Distributed Representations for Message Polarity Classification using Deep Convolutional Neural Networks

Abhinay Pandya, Mourad Oussalah
2017 Proceedings of the 9th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management  
) are sentiment encoded distributed representations of multi-word expressions (MWEs); Sense-Disambiguated Word Embeddings(SDWE) are sense-specific distributed representations of words; and WordNet embeddings  ...  (WNE) are distributed representations of hypernym and hyponym of the correct sense of a given word.  ...  ACKNOWLEDGEMENTS We would like to thank the anonymous reviewers for their valuable suggestions because of which the technical quality of the work presented in this paper has improved.  ... 
doi:10.5220/0006500800710082 dblp:conf/ic3k/PandyaO17 fatcat:kx3t2cb32rg5tite6joaziknbm

Page 195 of London Magazine Vol. 10, Issue [page]

1824 London Magazine  
Again, the word want al the antique sense exposes the writer to be thoroughly misunderstood. “ I cannot want them,” said Charles I, speaking of some alleged prerogatives of his crown; and his meaning was  ...  Thus for example the word “unrest” isa beautiful and a Shaks- perian word ; and is very advantage- ously restored to the language of poetry: but in prose it has the air of affectation. ‘* He wanted to  ... 

Leaving No Stone Unturned: Flexible Retrieval of Idiomatic Expressions from a Large Text Corpus

Callum Hughes, Maxim Filimonov, Alison Wray, Irena Spasić
2021 Machine Learning and Knowledge Extraction  
Idioms are multi-word expressions whose meaning cannot always be deduced from the literal meaning of constituent words.  ...  By providing a fast and easy way of finding idioms in large corpora, our approach can facilitate further developments in fields such as linguistics, language education and natural language processing.  ...  All authors have read and agreed to the published version of the manuscript.  ... 
doi:10.3390/make3010013 doaj:42e53744b8d14b69b46d6544e871b48a fatcat:pqg5pi7gnnhfdlmtmbbmcakfny

LIDIOMS: A Multilingual Linked Idioms Data Set [article]

Diego Moussallem, Mohamed Ahmed Sherif, Diego Esteves, Marcos Zampieri, Axel-Cyrille Ngonga Ngomo
2018 arXiv   pre-print
In this paper, we describe the LIDIOMS data set, a multilingual RDF representation of idioms currently containing five languages: English, German, Italian, Portuguese, and Russian.  ...  To ensure the quality of the crawled data, all idioms were evaluated by at least two native speakers. Herein, we present the model devised for structuring the data.  ...  This research has also been supported by the German Federal Ministry of Transport and Digital Infrastructure (BMVI) in the projects LIMBO (no. 19F2029I), OPAL (no. 19F2028A) and GEISER (no. 01MD16014E)  ... 
arXiv:1802.08148v1 fatcat:dockltoiuvai3ao4rqycahy26u

Heuristically Informed Unsupervised Idiom Usage Recognition

Changsheng Liu, Rebecca Hwa
2018 Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing  
This paper proposes an unsupervised learning method for recognizing the intended usages of idioms.  ...  We treat the possible usages as a latent variable in probabilistic models and train them in a linguistically motivated feature space.  ...  Let L denote the set of words in the literal usage representation for the target idiom. For each instance, let C be the set of non-stop context words in the instance.  ... 
doi:10.18653/v1/d18-1199 dblp:conf/emnlp/LiuH18 fatcat:7jwxjmxwb5hazn3ejpmfwqvw34

Idiomatic Expression Identification using Semantic Compatibility [article]

Ziheng Zeng, Suma Bhat
2021 arXiv   pre-print
The network effectively fuses contextual and lexical information at different levels using word and sub-word representations.  ...  Prior art for this task had studied specific classes of idiomatic expressions offering limited views of their generalizability to new idioms.  ...  et al., 2013) and word sense disambiguation (Stevenson and Wilks, 2001) .  ... 
arXiv:2110.10064v1 fatcat:4fiudgxrojdj3knvd4igxprzzm
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