Probing for semantic evidence of composition by means of simple classification tasks. Ettinger, A., Elgohary, A., & Resnik, P. In Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP, pages 134–139, Stroudsburg, PA, USA, 2016. Association for Computational Linguistics. ![Probing for semantic evidence of composition by means of simple classification tasks [link]](https://bibbase.org/img/filetypes/link.svg "link")
Paper doi abstract bibtex We propose a diagnostic method for prob-ing specific information captured in vector representations of sentence meaning, via simple classification tasks with strategi-cally constructed sentence sets. We iden-tify some key types of semantic informa-tion that we might expect to be captured in sentence composition, and illustrate ex-ample classification tasks for targeting this information.
@inproceedings{Ettinger2016,
abstract = {We propose a diagnostic method for prob-ing specific information captured in vector representations of sentence meaning, via simple classification tasks with strategi-cally constructed sentence sets. We iden-tify some key types of semantic informa-tion that we might expect to be captured in sentence composition, and illustrate ex-ample classification tasks for targeting this information.},
address = {Stroudsburg, PA, USA},
author = {Ettinger, Allyson and Elgohary, Ahmed and Resnik, Philip},
booktitle = {Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP},
doi = {10.18653/v1/W16-2524},
file = {:Users/shanest/Documents/Library/Ettinger, Elgohary, Resnik/Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP/Ettinger, Elgohary, Resnik - 2016 - Probing for semantic evidence of composition by means of simple classification tasks.pdf:pdf},
keywords = {method: diagnostic classifier,phenomenon: compositionality},
pages = {134--139},
publisher = {Association for Computational Linguistics},
title = {{Probing for semantic evidence of composition by means of simple classification tasks}},
url = {http://aclweb.org/anthology/W16-2524},
year = {2016}
}
Downloads: 0
{"_id":"YbSoJ9FD8a6yrTvgX","bibbaseid":"ettinger-elgohary-resnik-probingforsemanticevidenceofcompositionbymeansofsimpleclassificationtasks-2016","authorIDs":[],"author_short":["Ettinger, A.","Elgohary, A.","Resnik, P."],"bibdata":{"bibtype":"inproceedings","type":"inproceedings","abstract":"We propose a diagnostic method for prob-ing specific information captured in vector representations of sentence meaning, via simple classification tasks with strategi-cally constructed sentence sets. We iden-tify some key types of semantic informa-tion that we might expect to be captured in sentence composition, and illustrate ex-ample classification tasks for targeting this information.","address":"Stroudsburg, PA, USA","author":[{"propositions":[],"lastnames":["Ettinger"],"firstnames":["Allyson"],"suffixes":[]},{"propositions":[],"lastnames":["Elgohary"],"firstnames":["Ahmed"],"suffixes":[]},{"propositions":[],"lastnames":["Resnik"],"firstnames":["Philip"],"suffixes":[]}],"booktitle":"Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP","doi":"10.18653/v1/W16-2524","file":":Users/shanest/Documents/Library/Ettinger, Elgohary, Resnik/Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP/Ettinger, Elgohary, Resnik - 2016 - Probing for semantic evidence of composition by means of simple classification tasks.pdf:pdf","keywords":"method: diagnostic classifier,phenomenon: compositionality","pages":"134–139","publisher":"Association for Computational Linguistics","title":"Probing for semantic evidence of composition by means of simple classification tasks","url":"http://aclweb.org/anthology/W16-2524","year":"2016","bibtex":"@inproceedings{Ettinger2016,\nabstract = {We propose a diagnostic method for prob-ing specific information captured in vector representations of sentence meaning, via simple classification tasks with strategi-cally constructed sentence sets. We iden-tify some key types of semantic informa-tion that we might expect to be captured in sentence composition, and illustrate ex-ample classification tasks for targeting this information.},\naddress = {Stroudsburg, PA, USA},\nauthor = {Ettinger, Allyson and Elgohary, Ahmed and Resnik, Philip},\nbooktitle = {Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP},\ndoi = {10.18653/v1/W16-2524},\nfile = {:Users/shanest/Documents/Library/Ettinger, Elgohary, Resnik/Proceedings of the 1st Workshop on Evaluating Vector-Space Representations for NLP/Ettinger, Elgohary, Resnik - 2016 - Probing for semantic evidence of composition by means of simple classification tasks.pdf:pdf},\nkeywords = {method: diagnostic classifier,phenomenon: compositionality},\npages = {134--139},\npublisher = {Association for Computational Linguistics},\ntitle = {{Probing for semantic evidence of composition by means of simple classification tasks}},\nurl = {http://aclweb.org/anthology/W16-2524},\nyear = {2016}\n}\n","author_short":["Ettinger, A.","Elgohary, A.","Resnik, P."],"key":"Ettinger2016","id":"Ettinger2016","bibbaseid":"ettinger-elgohary-resnik-probingforsemanticevidenceofcompositionbymeansofsimpleclassificationtasks-2016","role":"author","urls":{"Paper":"http://aclweb.org/anthology/W16-2524"},"keyword":["method: diagnostic classifier","phenomenon: compositionality"],"metadata":{"authorlinks":{}},"downloads":0},"bibtype":"inproceedings","biburl":"https://www.shane.st/teaching/575/win20/MachineLearning-interpretability.bib","creationDate":"2020-01-09T18:15:21.716Z","downloads":0,"keywords":["method: diagnostic classifier","phenomenon: compositionality"],"search_terms":["probing","semantic","evidence","composition","means","simple","classification","tasks","ettinger","elgohary","resnik"],"title":"Probing for semantic evidence of composition by means of simple classification tasks","year":2016,"dataSources":["okYcdTpf4JJ2zkj7A"]}