-------------------------------------------------------------------------------------------------------
Our NIPS*2008 (workshop) paper! Machine Learning with Annotator Rationales to Reduce Annotation Cost
Omar F. Zaidan, Jason Eisner, and Christine Piatko
((Note: This paper is just a synthesis of the two papers below for a machine learning audience;
there are no new results.))
@InProceedings{zaidan-eisner-piatko-2008:nips,
author = {Omar F. Zaidan and Jason Eisner and Christine Piatko},
title = {Machine Learning with Annotator Rationales to Reduce Annotation Cost},
booktitle = {Proceedings of the NIPS*2008 Workshop on Cost Sensitive Learning},
month = {December},
year = {2008}
}
Our EMNLP 2008 paper: Modeling Annotators: A Generative Approach to Learning from Annotator
Rationales
Omar F. Zaidan and Jason Eisner
Paper: in PDF and
PS. Presentation: here (used for first author's
EMNLP 2008 talk). Handout PDF: here (a trimmed down
version of the presentation, converted to a 4 slides/page PDF).
BibTeX entry:
@InProceedings{zaidan-eisner:2008:gen,
author = {Omar F. Zaidan and Jason Eisner},
title = {Modeling Annotators: {A} Generative Approach to Learning from Annotator Rationales},
booktitle = {Proceedings of EMNLP 2008},
month = {October},
year = {2008},
pages = {31--40}
}
Our NAACL HLT 2007 paper: Using "Annotator Rationales" to Improve Machine Learning for Text
Categorization
Omar F. Zaidan, Jason Eisner, and Christine Piatko
Paper: in PDF and
PS. Presentation: here (used for first author's
NAACL HLT 2007 talk). Handout PDF: here (a trimmed down
version of the presentation, converted to a 4 slides/page PDF). Dataset: here (~7 MB; here's a
small sample, or just the README file).
BibTeX entry:
@InProceedings{zaidan-eisner-piatko:2007:disc,
author = {Omar F. Zaidan and Jason Eisner and Christine Piatko},
title = {Using ``Annotator Rationales'' to Improve Machine Learning for Text Categorization},
booktitle = {NAACL HLT 2007; Proceedings of the Main Conference},
month = {April},
year = {2007},
pages = {260--267}
}