Name: nn-compound-sentiment
Owner: ETS
Description: Sentiment Lexicon for Noun Noun Compounds Generated via Crowdsourcing.
Created: 2017-03-06 14:19:50.0
Updated: 2017-03-06 16:14:48.0
Pushed: 2017-03-06 14:37:25.0
Homepage: null
Size: 20
Language: null
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The data release (lexicon.csv) contains a list of 400 noun compounds (such as “business magazine” or “fist fight”) that were annotated for sentiment using crowdsourcing as a part of a research project at ETS. A positive/negative/neutral rating for each compound and for each of the words separately is provided. The data was used to study “combinatorics” of sentiment, namely, how sentiment profiles (pos/neg/neu) of single words combine to yield the profile for the compound. The paper describing our approach and results should be cited if this dataset is used:
Beata Beigman Klebanov, Jill Burstein, and Nitin Madnani. 2013. Sentiment Profiles of Multiword Expressions in Test-taker Essays: The Case of Noun-noun Compounds. ACM Trans. Speech Lang. Process. 10(3):12. DOI=http://dx.doi.org/10.1145/2483969.2483974
icle{BKBM2013,
hor = {Beigman Klebanov, Beata and Burstein, Jill and Madnani, Nitin},
le = {Sentiment Profiles of Multiword Expressions in Test-taker Essays: The Case of Noun-noun Compounds},
rnal = {ACM Trans. Speech Lang. Process.},
ume = {10},
ber = {3},
r = {2013},
es = {12:1--12:15},
icleno = {12},
= {10.1145/2483969.2483974}
Each of the 13 columns in lexicon.csv are explained in the table below.
| column name | explanation | example | |————-|————————————————————-|——————| | nn compound | the text of the compound | airport security | | DEV/TEST | whether this is part of DEV or TEST (see paper) | DEV | | pos | positivity score for the compound (between 0 and 1) | 0.381 | | neg | negativity score for the compound (between 0 and 1) | 0.095 | | neu | neutrality score for the compound (between 0 and 1) | 0.524 | | noun1 | the left noun in the compound | airport | | noun1.pos | positivity score for the left noun alone (between 0 and 1) | 0.15 | | noun1.neg | negativity score for the left noun alone (between 0 and 1) | 0 | | noun1.neu | neutrality score for the left noun alone (between 0 and 1) | 0.85 | | noun2 | the right noun in the compound | security | | noun2.pos | positivity score for the right noun alone (between 0 and 1) | 0.65 | | noun2.neg | negativity score for the right noun alone (between 0 and 1) | 0 | | noun2.neu | neutrality score for the right noun alone (between 0 and 1) | 0.35 |
Noun-Noun Compound Sentiment Lexicon by Educational Testing Service is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.