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<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>Readers of this
list may be interested in knowing about a newly available resource to work on
sentiment analysis, or opinion mining. The resource can be freely downloaded from
<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><span
style='mso-spacerun:yes'> </span><span
style='mso-spacerun:yes'> </span><a
href="http://langtech.jrc.ec.europa.eu/JRC_Resources.html">http://langtech.jrc.ec.europa.eu/JRC_Resources.html</a>
.<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>The Excel sheet
contains a set of 1590 English language quotations (reported speech) manually
annotated by sets of two independent annotators for sentiment (positive,
negative, objective/neutral) expressed towards the entities mentioned inside
the quotation. The purpose of the annotation was to produce a gold standard
collection of news snippets. We believe that opinion mining from the news is
different compared to other text types such as reviews.<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>Note that the
sentiment value refers to the entity mentioned inside the quotation, and not to
the entire text of the quotation. Also, an attempt was made to distinguish
positive or negative sentiment from good or bad news (see Balahur &
Steinberger 2009 for details).<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>The quotations
were identified using the algorithm and tool described in: <o:p></o:p></span></p>
<p class=MsoNormal style='margin-left:36.0pt'><span style='font-size:10.0pt;
color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal style='margin-left:36.0pt'><span style='font-size:10.0pt;
color:#002060'>Pouliquen Bruno, Ralf Steinberger & Clive Best (2007).
Automatic Detection of Quotations in Multilingual News. In: Proceedings of the
International Conference Recent Advances in Natural Language Processing
(RANLP'2007), pp. 487-492. Borovets, Bulgaria, 27-29.09.2007.<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>For details on
this set of quotations and for some experiments using the test set, see the
following publication. Please use this publication when referring to the data
set:<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal style='margin-left:36.0pt'><span style='font-size:10.0pt;
color:#002060'>Balahur Alexandra, Ralf Steinberger, Mijail Kabadjov, Vanni
Zavarella, Erik van der Goot, Matina Halkia, Bruno Pouliquen & Jenya
Belyaeva (2010). Sentiment Analysis in the News. In: Proceedings of the 7th
International Conference on Language Resources and Evaluation (LREC'2010), pp.
2216-2220. Valletta, Malta, 19-21 May 2010. Available from: <a
href="http://langtech.jrc.ec.europa.eu/Documents/2010_03_LREC_Sentiment-analysis.pdf">http://langtech.jrc.ec.europa.eu/Documents/2010_03_LREC_Sentiment-analysis.pdf</a>
<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>USAGE
CONDITIONS:<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>You can use and
distribute this resource freely, but please make reference to its authors (via
the above-mentioned publication).<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>For the main
motivation why we are aiming at separating positive and negative sentiment from
good or bad news, see the following paper:<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal style='margin-left:36.0pt'><span style='font-size:10.0pt;
color:#002060'>Balahur-Dobrescu Alexandra & Ralf Steinberger (2009).
Rethinking sentiment analysis in the news: from theory to practice and back.
'Workshop on Opinion Mining and Sentiment Analysis' (WOMSA), held at the 2009
CAEPIA-TTIA 13th Conference of the Spanish Association for Artificial
Intelligence, pp. 1-12. Sevilla, Spain, 13.11.2009. Available from:<o:p></o:p></span></p>
<p class=MsoNormal style='margin-left:36.0pt'><span style='font-size:10.0pt;
color:#002060'><a
href="http://langtech.jrc.ec.europa.eu/Documents/09_WOMSA-WS-Sevilla_Sentiment-Def_printed.pdf">http://langtech.jrc.ec.europa.eu/Documents/09_WOMSA-WS-Sevilla_Sentiment-Def_printed.pdf</a>
<o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>Alexandra Balahur,
University of Alicante, Spain <o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'>Ralf
Steinberger, European Commission - Joint Research Centre (JRC), Italy <o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:10.0pt;color:#002060'><o:p> </o:p></span></p>
<p class=MsoNormal><span style='font-size:12.0pt;font-family:"Arial","sans-serif";
mso-fareast-font-family:"Times New Roman";color:navy;mso-fareast-language:EN-GB;
mso-no-proof:yes'><o:p> </o:p></span></p>
<p class=MsoNormal><b><span style='font-size:8.0pt;mso-fareast-font-family:
"Times New Roman";color:gray;mso-fareast-language:EN-GB;mso-no-proof:yes'>Ralf </span></b><b><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:gray;
mso-fareast-language:EN-GB;mso-no-proof:yes'>Steinberger</span></b><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:gray;
mso-fareast-language:EN-GB;mso-bidi-font-weight:bold;mso-no-proof:yes'> </span><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:#7F7F7F;
mso-fareast-language:EN-GB;mso-bidi-font-weight:bold;mso-no-proof:yes'>(<a
href="http://langtech.jrc.ec.europa.eu/RS.html"><span style='color:#7F7F7F'>http://langtech.jrc.ec.europa.eu/RS.html</span></a>)</span><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:#7F7F7F;
mso-fareast-language:EN-GB;mso-no-proof:yes'> <br>
European Commission - Joint Research Centre (JRC)<br>
URL - Applications: <u><a href="http://emm.jrc.it/overview.html"><span
style='color:#7F7F7F'>http://emm.jrc.it/overview.html</span></a> </u></span><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:navy;
mso-fareast-language:EN-GB;mso-no-proof:yes'><br>
</span><span style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";
color:gray;mso-fareast-language:EN-GB;mso-no-proof:yes'>URL - The science
behind them: <u><a href="http://langtech.jrc.ec.europa.eu"><span
style='color:gray'>http://langtech.jrc.ec.europa.eu</span></a></u></span><u><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:#002060;
mso-fareast-language:EN-GB;mso-no-proof:yes'> </span></u><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:navy;
mso-fareast-language:EN-GB;mso-no-proof:yes'><o:p></o:p></span></p>
<p class=MsoNormal><span style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";
color:gray;mso-fareast-language:EN-GB;mso-no-proof:yes'>21027 Ispra (VA), Italy</span><span
style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";color:navy;
mso-fareast-language:EN-GB;mso-no-proof:yes'><br style='mso-special-character:
line-break'>
<![if !supportLineBreakNewLine]><br style='mso-special-character:line-break'>
<![endif]></span><span style='font-size:8.0pt;mso-fareast-font-family:"Times New Roman";
mso-bidi-font-family:Arial;color:navy;mso-fareast-language:EN-GB;mso-no-proof:
yes'><o:p></o:p></span></p>
<p class=MsoNormal><o:p> </o:p></p>
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