[Corpora] [Corpora-List] CFP: SemEval 2015 Task 12 - Aspect Based Sentiment Analysis
Maria Pontiki
mpontiki at ilsp.gr
Thu Nov 6 12:24:52 UTC 2014
Call For Participation
SemEval 2015 Task 12 - Aspect Based Sentiment Analysis
http://alt.qcri.org/semeval2015/task12/
TASK DESCRIPTION
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This task (ABSA15 for short) is a continuation of SemEval 2014 Task 4
(ABSA14, http://alt.qcri.org/semeval2014/task4/). ABSA15 will focus
primarily on the same domains as ABSA14 (restaurants and laptops). However,
unlike ABSA14, the input datasets of ABSA15 will contain entire reviews, not
isolated (potentially out of context) sentences. Also, ABSA15 consolidates
the four subtasks of ABSA14 within a unified framework. Furthermore, ABSA15
will include an out-of-domain subtask, involving test data from a domain
unknown to the participants, other than the domains that will be considered
during training. ABSA15 consists of the following subtasks.
Subtask 1: In-domain ABSA
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Given a review text about a laptop or a restaurant, identify the following
information:
Slot 1: Aspect Category. Identify every entity (E) and
attribute (A) pair (E#A) towards which an opinion is expressed in the given
text. E and A should be chosen from predefined domain-specific inventories
of entity types (e.g. laptop, keyboard, operating system, restaurant, food,
drinks) and attribute labels (e.g. performance, design, price, quality).
Each E#A pair is considered an aspect category of the given text. The
inventories of entity types and attribute labels are described in the
annotation guidelines; see http://alt.qcri.org/semeval2015/task12/index.php?
id=data-and-tools. Some examples highlighting the required information
follow:
a. It is extremely portable and
easily connects to WIFI at the library and elsewhere. →
{LAPTOP#PORTABILITY}, {LAPTOP#CONNECTIVITY}
b. The exotic food is beautifully
presented and is a delight in delicious combinations. →
{FOOD#STYLE_OPTIONS}, {FOOD#QUALITY}
Slot 2 (Only for the restaurants domain): Opinion Target
Expression (OTE). An opinion target expression (OTE) is an expression used
in the given text to refer to the reviewed entity E of a pair E#A. The OTE
is defined by its starting and ending offsets in the given text. The OTE
slot takes the value “NULL”, when there is no (explicit) mention of the
entity E. Below are some examples:
a. Great for a romantic evening,
but over-priced. → {AMBIENCE#GENERAL, “NULL”}, {RESTAURANT# PRICES,
“NULL”}
b. The fajitas were delicious,
but expensive. → {FOOD#QUALITY, “fajitas”}, {FOOD# PRICES, “fajitas”}
Slot 3: Sentiment Polarity. Each identified E#A pair of the
given text has to be assigned a polarity (positive, negative, or neutral).
The neutral label applies to mildly positive or mildly negative sentiment,
as in the second example below.
a. The applications are also very
easy to find and maneuver. → {SOFTWARE#USABILITY, positive}
b. The fajitas are nothing out of
the ordinary”. → {FOOD#GENERAL, “fajitas”, neutral}
Subtask 2: Out-of-domain ABSA
****************************************************
The participating teams will be asked to test their systems in a previously
unseen domain for which no training data will be made available. The gold
annotations for Slot1 will be provided and the teams will be required to
return annotations for Slot 3 (sentiment polarity) only.
DATASETS
****************************************************
Two datasets of ~550 reviews of laptops and restaurants annotated as above
are already available for training. Additional datasets will be provided to
evaluate the participating systems in Subtask 1 (in-domain ABSA).
Information about the domain adaptation dataset of Subtask 2 (out-of-domain
ABSA) will be provided later.
IMPORTANT DATES
****************************************************
Evaluation period: December 15-22, 2014 [the exact start and end dates will
be announced shortly]
Paper submission due: January 30, 2015
Paper reviews due: February 28, 2015
Camera ready due: March 30, 2015
SemEval workshop: June 4-5, 2015 (co-located with NAACL-2015 in Denver,
Colorado)
MORE INFORMATION
****************************************************
The Semeval-2015 Task 12 website includes further details on the training
data, evaluation, and examples of expected system outputs:
http://alt.qcri.org/semeval2015/task12/
Registration at: http://alt.qcri.org/semeval2015/index.php?id=registration
Join our mailing list: https://groups.google.com/d/forum/semeval-absa
Email: semeval-absa at googlegroups.com
ORGANIZERS
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Ion Androutsopoulos (Athens University of Economics and Business, Greece)
Dimitris Galanis (“Athena” Research Center, Greece)
Suresh Manandhar (University of York, UK) [Primary Contact]
Harris Papageorgiou ("Athena" Research Center, Greece)
John Pavlopoulos (Athens University of Economics and Business, Greece)
Maria Pontiki (“Athena” Research Center, Greece)
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