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      <title-group>
        <article-title>Introduction to the CLEF 2011 Labs</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Vivien Petras</string-name>
          <email>vivien.petras@ibi.hu-berlin.de</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Paul Clough</string-name>
          <email>p.d.clough@sheffield.ac.uk</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Berlin School of Library and Information Science, Humboldt-Universität zu Berlin</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Information School, University of Sheffield</institution>
          ,
          <country country="UK">United Kingdom</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2011</year>
      </pub-date>
    </article-meta>
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      <title>Introduction</title>
      <p>The CLEF Labs are a continuation of tracks from previous CLEF workshops. In 2010,
CLEF went from being a workshop collocated with an existing conference to a
conference in its own right. The CLEF Labs are an integral part of the conference and
two different types of lab are offered: (1) benchmarking or “campaign-style” and (2)
workshop-style.</p>
      <p>The benchmarking labs on the whole follow the traditional (“campaign-style”)
cycle of activities in a large-scale information retrieval evaluation experiment set-up:</p>
      <sec id="sec-1-1">
        <title>Definition of the task by the lab organisers;</title>
        <p>Preparation and release of data collections and test data by lab organisers;
Release of queries, topics or other task descriptions by lab organisers;
Submission of experimental results by participants;
Relevance assessments and/or results analysis by lab organisers;
Release of relevance assessments and/or results analysis by lab organisers;
Submission of working notes on experiments and results analysis by
participants;</p>
        <p>Presentation and discussion at the CLEF conference.</p>
        <p>Workshop-style labs are offered as a way of exploring possible benchmarking
activities and to provide a means to discuss information retrieval evaluation issues
from different perspectives. Seven labs were offered in CLEF 2011: 6 benchmarking
labs and 1 workshop. By August 2011, 96 research groups had submitted
experimental results in a benchmarking activity and 107 participants registered to
attend one of the lab sessions at CLEF. The labs are discussed in the following
sections.
A call for lab proposals was distributed in October 2010 and a lab selection
committee formed from leading IR researchers (see Acknowledgements). Lab
proposals were requested to include a detailed description of the topics and goals of
the lab, the target audience, potential opportunities for future versions of the lab, as
well as details about the planning and organisation of the lab (e.g. suggested tasks, the
data collections used in the lab, the background of lab organisers and steering
committee members, etc.).</p>
        <p>The proposals were submitted by 8th November 2010 and the selection committee
had 2 weeks to decide on the labs that would feature at CLEF 2011. Selection
committee members reviewed all proposals and submitted both an individual ranking
for each proposal as well as their comments on the lab. All reviews were aggregated
by the Lab Chairs and a general ranking of labs was produced. Reviewing criteria for
the benchmarking labs included (from the call for proposals1):</p>
      </sec>
      <sec id="sec-1-2">
        <title>Soundness of methodology and feasibility of the task;</title>
        <p>Potential use and business cases for the lab, e.g. a description of the
underlying problems, industrial stakeholders, the potential for market;
Estimated number of potential participants / critical mass;</p>
        <p>Clear movement along a growth path and development of the field.</p>
        <p>Reviewing criteria for the workshop-style labs included (from call for proposals):
Appropriateness to the overall information access agenda pursued by CLEF;
Estimated number of potential participants / critical mass;
Whether outcomes of the workshop would make significant contributions to
the field.</p>
        <p>Additional factors, such as innovation, minimal overlap with other
evaluation initiatives and events, the vision for potential continuation,
and the interdisciplinary nature of the lab were also considered. Of the 9
submitted labs, 6 were accepted as benchmarking labs and 1 accepted as a workshop,
resulting in an acceptance rate of 7/9 (=77%).
3</p>
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    <sec id="sec-2">
      <title>Descriptions of the Labs</title>
      <sec id="sec-2-1">
        <title>The following benchmarking labs ran in CLEF 2011:</title>
        <p>CLEF- IP: IR in the IP domain: CLEF-IP used a collection of ca. 2 million patent
documents in English, German, and French, together with patent images. Four tasks
were organised: the Prior Art Candidate Search task for finding potential prior art for
a document, the Image-based Document Retrieval for finding patent documents or
images for a patent document containing images, the Classification task for
classifying documents according to the International Patent Classification scheme and
the Image-based Classification task for categorising patent images into pre-defined
image categories.
1 http://clef2011.org/resources/call_for_labs/CLEF2011-Call_for_Lab_proposals.pdf</p>
        <sec id="sec-2-1-1">
          <title>Cross-Language Image Retrieval (ImageCLEF): This was the 9th year of running</title>
          <p>this track in CLEF. Four tasks were offered this year: image retrieval from Wikipedia,
medical image retrieval with a data collection from the scientific literature, visual
plant species classification of leaf images and a photo annotation task based on
usergenerated annotations/tags from Flickr.</p>
          <p>LogCLEF: In its 3rd CLEF year, the aim of LogCLEF is to analyse transaction logs
and classify queries in order to help with understanding user‟s search behavior in
multilingual contexts. Three tasks were organised: a query language identification
task, a query classification task against a set of predetermined categories and the
analysis of logs with respect to the „success‟ of a query. Three different log files were
made available: logs from The European Library; logs from the Sogou Chinese search
engine; and logs from Deutsche Bildungsserver.</p>
          <p>MusiCLEF: This was a newcomer to CLEF and the first year of running the lab. The
goal of this lab is to aid the development of novel methodologies for both
contentbased and contextual-based (e.g. tags, comments, reviews, etc.) access and retrieval of
music. Two tasks were offered in 2011: content- and context-based music retrieval for
music categorisation and music identification for the clustering of the same (or
similar) works. The test collection consisted of 10,000 songs in MP3 format.</p>
        </sec>
        <sec id="sec-2-1-2">
          <title>QA4MRE - Question Answering for Machine Reading Evaluation: This was a</title>
          <p>new task proposed by organisers of the previous Question Answering (QA) track of
CLEF. The aim of this lab is to evaluate machine reading ability through question
answering and reading comprehension tests. The task involves answering multiple
choice questions based on reading a single document and with some inference from
previously-acquired background knowledge.</p>
        </sec>
        <sec id="sec-2-1-3">
          <title>Uncovering Plagiarism, Authorship, and Wikipedia Vandalism (PAN): This is</title>
          <p>the second year of running PAN at CLEF and three tasks were offered to participants:
plagiarism detection, author identification and Wikipedia vandalism detection. The
last task seeks to support users of Wikipedia in their search for „vandalised‟ pages.</p>
        </sec>
      </sec>
      <sec id="sec-2-2">
        <title>The following workshop-style lab was also held at CLEF 2011:</title>
        <sec id="sec-2-2-1">
          <title>CHiC 2011 – Cultural Heritage in CLEF: From Use Cases to Evaluation in</title>
        </sec>
        <sec id="sec-2-2-2">
          <title>Practice for Multilingual Information Access to Cultural Heritage: This</title>
          <p>workshop aimed at surveying use cases for information access to cultural heritage
materials and review evaluation initiatives and approaches in order to identify future
opportunities for novel evaluation experiments and measures. Workshop participants
were asked to introduce their ideas for possible evaluation scenarios.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Acknowledgements</title>
      <p>We would like to thank the lab selection committee for their assistance with
reviewing proposals and in the selection process:</p>
      <p>Last, but not least, we would like to thank everyone involved in the organisation,
running and presentation of the labs, especially the lab organisers. Without their
tireless and mostly voluntary efforts, CLEF Labs would not be possible.</p>
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