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[DL-Learner SVN] SF.net SVN: dl-learner:[2760] trunk/components-ext/src
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From: <lor...@us...> - 2011-04-06 11:52:02
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Revision: 2760
http://dl-learner.svn.sourceforge.net/dl-learner/?rev=2760&view=rev
Author: lorenz_b
Date: 2011-04-06 11:51:54 +0000 (Wed, 06 Apr 2011)
Log Message:
-----------
Started evaluation script for TBSL.
Added Test to check for which questions of a testset templates can be generated.
Modified Paths:
--------------
trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/SPARQLTemplateBasedLearner.java
Added Paths:
-----------
trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/NoTemplateFoundException.java
trunk/components-ext/src/main/resources/tbsl/evaluation/
trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-test-questions.xml
trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-train.xml
trunk/components-ext/src/test/java/org/dllearner/algorithm/tbsl/Evaluation.java
trunk/components-ext/src/test/java/org/dllearner/algorithm/tbsl/TemplateGenerationTest.java
Added: trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/NoTemplateFoundException.java
===================================================================
--- trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/NoTemplateFoundException.java (rev 0)
+++ trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/NoTemplateFoundException.java 2011-04-06 11:51:54 UTC (rev 2760)
@@ -0,0 +1,5 @@
+package org.dllearner.algorithm.tbsl.learning;
+
+public class NoTemplateFoundException extends Exception {
+
+}
Modified: trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/SPARQLTemplateBasedLearner.java
===================================================================
--- trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/SPARQLTemplateBasedLearner.java 2011-04-06 07:18:52 UTC (rev 2759)
+++ trunk/components-ext/src/main/java/org/dllearner/algorithm/tbsl/learning/SPARQLTemplateBasedLearner.java 2011-04-06 11:51:54 UTC (rev 2760)
@@ -23,7 +23,9 @@
import org.dllearner.algorithm.tbsl.sparql.SlotType;
import org.dllearner.algorithm.tbsl.sparql.Template;
import org.dllearner.algorithm.tbsl.templator.Templator;
-import org.dllearner.core.LearningAlgorithm;
+import org.dllearner.core.ActiveLearningAlgorithm;
+import org.dllearner.core.Oracle;
+import org.dllearner.core.SparqlQueryLearningAlgorithm;
import org.dllearner.kb.sparql.ExtractionDBCache;
import org.dllearner.kb.sparql.SparqlEndpoint;
import org.dllearner.kb.sparql.SparqlQuery;
@@ -37,7 +39,7 @@
import com.jamonapi.Monitor;
import com.jamonapi.MonitorFactory;
-public class SPARQLTemplateBasedLearner implements LearningAlgorithm{
+public class SPARQLTemplateBasedLearner implements ActiveLearningAlgorithm, SparqlQueryLearningAlgorithm{
private static final Logger logger = Logger.getLogger(SPARQLTemplateBasedLearner.class);
private Monitor mon = MonitorFactory.getTimeMonitor("stbl");
@@ -45,7 +47,9 @@
private static final int TOP_K = 5;
private static final String SOLR_SERVER_URL = "http://139.18.2.173:8080/apache-solr-1.4.1";
private static final int RECURSION_DEPTH = 2;
+
private boolean USE_LUCENE_RANKING = true;
+ private boolean useRemoteEndpointValidation = true;
private SparqlEndpoint endpoint = SparqlEndpoint.getEndpointDBpediaLiveAKSW();
private ExtractionDBCache cache = new ExtractionDBCache("cache");
@@ -58,7 +62,9 @@
private String question;
+ private Oracle oracle;
+ private Map<String, List<String>> learnedSPARQLQueries;
public SPARQLTemplateBasedLearner(){
@@ -89,13 +95,21 @@
this.question = question;
}
- private void learnSPARQLQueries(){
+ public void setUseRemoteEndpointValidation(boolean useRemoteEndpointValidation){
+ this.useRemoteEndpointValidation = useRemoteEndpointValidation;
+ }
+
+ public void learnSPARQLQueries() throws NoTemplateFoundException{
+ learnedSPARQLQueries = new HashMap<String, List<String>>();
//generate SPARQL query templates
logger.info("Generating SPARQL query templates...");
mon.start();
Set<Template> templates = templateGenerator.buildTemplates(question);
mon.stop();
logger.info("Done in " + mon.getLastValue() + "ms.");
+ if(templates.isEmpty()){
+ throw new NoTemplateFoundException();
+ }
logger.info("Templates:");
for(Template t : templates){
logger.info(t);
@@ -109,12 +123,13 @@
sparqlQueryCandidates = getSPARQLQueryCandidates(templates);
}
- //test candidates on remote endpoint
- validateAgainstRemoteEndpoint(sparqlQueryCandidates);
+ //test candidates
+ if(useRemoteEndpointValidation){ //on remote endpoint
+ validateAgainstRemoteEndpoint(sparqlQueryCandidates);
+ } else {//on local model
+ validateAgainstLocalModel(sparqlQueryCandidates);
+ }
- //test candidates on local model
- validateAgainstLocalModel(sparqlQueryCandidates);
-
}
private Model getWorkingModel(List<String> resources){
@@ -309,6 +324,9 @@
for(String query : queries){
logger.info("Testing query:\n" + query);
List<String> results = getResultFromRemoteEndpoint(query);
+ if(!results.isEmpty()){
+ learnedSPARQLQueries.put(query, results);
+ }
logger.info("Result: " + results);
}
mon.stop();
@@ -366,22 +384,33 @@
/**
* @param args
* @throws MalformedURLException
+ * @throws NoTemplateFoundException
*/
- public static void main(String[] args) throws MalformedURLException {
- String question = "Give me all soccer clubs in Premier League";//Give me all countries in Europe
+ public static void main(String[] args) throws MalformedURLException, NoTemplateFoundException {
+ String question = "Give me all countries in Europe";//Give me all soccer clubs in Premier League";
SPARQLTemplateBasedLearner learner = new SPARQLTemplateBasedLearner();
- SparqlEndpoint endpoint = new SparqlEndpoint(new URL("http://db0.aksw.org:8999/sparql"),
+ SparqlEndpoint endpoint = new SparqlEndpoint(new URL("http://live.dbpedia.org/sparql"),
Collections.<String>singletonList("http://dbpedia.org"), Collections.<String>emptyList());
learner.setEndpoint(endpoint);
learner.setQuestion(question);
- learner.start();
+ learner.learnSPARQLQueries();
}
@Override
public void start() {
- learnSPARQLQueries();
}
+
+ @Override
+ public List<String> getCurrentlyBestSPARQLQueries(int nrOfSPARQLQueries) {
+ return new ArrayList<String>(learnedSPARQLQueries.keySet());
+ }
+
+ @Override
+ public void setOracle(Oracle oracle) {
+ this.oracle = oracle;
+ }
+
}
Added: trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-test-questions.xml
===================================================================
--- trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-test-questions.xml (rev 0)
+++ trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-test-questions.xml 2011-04-06 11:51:54 UTC (rev 2760)
@@ -0,0 +1,253 @@
+<?xml version="1.0" ?>
+<dataset id="dbpedia-test">
+<question id="23">
+<string>
+Which presidents of the United States had more than three children?
+</string>
+</question>
+<question id="3">
+<string>
+Give me the official websites of actors of the television show Charmed.
+</string>
+</question>
+<question id="37">
+<string>
+Who is the daughter of Bill Clinton married to?
+</string>
+</question>
+<question id="43">
+<string>
+Which river does the Brooklyn Bridge cross?
+</string>
+</question>
+<question id="21">
+<string>
+How many monarchical countries are there in Europe?
+</string>
+</question>
+<question id="7">
+<string>
+Where did Abraham Lincoln die?
+</string>
+</question>
+<question id="10">
+<string>
+Is the wife of President Obama called Michelle?
+</string>
+</question>
+<question id="28">
+<string>
+Which states of Germany are governed by the Social Democratic Party?
+</string>
+</question>
+<question id="39">
+<string>
+Which U.S. states possess gold minerals?
+</string>
+</question>
+<question id="50">
+<string>
+In which country does the Nile start?
+</string>
+</question>
+<question id="44">
+<string>
+Which locations have more than two caves?
+</string>
+</question>
+<question id="30">
+<string>
+Is proinsulin a protein?
+</string>
+</question>
+<question id="12">
+<string>
+Which classis does the Millepede belong to?
+</string>
+</question>
+<question id="49">
+<string>
+How tall is Claudia Schiffer?
+</string>
+</question>
+<question id="33">
+<string>
+Who created Goofy?
+</string>
+</question>
+<question id="4">
+<string>
+Give me the capitals of all U.S. states.
+</string>
+</question>
+<question id="18">
+<string>
+Give me all cities in New Jersey with more than 100000 inhabitants.
+</string>
+</question>
+<question id="31">
+<string>
+Which museum exhibits The Scream by Munch?
+</string>
+</question>
+<question id="35">
+<string>
+Is Egypts largest city also its capital?
+</string>
+</question>
+<question id="27">
+<string>
+What is the revenue of IBM?
+</string>
+</question>
+<question id="38">
+<string>
+Which states border Utah?
+</string>
+</question>
+<question id="13">
+<string>
+In which country is the Limerick Lake?
+</string>
+</question>
+<question id="32">
+<string>
+Which television shows were created by Walt Disney?
+</string>
+</question>
+<question id="45">
+<string>
+Which mountain is the highest after the Annapurna?
+</string>
+</question>
+<question id="29">
+<string>
+In which films directed by Garry Marshall was Julia Roberts starring?
+</string>
+</question>
+<question id="42">
+<string>
+Which bridges are of the same type as the Manhattan Bridge?
+</string>
+</question>
+<question id="14">
+<string>
+Was U.S. president Jackson involved in a war?
+</string>
+</question>
+<question id="20">
+<string>
+Which European countries are a constitutional monarchy?
+</string>
+</question>
+<question id="40">
+<string>
+Who is the author of WikiLeaks?
+</string>
+</question>
+<question id="17">
+<string>
+Which state of the United States of America has the highest density?
+</string>
+</question>
+<question id="19">
+<string>
+What is the currency of the Czech Republic?
+</string>
+</question>
+<question id="22">
+<string>
+Which countries in the European Union adopted the Euro?
+</string>
+</question>
+<question id="11">
+<string>
+What is the area code of Berlin?
+</string>
+</question>
+<question id="9">
+<string>
+Which countries have more than two official languages?
+</string>
+</question>
+<question id="16">
+<string>
+Who is the owner of Universal Studios?
+</string>
+</question>
+<question id="34">
+<string>
+Through which countries does the Yenisei river flow?
+</string>
+</question>
+<question id="48">
+<string>
+When did Germany join the EU?
+</string>
+</question>
+<question id="36">
+<string>
+Which monarchs of the United Kingdom were married to a German?
+</string>
+</question>
+<question id="8">
+<string>
+When was the Battle of Gettysburg?
+</string>
+</question>
+<question id="24">
+<string>
+What is the highest mountain in Germany?
+</string>
+</question>
+<question id="26">
+<string>
+Give me all soccer clubs in Spain.
+</string>
+</question>
+<question id="5">
+<string>
+What are the official languages of the Philippines?
+</string>
+</question>
+<question id="6">
+<string>
+Who is the mayor of New York City?
+</string>
+</question>
+<question id="41">
+<string>
+Who designed the Brooklyn Bridge?
+</string>
+</question>
+<question id="2">
+<string>
+Which telecommunications organizations are located in Belgium?
+</string>
+</question>
+<question id="15">
+<string>
+What is the profession of Frank Herbert?
+</string>
+</question>
+<question id="46">
+<string>
+What is the highest place of Karakoram?
+</string>
+</question>
+<question id="25">
+<string>
+Give me the homepage of Forbes.
+</string>
+</question>
+<question id="1">
+<string>
+Which companies are in the computer software industry?
+</string>
+</question>
+<question id="47">
+<string>
+What did Bruce Carver die from?
+</string>
+</question>
+</dataset>
Added: trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-train.xml
===================================================================
--- trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-train.xml (rev 0)
+++ trunk/components-ext/src/main/resources/tbsl/evaluation/dbpedia-train.xml 2011-04-06 11:51:54 UTC (rev 2760)
@@ -0,0 +1,26639 @@
+<?xml version="1.0" ?>
+<dataset id="dbpedia-train">
+<question id="23">
+<string>
+Give me all school types.
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX yago: <http://dbpedia.org/class/yago/>
+SELECT DISTINCT ?uri ?string
+WHERE
+{
+ ?uri rdf:type yago:SchoolTypes .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Byzantine_university
+</uri>
+<string>
+Byzantine university
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Abendgymnasium
+</uri>
+<string>
+Abendgymnasium
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Adult_high_school
+</uri>
+<string>
+Adult high school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Alternative_school
+</uri>
+<string>
+Alternative school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Area_school
+</uri>
+<string>
+Area school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Art_school
+</uri>
+<string>
+Art school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Beacon_School
+</uri>
+<string>
+Beacon School
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Berufsoberschule
+</uri>
+<string>
+Berufsoberschule
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Birmingham_board_schools
+</uri>
+<string>
+Birmingham board schools
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Boarding_school
+</uri>
+<string>
+Boarding school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Campus_university
+</uri>
+<string>
+Campus university
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Cathedral_school
+</uri>
+<string>
+Cathedral school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Catholic_school
+</uri>
+<string>
+Catholic school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Central_school
+</uri>
+<string>
+Central school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Charity_school
+</uri>
+<string>
+Charity school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Charter_school
+</uri>
+<string>
+Charter school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Christian_school
+</uri>
+<string>
+Christian school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/City_Technology_College
+</uri>
+<string>
+City Technology College
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Co-institutional
+</uri>
+<string>
+Co-institutional
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Collegiate_institute
+</uri>
+<string>
+Collegiate institute
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Collegiate_university
+</uri>
+<string>
+Collegiate university
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Common_school
+</uri>
+<string>
+Common school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Comprehensive_high_school
+</uri>
+<string>
+Comprehensive high school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Comprehensive_school
+</uri>
+<string>
+Comprehensive school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Combined_school
+</uri>
+<string>
+Combined school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Community_school
+</uri>
+<string>
+Community school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Continuation_high_school
+</uri>
+<string>
+Continuation high school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Cram_schools_in_Hong_Kong
+</uri>
+<string>
+Cram schools in Hong Kong
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Cram_school
+</uri>
+<string>
+Cram school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Dance_studio
+</uri>
+<string>
+Dance studio
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Dalton_Plan
+</uri>
+<string>
+Dalton Plan
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Dame_school
+</uri>
+<string>
+Dame school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Darul_uloom
+</uri>
+<string>
+Darul uloom
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Day_school
+</uri>
+<string>
+Day school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Elementary_Middle_School
+</uri>
+<string>
+Elementary Middle School
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Elementary_school
+</uri>
+<string>
+Elementary school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Faith_school
+</uri>
+<string>
+Faith school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Federated_school
+</uri>
+<string>
+Federated school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Film_school
+</uri>
+<string>
+Film school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/First_school
+</uri>
+<string>
+First school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Finishing_school
+</uri>
+<string>
+Finishing school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Folk_high_school
+</uri>
+<string>
+Folk high school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Foundation_school
+</uri>
+<string>
+Foundation school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Gaelscoil
+</uri>
+<string>
+Gaelscoil
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Graduate_school
+</uri>
+<string>
+Graduate school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Grammar_school
+</uri>
+<string>
+Grammar school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Grant-maintained_school
+</uri>
+<string>
+Grant-maintained school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Gurukul
+</uri>
+<string>
+Gurukul
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Halau
+</uri>
+<string>
+Halau
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Han_school
+</uri>
+<string>
+Han school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Hedge_school
+</uri>
+<string>
+Hedge school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/High_school
+</uri>
+<string>
+High school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Independent_school
+</uri>
+<string>
+Independent school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Infant_school
+</uri>
+<string>
+Infant school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Institute_of_technology
+</uri>
+<string>
+Institute of technology
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/International_school
+</uri>
+<string>
+International school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jewish_day_school
+</uri>
+<string>
+Jewish day school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Juku
+</uri>
+<string>
+Juku
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Junior_school
+</uri>
+<string>
+Junior school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Kendriya_Vidyalaya
+</uri>
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+Kendriya Vidyalaya
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Laboratory_school
+</uri>
+<string>
+Laboratory school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Latin_school
+</uri>
+<string>
+Latin school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Law_school_in_the_United_States
+</uri>
+<string>
+Law school in the United States
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Liceo_classico
+</uri>
+<string>
+Liceo classico
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Liceo_scientifico
+</uri>
+<string>
+Liceo scientifico
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Liceum_og%C3%B3lnokszta%C5%82c%C4%85ce
+</uri>
+<string>
+Liceum ogólnokształcące
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Lower_School
+</uri>
+<string>
+Lower School
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Lutheran_school
+</uri>
+<string>
+Lutheran school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Magnet_school
+</uri>
+<string>
+Magnet school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Maktab
+</uri>
+<string>
+Maktab
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Medical_school
+</uri>
+<string>
+Medical school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Menntask%C3%B3li
+</uri>
+<string>
+Menntaskóli
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Medieval_university
+</uri>
+<string>
+Medieval university
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Middle_school
+</uri>
+<string>
+Middle school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Military_academy
+</uri>
+<string>
+Military academy
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Minor_seminary
+</uri>
+<string>
+Minor seminary
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Monitorial_schools
+</uri>
+<string>
+Monitorial schools
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Mixed-sex_education
+</uri>
+<string>
+Mixed-sex education
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Multidenominational_school
+</uri>
+<string>
+Multidenominational school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Normal_school
+</uri>
+<string>
+Normal school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Nursery_school
+</uri>
+<string>
+Nursery school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Nursing_school
+</uri>
+<string>
+Nursing school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/One-room_school
+</uri>
+<string>
+One-room school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Parochial_school
+</uri>
+<string>
+Parochial school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Pit_school
+</uri>
+<string>
+Pit school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Pre-kindergarten
+</uri>
+<string>
+Pre-kindergarten
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Pre-school_playgroup
+</uri>
+<string>
+Pre-school playgroup
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Pregnancy_school
+</uri>
+<string>
+Pregnancy school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Primary_education
+</uri>
+<string>
+Primary education
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Primary_school
+</uri>
+<string>
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+</string>
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+<answer>
+<uri>
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+</uri>
+<string>
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+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Public_high_school
+</uri>
+<string>
+Public high school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Realschule
+</uri>
+<string>
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+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Reform_school
+</uri>
+<string>
+Reform school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Reggio_Emilia_approach
+</uri>
+<string>
+Reggio Emilia approach
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Roma_Special_School
+</uri>
+<string>
+Roma Special School
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Sail_training
+</uri>
+<string>
+Sail training
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/School_of_the_Air
+</uri>
+<string>
+School of the Air
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/School_of_Infantry
+</uri>
+<string>
+School of Infantry
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Secondary_education
+</uri>
+<string>
+Secondary education
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Secondary_modern_school
+</uri>
+<string>
+Secondary modern school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Selective_school
+</uri>
+<string>
+Selective school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Separate_school
+</uri>
+<string>
+Separate school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Secondary_school
+</uri>
+<string>
+Secondary school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Sixth_form_college
+</uri>
+<string>
+Sixth form college
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Ski_school
+</uri>
+<string>
+Ski school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Specialist_school
+</uri>
+<string>
+Specialist school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Special_school
+</uri>
+<string>
+Special school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Specialized_school
+</uri>
+<string>
+Specialized school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/State_school
+</uri>
+<string>
+State school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Sudbury_school
+</uri>
+<string>
+Sudbury school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Summer_school
+</uri>
+<string>
+Summer school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Technikon
+</uri>
+<string>
+Technikon
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Taxonomy_of_schools
+</uri>
+<string>
+Taxonomy of schools
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Technicum
+</uri>
+<string>
+Technicum
+</string>
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+<answer>
+<uri>
+http://dbpedia.org/resource/Training_ship
+</uri>
+<string>
+Training ship
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Upper_school
+</uri>
+<string>
+Upper school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/University-preparatory_school
+</uri>
+<string>
+University-preparatory school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Utraquist_school
+</uri>
+<string>
+Utraquist school
+</string>
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+<answer>
+<uri>
+http://dbpedia.org/resource/Veterinary_school
+</uri>
+<string>
+Veterinary school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Vocational_technical_school
+</uri>
+<string>
+Vocational technical school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Voluntary_controlled_school
+</uri>
+<string>
+Voluntary controlled school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Voluntary_aided_school
+</uri>
+<string>
+Voluntary aided school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Voluntary_secondary_school
+</uri>
+<string>
+Voluntary secondary school
+</string>
+</answer>
+<answer>
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+http://dbpedia.org/resource/Vocational_school
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+<string>
+Vocational school
+</string>
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+<answer>
+<uri>
+http://dbpedia.org/resource/Waldorf_education
+</uri>
+<string>
+Waldorf education
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Year-round_school
+</uri>
+<string>
+Year-round school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/%C4%B0mam_Hatip_school
+</uri>
+<string>
+İmam Hatip school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/International_Preschool
+</uri>
+<string>
+International Preschool
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Integral_education
+</uri>
+<string>
+Integral education
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Forest_kindergarten
+</uri>
+<string>
+Forest kindergarten
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/K-8_school
+</uri>
+<string>
+K-8 school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Cursinho
+</uri>
+<string>
+Cursinho
+</string>
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+<answer>
+<uri>
+http://dbpedia.org/resource/Hospital_school
+</uri>
+<string>
+Hospital school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Akademie
+</uri>
+<string>
+Akademie
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Monastic_school
+</uri>
+<string>
+Monastic school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Abendhauptschule
+</uri>
+<string>
+Abendhauptschule
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Orphan_school
+</uri>
+<string>
+Orphan school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Forest_schools
+</uri>
+<string>
+Forest schools
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Canadian_Indian_residential_school_system
+</uri>
+<string>
+Canadian Indian residential school system
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Ungraded_school
+</uri>
+<string>
+Ungraded school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Kolleg
+</uri>
+<string>
+Kolleg
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Sports_school
+</uri>
+<string>
+Sports school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Church_school
+</uri>
+<string>
+Church school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/New_tech_high_school
+</uri>
+<string>
+New tech high school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Semester_school
+</uri>
+<string>
+Semester school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Maryshore_Seminary
+</uri>
+<string>
+Maryshore Seminary
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Village_college
+</uri>
+<string>
+Village college
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Early_college_high_school
+</uri>
+<string>
+Early college high school
+</string>
+</answer>
+<answer>
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+http://dbpedia.org/resource/Pirivena
+</uri>
+<string>
+Pirivena
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Therapeutic_boarding_school
+</uri>
+<string>
+Therapeutic boarding school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Cadet_Corps
+</uri>
+<string>
+Cadet Corps
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Direct_grant_grammar_school
+</uri>
+<string>
+Direct grant grammar school
+</string>
+</answer>
+<answer>
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+</uri>
+<string>
+Approved school
+</string>
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+</uri>
+<string>
+Dental school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Escalator_school
+</uri>
+<string>
+Escalator school
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Abendrealschule
+</uri>
+<string>
+Abendrealschule
+</string>
+</answer>
+<answer>
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+http://dbpedia.org/resource/Independent_school_(United_Kingdom)
+</uri>
+<string>
+
+</string>
+</answer>
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+http://dbpedia.org/resource/Gymnasium_(school)
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+
+</string>
+</answer>
+<answer>
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+http://dbpedia.org/resource/Mechanics'_Institutes
+</uri>
+<string>
+
+</string>
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+http://dbpedia.org/resource/National_school_(Ireland)
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+
+</string>
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+
+</string>
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+
+</string>
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+
+</string>
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+http://dbpedia.org/resource/Preparatory_school_(UK)
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+
+</string>
+</answer>
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+http://dbpedia.org/resource/Partially_selective_school_(England)
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+
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Law_school_in_South_Korea
+</uri>
+<string>
+Law school in South Korea
+</string>
+</answer>
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+</uri>
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+
+</string>
+</answer>
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+http://dbpedia.org/resource/S%C3%A1mi_school_(Sweden)
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+
+</string>
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+http://dbpedia.org/resource/Independent_school_(Australia)
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+
+</string>
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+</uri>
+<string>
+
+</string>
+</answer>
+</answers>
+</question>
+<question id="11">
+<string>
+Which presidents were born in 1945?
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX onto: <http://dbpedia.org/ontology/>
+PREFIX yago: <http://dbpedia.org/class/yago/>
+SELECT DISTINCT ?uri ?string
+WHERE
+{
+ {
+ ?uri rdf:type onto:President .
+ ?uri onto:birthDate ?date .
+ FILTER regex(?date,'^1945') .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+ }
+ UNION
+ {
+ ?uri rdf:type yago:President.
+ ?uri onto:birthDate ?date .
+ FILTER regex(?date, '^1945') .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+ }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Akbar_Tanjung
+</uri>
+<string>
+Akbar Tanjung
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Charles_Margai
+</uri>
+<string>
+Charles Margai
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Daniel_Ortega
+</uri>
+<string>
+Daniel Ortega
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Igor_Ivanov
+</uri>
+<string>
+Igor Ivanov
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Joe_Ghiz
+</uri>
+<string>
+Joe Ghiz
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Joe_Robert_Pemagbi
+</uri>
+<string>
+Joe Robert Pemagbi
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/John_Fahey_%28politician%29
+</uri>
+<string>
+John Fahey (politician)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/John_Olsen
+</uri>
+<string>
+John Olsen
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jorge_Serrano_El%C3%ADas
+</uri>
+<string>
+Jorge Serrano Elías
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Laurent_Gbagbo
+</uri>
+<string>
+Laurent Gbagbo
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Lee_Jong-wook
+</uri>
+<string>
+Lee Jong-wook
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Levon_Ter-Petrossian
+</uri>
+<string>
+Levon Ter-Petrossian
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Luc_Van_den_Brande
+</uri>
+<string>
+Luc Van den Brande
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Luiz_In%C3%A1cio_Lula_da_Silva
+</uri>
+<string>
+Luiz Inácio Lula da Silva
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Mom%C4%8Dilo_Kraji%C5%A1nik
+</uri>
+<string>
+Momčilo Krajišnik
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Moshe_Katsav
+</uri>
+<string>
+Moshe Katsav
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Radovan_Karad%C5%BEi%C4%87
+</uri>
+<string>
+Radovan Karadžić
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Vladislav_Ardzinba
+</uri>
+<string>
+Vladislav Ardzinba
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Zlatko_Tom%C4%8Di%C4%87
+</uri>
+<string>
+Zlatko Tomčić
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Yuriy_Meshkov
+</uri>
+<string>
+Yuriy Meshkov
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Abdirahman_Mohamud_Farole
+</uri>
+<string>
+Abdirahman Mohamud Farole
+</string>
+</answer>
+</answers>
+</question>
+<question id="1">
+<string>
+Who are the presidents of the United States?
+</string>
+<query>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX yago: <http://dbpedia.org/class/yago/>
+PREFIX onto: <http://dbpedia.org/ontology/>
+PREFIX res: <http://dbpedia.org/resource/>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX prop: <http://dbpedia.org/property/>
+SELECT DISTINCT ?uri ?string
+WHERE
+{
+ {
+ ?uri rdf:type yago:PresidentsOfTheUnitedStates.
+ }
+ UNION
+ {
+ ?uri rdf:type onto:President.
+ ?uri prop:title res:President_of_the_United_States.
+ }
+ OPTIONAL {?uri rdfs:label ?string. FILTER (lang(?string) = 'en') }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Abraham_Lincoln
+</uri>
+<string>
+Abraham Lincoln
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Andrew_Jackson
+</uri>
+<string>
+Andrew Jackson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Andrew_Johnson
+</uri>
+<string>
+Andrew Johnson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Barack_Obama
+</uri>
+<string>
+Barack Obama
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Benjamin_Harrison
+</uri>
+<string>
+Benjamin Harrison
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Bill_Clinton
+</uri>
+<string>
+Bill Clinton
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Calvin_Coolidge
+</uri>
+<string>
+Calvin Coolidge
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Chester_A._Arthur
+</uri>
+<string>
+Chester A. Arthur
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Dwight_D._Eisenhower
+</uri>
+<string>
+Dwight D. Eisenhower
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Franklin_D._Roosevelt
+</uri>
+<string>
+Franklin D. Roosevelt
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Franklin_Pierce
+</uri>
+<string>
+Franklin Pierce
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/George_W._Bush
+</uri>
+<string>
+George W. Bush
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/George_Washington
+</uri>
+<string>
+George Washington
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Gerald_Ford
+</uri>
+<string>
+Gerald Ford
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Grover_Cleveland
+</uri>
+<string>
+Grover Cleveland
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Harry_S._Truman
+</uri>
+<string>
+Harry S. Truman
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Herbert_Hoover
+</uri>
+<string>
+Herbert Hoover
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_A._Garfield
+</uri>
+<string>
+James A. Garfield
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_Buchanan
+</uri>
+<string>
+James Buchanan
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_K._Polk
+</uri>
+<string>
+James K. Polk
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_Madison
+</uri>
+<string>
+James Madison
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_Monroe
+</uri>
+<string>
+James Monroe
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Carter
+</uri>
+<string>
+Jimmy Carter
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/John_Adams
+</uri>
+<string>
+John Adams
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/John_Quincy_Adams
+</uri>
+<string>
+John Quincy Adams
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/John_Tyler
+</uri>
+<string>
+John Tyler
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Lyndon_B._Johnson
+</uri>
+<string>
+Lyndon B. Johnson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Martin_Van_Buren
+</uri>
+<string>
+Martin Van Buren
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Millard_Fillmore
+</uri>
+<string>
+Millard Fillmore
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/President_of_the_United_States
+</uri>
+<string>
+President of the United States
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Richard_Nixon
+</uri>
+<string>
+Richard Nixon
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Ronald_Reagan
+</uri>
+<string>
+Ronald Reagan
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Rutherford_B._Hayes
+</uri>
+<string>
+Rutherford B. Hayes
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Theodore_Roosevelt
+</uri>
+<string>
+Theodore Roosevelt
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Thomas_Jefferson
+</uri>
+<string>
+Thomas Jefferson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Timeline_of_Presidents_of_the_United_States
+</uri>
+<string>
+Timeline of Presidents of the United States
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Ulysses_S._Grant
+</uri>
+<string>
+Ulysses S. Grant
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Warren_G._Harding
+</uri>
+<string>
+Warren G. Harding
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/William_Henry_Harrison
+</uri>
+<string>
+William Henry Harrison
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/William_Howard_Taft
+</uri>
+<string>
+William Howard Taft
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/William_McKinley
+</uri>
+<string>
+William McKinley
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Woodrow_Wilson
+</uri>
+<string>
+Woodrow Wilson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Zachary_Taylor
+</uri>
+<string>
+Zachary Taylor
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/George_H._W._Bush
+</uri>
+<string>
+George H. W. Bush
+</string>
+</answer>
+</answers>
+</question>
+<question id="10">
+<string>
+Who was the wife of President Lincoln?
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX foaf: <http://xmlns.com/foaf/0.1/>
+PREFIX onto: <http://dbpedia.org/ontology/>
+SELECT ?uri ?string
+WHERE
+{
+ ?person rdf:type onto:President .
+ ?person foaf:surname 'Lincoln'@en .
+ ?person onto:spouse ?uri.
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Mary_Todd_Lincoln
+</uri>
+<string>
+Mary Todd Lincoln
+</string>
+</answer>
+</answers>
+</question>
+<question id="9">
+<string>
+Who developed the video game World of Warcraft?
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX onto: <http://dbpedia.org/ontology/>
+SELECT ?uri ?string
+WHERE
+{
+ ?subject rdf:type onto:Software .
+ ?subject rdfs:label 'World of Warcraft'@en .
+ ?subject onto:developer ?uri .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Blizzard_Entertainment
+</uri>
+<string>
+Blizzard Entertainment
+</string>
+</answer>
+</answers>
+</question>
+<question id="29">
+<string>
+What is the official website of Tom Hanks?
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX foaf: <http://xmlns.com/foaf/0.1/>
+SELECT ?uri
+WHERE
+{
+ ?subject rdfs:label 'Tom Hanks'@en .
+ ?subject foaf:homepage ?uri
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://www.youtube.com/tomhankschannel
+</uri>
+</answer>
+</answers>
+</question>
+<question id="37">
+<string>
+List all episodes of the first season of the HBO television series The Sopranos!
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX onto: <http://dbpedia.org/ontology/>
+PREFIX res: <http://dbpedia.org/resource/>
+SELECT ?uri ?string
+WHERE
+{
+ ?uri onto:series res:The_Sopranos .
+ ?uri onto:seasonNumber 1 .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/46_Long
+</uri>
+<string>
+46 Long
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/A_Hit_Is_a_Hit
+</uri>
+<string>
+A Hit Is a Hit
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Down_Neck
+</uri>
+<string>
+Down Neck
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/I_Dream_of_Jeannie_Cusamano
+</uri>
+<string>
+I Dream of Jeannie Cusamano
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Nobody_Knows_Anything
+</uri>
+<string>
+Nobody Knows Anything
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Pax_Soprana
+</uri>
+<string>
+Pax Soprana
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/The_Legend_of_Tennessee_Moltisanti
+</uri>
+<string>
+The Legend of Tennessee Moltisanti
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Isabella_%28The_Sopranos%29
+</uri>
+<string>
+Isabella (The Sopranos)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Denial,_Anger,_Acceptance
+</uri>
+<string>
+Denial, Anger, Acceptance
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Meadowlands_%28The_Sopranos%29
+</uri>
+<string>
+Meadowlands (The Sopranos)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/The_Sopranos_%28episode%29
+</uri>
+<string>
+The Sopranos (episode)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Boca_%28The_Sopranos%29
+</uri>
+<string>
+Boca (The Sopranos)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/College_%28The_Sopranos%29
+</uri>
+<string>
+College (The Sopranos)
+</string>
+</answer>
+</answers>
+</question>
+<question id="31">
+<string>
+Who produced the most films?
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX onto: <http://dbpedia.org/ontology/>
+SELECT ?uri ?string
+WHERE
+{
+ ?film rdf:type onto:Film .
+ ?film onto:producer ?uri .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+} ORDER BY DESC(COUNT(?film)) LIMIT 1
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Hal_Roach
+</uri>
+<string>
+Hal Roach
+</string>
+</answer>
+</answers>
+</question>
+<question id="8">
+<string>
+Which people have as their given name Jimmy?
+</string>
+<query>
+PREFIX rdfs: <http://www.w3.org/2000/01/rdf-schema#>
+PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#>
+PREFIX foaf: <http://xmlns.com/foaf/0.1/>
+SELECT DISTINCT ?uri ?string
+WHERE
+{
+ ?uri rdf:type foaf:Person.
+ ?uri foaf:givenName 'Jimmy'@en .
+ OPTIONAL {?uri rdfs:label ?string . FILTER (lang(?string) = 'en') }
+}
+</query>
+<answers>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Fricke
+</uri>
+<string>
+Jimmy Fricke
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Casella
+</uri>
+<string>
+Jimmy Casella
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Cha
+</uri>
+<string>
+Jimmy Cha
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_C._Green
+</uri>
+<string>
+James C. Green
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/James_Burke_%28gangster%29
+</uri>
+<string>
+James Burke (gangster)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jim_Lea
+</uri>
+<string>
+Jim Lea
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Bain
+</uri>
+<string>
+Jimmy Bain
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Baron
+</uri>
+<string>
+Jimmy Baron
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Baxter_%28footballer%29
+</uri>
+<string>
+Jimmy Baxter (footballer)
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Bivins
+</uri>
+<string>
+Jimmy Bivins
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Blythe
+</uri>
+<string>
+Jimmy Blythe
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Bonthrone
+</uri>
+<string>
+Jimmy Bonthrone
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Boswell
+</uri>
+<string>
+Jimmy Boswell
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Bryant
+</uri>
+<string>
+Jimmy Bryant
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Buffett
+</uri>
+<string>
+Jimmy Buffett
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Butler
+</uri>
+<string>
+Jimmy Butler
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Cannon
+</uri>
+<string>
+Jimmy Cannon
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Carruthers
+</uri>
+<string>
+Jimmy Carruthers
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Casper
+</uri>
+<string>
+Jimmy Casper
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Chamberlin
+</uri>
+<string>
+Jimmy Chamberlin
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Cobb
+</uri>
+<string>
+Jimmy Cobb
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Cozier
+</uri>
+<string>
+Jimmy Cozier
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Davies
+</uri>
+<string>
+Jimmy Davies
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Daywalt
+</uri>
+<string>
+Jimmy Daywalt
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Deenihan
+</uri>
+<string>
+Jimmy Deenihan
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Demaret
+</uri>
+<string>
+Jimmy Demaret
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Dickinson
+</uri>
+<string>
+Jimmy Dickinson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Dorsey
+</uri>
+<string>
+Jimmy Dorsey
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Duncanson
+</uri>
+<string>
+Jimmy Duncanson
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Dunne
+</uri>
+<string>
+Jimmy Dunne
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Durante
+</uri>
+<string>
+Jimmy Durante
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Evert
+</uri>
+<string>
+Jimmy Evert
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Fitzmorris
+</uri>
+<string>
+Jimmy Fitzmorris
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Fleming
+</uri>
+<string>
+Jimmy Fleming
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Flynn
+</uri>
+<string>
+Jimmy Flynn
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Forsyth
+</uri>
+<string>
+Jimmy Forsyth
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Fowler
+</uri>
+<string>
+Jimmy Fowler
+</string>
+</answer>
+<answer>
+<uri>
+http://dbpedia.org/resource/Jimmy_Franks_%28ice_hockey%29
+</uri>
+<string>
+Jimmy Franks (ice hockey)
+</string>
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