├── .github └── workflows │ └── maven.yml ├── .gitignore ├── .travis.yml ├── LICENSE ├── README.md ├── core ├── pom.xml └── src │ ├── main │ ├── java │ │ └── org │ │ │ └── dbpedia │ │ │ └── spotlight │ │ │ ├── annotate │ │ │ ├── Annotator.java │ │ │ └── ParagraphAnnotator.java │ │ │ ├── disambiguate │ │ │ └── Disambiguator.java │ │ │ ├── exceptions │ │ │ ├── AnnotationException.java │ │ │ ├── AuthenticationException.java │ │ │ ├── ConfigurationException.java │ │ │ ├── DBpediaResourceNotFoundException.java │ │ │ ├── DisambiguationException.java │ │ │ ├── IndexException.java │ │ │ ├── InitializationException.java │ │ │ ├── InputException.java │ │ │ ├── ItemNotFoundException.java │ │ │ ├── NotADBpediaResourceException.java │ │ │ ├── OutputException.java │ │ │ ├── SearchException.java │ │ │ ├── SparqlExecutionException.java │ │ │ ├── SpottingException.java │ │ │ ├── SurfaceFormNotFoundException.java │ │ │ └── TimeoutException.java │ │ │ ├── model │ │ │ ├── CandidateSearcher.java │ │ │ ├── ContextSearcher.java │ │ │ ├── DisambiguatorConfiguration.java │ │ │ ├── OccurrenceIndexer.scala │ │ │ ├── SpotlightConfiguration.java │ │ │ └── SpotterConfiguration.java │ │ │ ├── sparql │ │ │ └── SparqlQueryExecuter.java │ │ │ ├── spot │ │ │ ├── CoOccurrenceBasedSelector.java │ │ │ ├── KeaSpotter.java │ │ │ ├── NESpotter.java │ │ │ ├── NGram.java │ │ │ ├── OpenNLPNGramSpotter.java │ │ │ ├── OpenNLPUtil.java │ │ │ ├── RandomSelector.java │ │ │ ├── Spotter.java │ │ │ ├── SpotterWithSelector.java │ │ │ └── cooccurrence │ │ │ │ ├── ClassifierFactory.java │ │ │ │ ├── InstanceBuilderFactory.java │ │ │ │ ├── classification │ │ │ │ ├── SpotClass.java │ │ │ │ ├── SpotClassification.java │ │ │ │ └── SpotClassifier.java │ │ │ │ ├── features │ │ │ │ ├── CandidateFeatures.java │ │ │ │ └── data │ │ │ │ │ ├── CandidateData.java │ │ │ │ │ ├── CoOccurrenceData.java │ │ │ │ │ ├── OccurrenceDataProvider.java │ │ │ │ │ └── OccurrenceDataProviderSQL.java │ │ │ │ ├── filter │ │ │ │ ├── Filter.java │ │ │ │ ├── FilterPOS.java │ │ │ │ ├── FilterPattern.java │ │ │ │ └── FilterTermsize.java │ │ │ │ └── weka │ │ │ │ ├── InstanceBuilder.java │ │ │ │ ├── InstanceBuilderNGram.java │ │ │ │ ├── InstanceBuilderUnigram.java │ │ │ │ ├── googlengram │ │ │ │ ├── InstanceBuilderNGramGoogle.java │ │ │ │ └── InstanceBuilderUnigramGoogle.java │ │ │ │ └── ukwac │ │ │ │ ├── InstanceBuilderNGramUKWAC.java │ │ │ │ └── InstanceBuilderUnigramUKWAC.java │ │ │ ├── string │ │ │ ├── ParseSurfaceFormText.java │ │ │ └── WikiLinkParser.java │ │ │ ├── tagging │ │ │ ├── TaggedToken.java │ │ │ ├── TaggedTokenProvider.java │ │ │ └── TextUtil.java │ │ │ └── util │ │ │ ├── MemUtil.java │ │ │ ├── NewLogForEachRunFileAppender.java │ │ │ ├── RankingStrategy.java │ │ │ └── bloomfilter │ │ │ ├── BloomFilterCalculations.java │ │ │ ├── Factory.java │ │ │ ├── ICompactSerializer.java │ │ │ ├── LongBitSet.java │ │ │ ├── LongBitSetSerializer.java │ │ │ ├── LongFastBloomFilter.java │ │ │ ├── MurmurHash.java │ │ │ └── ReusuableObjectPool.java │ ├── resources │ │ └── log4j.properties │ └── scala │ │ ├── com │ │ └── officedepot │ │ │ └── cdap2 │ │ │ └── collection │ │ │ ├── CompactHashMap.scala │ │ │ ├── CompactHashSet.scala │ │ │ └── license.txt │ │ └── org │ │ └── dbpedia │ │ └── spotlight │ │ ├── annotate │ │ └── DefaultAnnotator.scala │ │ ├── db │ │ ├── DBCandidateSearcher.scala │ │ ├── DBSpotter.scala │ │ ├── DBTwoStepDisambiguator.scala │ │ ├── FSASpotter.scala │ │ ├── OpenNLPSpotter.scala │ │ ├── SpotlightModel.scala │ │ ├── concurrent │ │ │ ├── SpotterWrapper.scala │ │ │ └── TokenizerWrapper.scala │ │ ├── disk │ │ │ ├── DiskContextStore.scala │ │ │ ├── DiskStore.scala │ │ │ ├── JDBMStore.scala │ │ │ └── NTFileTypeMapper.scala │ │ ├── memory │ │ │ ├── DummyTokenTypeStore.scala │ │ │ ├── MemoryCandidateMapStore.scala │ │ │ ├── MemoryContextStore.scala │ │ │ ├── MemoryOntologyTypeStore.scala │ │ │ ├── MemoryQuantizedCountStore.scala │ │ │ ├── MemoryResourceStore.scala │ │ │ ├── MemoryStore.scala │ │ │ ├── MemorySurfaceFormStore.scala │ │ │ ├── MemoryTokenTypeStore.scala │ │ │ ├── MemoryVectorStore.scala │ │ │ └── util │ │ │ │ └── StringToIDMapFactory.scala │ │ ├── model │ │ │ ├── CandidateMapStore.scala │ │ │ ├── ContextStore.scala │ │ │ ├── OntologyTypeStore.scala │ │ │ ├── QuantizedCountStore.scala │ │ │ ├── ResourceStore.scala │ │ │ ├── Stemmer.scala │ │ │ ├── StringTokenizer.scala │ │ │ ├── SurfaceFormStore.scala │ │ │ ├── TextTokenizer.scala │ │ │ └── TokenTypeStore.scala │ │ ├── similarity │ │ │ ├── ContextSimilarity.scala │ │ │ ├── GenerativeContextSimilarity.scala │ │ │ ├── NoContextSimilarity.scala │ │ │ └── VectorContextSimilarity.scala │ │ ├── stem │ │ │ └── SnowballStemmer.scala │ │ └── tokenize │ │ │ ├── BaseStringTokenizer.scala │ │ │ ├── BaseTextTokenizer.scala │ │ │ ├── LanguageIndependentTokenizer.scala │ │ │ ├── OpenNLPTokenizer.scala │ │ │ └── TextTokenizerFactory.scala │ │ ├── disambiguate │ │ ├── ParagraphDisambiguator.scala │ │ ├── ParagraphDisambiguatorJ.scala │ │ └── mixtures │ │ │ ├── Fader2Mixture.scala │ │ │ ├── FaderMixture.scala │ │ │ ├── LinearRegressionFeatureMixture.scala │ │ │ ├── LinearRegressionMixture.scala │ │ │ ├── Mixture.scala │ │ │ ├── OnlySimScoreMixture.scala │ │ │ └── UnweightedMixture.scala │ │ ├── extract │ │ ├── TagExtractor.scala │ │ └── TagExtractorFromAnnotator.scala │ │ ├── filter │ │ ├── Filter.scala │ │ ├── annotations │ │ │ ├── AnnotationFilter.scala │ │ │ ├── ConfidenceFilter.scala │ │ │ ├── ContextualScoreFilter.scala │ │ │ ├── CoreferenceFilter.scala │ │ │ ├── FilterPolicy.scala │ │ │ ├── SparqlFilter.scala │ │ │ ├── SupportFilter.scala │ │ │ └── TypeFilter.scala │ │ └── visitor │ │ │ ├── FilterElement.scala │ │ │ ├── FilterOccsImpl.scala │ │ │ ├── FilterOccsVisitor.scala │ │ │ └── OccsFilter.scala │ │ ├── io │ │ ├── AnnotatedTextSource.scala │ │ ├── DisambiguationSource.scala │ │ ├── FeedbackStore.scala │ │ ├── FileOccurrenceSource.scala │ │ ├── NTripleSource.scala │ │ ├── OccurrenceSource.scala │ │ ├── TypeAdder.scala │ │ ├── WikiPageCaseClass.scala │ │ ├── WikiPageSource.scala │ │ └── WortschatzParser.scala │ │ ├── log │ │ └── SpotlightLog.scala │ │ ├── model │ │ ├── AnnotatedParagraph.scala │ │ ├── Candidate.scala │ │ ├── DBpediaCategory.scala │ │ ├── DBpediaResource.scala │ │ ├── DBpediaResourceFactory.scala │ │ ├── DBpediaResourceOccurrence.scala │ │ ├── Factory.scala │ │ ├── Feature.scala │ │ ├── HasFeatures.scala │ │ ├── OntologyType.scala │ │ ├── OntologyTypeMapper.scala │ │ ├── Paragraph.scala │ │ ├── Provenance.scala │ │ ├── SpotlightFactory.scala │ │ ├── SurfaceForm.scala │ │ ├── SurfaceFormOccurrence.scala │ │ ├── TaggedText.scala │ │ ├── Text.scala │ │ ├── Token.scala │ │ ├── TokenType.scala │ │ └── WikiPageContext.scala │ │ ├── spot │ │ ├── AtLeastOneNounSelector.scala │ │ ├── ChainedSelector.scala │ │ ├── NonCommonWordSelector.scala │ │ ├── ShortSurfaceFormSelector.scala │ │ ├── SpotSelector.scala │ │ ├── SpotXmlParser.scala │ │ ├── SurfaceFormWhitelistSelector.scala │ │ ├── WikiMarkupSpotter.scala │ │ ├── ahocorasick │ │ │ └── AhoCorasickSpotter.scala │ │ └── opennlp │ │ │ ├── OpenNLPChunkerSpotter.scala │ │ │ └── SurfaceFormDictionary.scala │ │ ├── string │ │ ├── ContextExtractor.scala │ │ └── WikiMarkupStripper.scala │ │ ├── util │ │ ├── CreateLexicalizations.scala │ │ ├── MathUtil.scala │ │ ├── Profiling.scala │ │ ├── TypesLoader.scala │ │ └── WebSearchConfiguration.scala │ │ └── vsm │ │ ├── FeatureVector.scala │ │ └── FeatureVectorBuilder.scala │ └── test │ ├── java │ └── org │ │ └── dbpedia │ │ └── spotlight │ │ ├── model │ │ └── EqualityTests.java │ │ └── spot │ │ └── OpenNLPSpottersTest.java │ └── scala │ └── org │ └── dbpedia │ └── spotlight │ ├── db │ ├── similarity │ │ └── TestGenerativeContextSimilarity.scala │ ├── spotter │ │ ├── TestFSA.scala │ │ └── TestSfFSASpotter.scala │ └── stem │ │ └── SnowballStemmerTest.scala │ ├── disambiguate │ └── MultithreadedDisambiguatorTest.scala │ ├── model │ ├── AnnotatedTextSourceTest.scala │ ├── AnnotationFilterTests.scala │ ├── DBpediaResourceFactoryLuceneTest_mock │ │ └── index-berlin │ │ │ ├── _0.fdt │ │ │ ├── _0.fdx │ │ │ ├── _0.fnm │ │ │ ├── _0.frq │ │ │ ├── _0.nrm │ │ │ ├── _0.prx │ │ │ ├── _0.tii │ │ │ ├── _0.tis │ │ │ ├── _0.tvd │ │ │ ├── _0.tvf │ │ │ ├── _0.tvx │ │ │ ├── segments.gen │ │ │ └── segments_1 │ ├── DBpediaResourceFactorySQLTest.scala │ ├── DBpediaResourceTest.scala │ ├── FactoryTest.scala │ ├── FactoryTests.scala │ └── StoreBackedFactoryTests.scala │ ├── spot │ └── SpotSelectorTest.scala │ └── util │ ├── MathUtilTest.scala │ └── MemoryStoreUtil.scala ├── index ├── bin │ ├── dep.sh │ └── script.sh ├── pom.xml └── src │ └── main │ ├── java │ └── org │ │ └── dbpedia │ │ └── spotlight │ │ └── spot │ │ └── cooccurrence │ │ └── training │ │ ├── AnnotatedSurfaceFormOccurrence.java │ │ └── LCCImporterSQL.java │ ├── pig │ ├── OccurrencesByType.pig │ ├── SortAmbiguousOccurrencesByF1.pig │ └── SortedOccurrences.pig │ ├── scala │ └── org │ │ └── dbpedia │ │ └── spotlight │ │ ├── db │ │ ├── CreateSpotlightModel.scala │ │ ├── JDBMStoreIndexer.scala │ │ ├── MemoryStoreIndexer.scala │ │ ├── MemoryVectorStoreIndexer.scala │ │ ├── SpotterTuner.scala │ │ ├── WikipediaToDBpediaClosure.scala │ │ └── io │ │ │ ├── CandidateMapSource.scala │ │ │ ├── DBpediaResourceSource.scala │ │ │ ├── SurfaceFormSource.scala │ │ │ ├── TokenOccurrenceSource.scala │ │ │ ├── TokenSource.scala │ │ │ └── util │ │ │ ├── JacksonTokenOccurrenceParser.scala │ │ │ ├── PigTokenOccurrenceParser.scala │ │ │ ├── RegExTokenOccurrenceParser.scala │ │ │ └── TokenOccurrenceParser.scala │ │ ├── filter │ │ └── occurrences │ │ │ ├── ContextNarrowFilter.scala │ │ │ ├── ListPagesFilter.scala │ │ │ ├── LowerCaseSurfaceFormsFilter.scala │ │ │ ├── NumberResourcesFilter.scala │ │ │ ├── OccurrenceFilter.scala │ │ │ ├── RedirectResolveFilter.scala │ │ │ └── UriWhitelistFilter.scala │ │ ├── io │ │ ├── AllOccurrenceSource.scala │ │ ├── DisambiguationContextSource.scala │ │ ├── FileOccsCategoriesSource.scala │ │ ├── WebOccurrenceSource.scala │ │ ├── WikiOccurrenceSource.scala │ │ ├── WikiPageContextSource.scala │ │ └── WikipediaHeldoutCorpus.scala │ │ ├── model │ │ ├── AnnotatedParagraphIndexer.scala │ │ ├── CandidateIndexer.scala │ │ ├── ImporterDBpediaResource.scala │ │ ├── OccurrenceIndexer.scala │ │ ├── ResourceIndexer.scala │ │ ├── SurfaceFormIndexer.scala │ │ ├── TokenOccurrenceIndexer.scala │ │ └── TokenTypeIndexer.scala │ │ └── util │ │ ├── ExtractCandidateMap.scala │ │ └── IndexingConfiguration.scala │ └── scripts │ └── DBpediaResource │ ├── typemapping_schema.py │ ├── types.sh │ ├── types_freebase.py │ ├── typetree_dbpedia+schema.py │ ├── typetree_freebase.py │ └── typetree_schema.py ├── pom.xml └── rest ├── pom.xml └── src ├── main ├── java │ └── org │ │ └── dbpedia │ │ └── spotlight │ │ └── web │ │ └── rest │ │ ├── OutputManager.java │ │ ├── Server.java │ │ ├── ServerUtils.java │ │ ├── SpotlightInterface.java │ │ ├── common │ │ ├── AnnotationUnit.java │ │ ├── Constants.java │ │ └── ResourceItem.java │ │ ├── formats │ │ ├── JSONOutputManager.java │ │ ├── NIFWrapper.java │ │ ├── SemanticMediaType.java │ │ └── SpotlightConfiguration.java │ │ ├── output │ │ ├── Annotation.java │ │ ├── OutputSerializer.java │ │ ├── Resource.java │ │ └── Spot.java │ │ ├── resources │ │ ├── Annotate.java │ │ ├── Candidates.java │ │ ├── Disambiguate.java │ │ ├── Feedback.java │ │ └── Spot.java │ │ └── wadl │ │ ├── ExternalUriWadlGenerator.java │ │ └── ExternalUriWadlGeneratorConfig.java └── scala │ └── org │ └── dbpedia │ └── spotlight │ └── web │ └── rest │ └── OutputSerializer.scala └── test ├── java └── org │ └── dbpedia │ └── spotlight │ └── web │ ├── client │ └── RestApiTests.java │ └── rest │ ├── ServerUtilsTest.java │ ├── SpotlightInterfaceTest.java │ ├── common │ └── AnnotationUnitTest.java │ ├── formats │ └── JSONOutputManagerTest.java │ └── output │ └── AnnotationTest.java └── 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