diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/Constants.java b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/Constants.java
index f4a6ed6..38d2989 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/Constants.java
+++ b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/Constants.java
@@ -1,20 +1,29 @@
-package pl.waw.ipipan.zil.summ.nicolas;
+package pl.waw.ipipan.zil.summ.nicolas.common;
 
+import com.google.common.base.Charsets;
 import weka.classifiers.Classifier;
+import weka.classifiers.functions.Logistic;
 import weka.classifiers.trees.RandomForest;
 
+import java.nio.charset.Charset;
+
 
 public class Constants {
 
     public static final String MENTIONS_MODEL_PATH = "mentions_model.bin";
     public static final String SENTENCES_MODEL_PATH = "sentences_model.bin";
+    public static final String ZERO_MODEL_PATH = "zeros_model.bin";
+
     public static final String MENTIONS_DATASET_PATH = "mentions_train.arff";
     public static final String SENTENCES_DATASET_PATH = "sentences_train.arff";
+    public static final String ZERO_DATASET_PATH = "zeros_train.arff";
+
+    public static final Charset ENCODING = Charsets.UTF_8;
 
     private Constants() {
     }
 
-    public static Classifier getClassifier() {
+    public static Classifier getMentionClassifier() {
         RandomForest classifier = new RandomForest();
         classifier.setNumIterations(250);
         classifier.setSeed(0);
@@ -22,7 +31,6 @@ public class Constants {
         return classifier;
     }
 
-
     public static Classifier getSentencesClassifier() {
         RandomForest classifier = new RandomForest();
         classifier.setNumIterations(250);
@@ -30,4 +38,9 @@ public class Constants {
         classifier.setNumExecutionSlots(8);
         return classifier;
     }
+
+    public static Classifier getZerosClassifier() {
+        Logistic classifier = new Logistic();
+        return classifier;
+    }
 }
diff --git a/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/Utils.java b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/Utils.java
index b76153d..4c2b173 100644
--- a/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/Utils.java
+++ b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/Utils.java
@@ -101,7 +101,7 @@ public class Utils {
         STOPWORDS.addAll(Lists.newArrayList("i", "się", "to", "co"));
     }
 
-    public static Map<TMention, String> loadMention2Orth(List<TSentence> sents) {
+    public static Map<TMention, String> loadMention2Orth(List<TSentence> sents, boolean discardStopwords) {
         Map<TMention, String> mention2orth = Maps.newHashMap();
         for (TSentence s : sents) {
             Map<String, TToken> tokId2tok = s.getTokens().stream().collect(Collectors.toMap(TToken::getId, Function.identity()));
@@ -110,7 +110,7 @@ public class Utils {
                 StringBuffer mentionOrth = new StringBuffer();
                 for (String tokId : m.getChildIds()) {
                     TToken token = tokId2tok.get(tokId);
-                    if (STOPWORDS.contains(token.getChosenInterpretation().getBase().toLowerCase())) {
+                    if (discardStopwords && STOPWORDS.contains(token.getChosenInterpretation().getBase().toLowerCase())) {
                         continue;
                     }
 
@@ -142,8 +142,16 @@ public class Utils {
     }
 
     public static String loadSentence2Orth(TSentence sentence) {
+        return loadSentence2Orth(sentence, Sets.newHashSet());
+    }
+
+    public static String loadSentence2Orth(TSentence sentence, Set<String> tokenIdsToSkip) {
         StringBuilder sb = new StringBuilder();
         for (TToken token : sentence.getTokens()) {
+            if (tokenIdsToSkip.contains(token.getId())) {
+                System.out.println("Skipping " + token.getOrth() + " in sentence: " + loadSentence2Orth(sentence));
+                continue;
+            }
             if (!token.isNoPrecedingSpace())
                 sb.append(" ");
             sb.append(token.getOrth());
diff --git a/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/VersionIgnoringObjectInputStream.java b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/VersionIgnoringObjectInputStream.java
new file mode 100644
index 0000000..9d03cd8
--- /dev/null
+++ b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/VersionIgnoringObjectInputStream.java
@@ -0,0 +1,33 @@
+package pl.waw.ipipan.zil.summ.nicolas.common;
+
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.ObjectInputStream;
+import java.io.ObjectStreamClass;
+
+
+public class VersionIgnoringObjectInputStream extends ObjectInputStream {
+
+    public VersionIgnoringObjectInputStream(InputStream in) throws IOException {
+        super(in);
+    }
+
+    protected ObjectStreamClass readClassDescriptor() throws IOException, ClassNotFoundException {
+        ObjectStreamClass resultClassDescriptor = super.readClassDescriptor(); // initially streams descriptor
+        Class localClass; // the class in the local JVM that this descriptor represents.
+        try {
+            localClass = Class.forName(resultClassDescriptor.getName());
+        } catch (ClassNotFoundException e) {
+            return resultClassDescriptor;
+        }
+        ObjectStreamClass localClassDescriptor = ObjectStreamClass.lookup(localClass);
+        if (localClassDescriptor != null) { // only if class implements serializable
+            final long localSUID = localClassDescriptor.getSerialVersionUID();
+            final long streamSUID = resultClassDescriptor.getSerialVersionUID();
+            if (streamSUID != localSUID) { // check for serialVersionUID mismatch.
+                resultClassDescriptor = localClassDescriptor; // Use local class descriptor for deserialization
+            }
+        }
+        return resultClassDescriptor;
+    }
+}
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/features/FeatureExtractor.java b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/features/FeatureExtractor.java
index 39de47f..3c80046 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/features/FeatureExtractor.java
+++ b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/features/FeatureExtractor.java
@@ -1,4 +1,4 @@
-package pl.waw.ipipan.zil.summ.nicolas.features;
+package pl.waw.ipipan.zil.summ.nicolas.common.features;
 
 import com.google.common.collect.*;
 import org.slf4j.Logger;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/features/FeatureHelper.java b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/features/FeatureHelper.java
index d774b0a..23d1958 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/features/FeatureHelper.java
+++ b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/features/FeatureHelper.java
@@ -1,4 +1,4 @@
-package pl.waw.ipipan.zil.summ.nicolas.features;
+package pl.waw.ipipan.zil.summ.nicolas.common.features;
 
 import com.google.common.collect.Maps;
 import com.google.common.collect.Sets;
@@ -17,6 +17,8 @@ import static java.util.stream.Collectors.toMap;
 
 public class FeatureHelper {
 
+    private final TText text;
+
     private final List<TMention> mentions;
     private final Map<String, TMention> mentionId2mention;
     private final Map<TCoreference, List<TMention>> coref2mentions = Maps.newHashMap();
@@ -37,6 +39,8 @@ public class FeatureHelper {
 
 
     public FeatureHelper(TText preprocessedText) {
+        text = preprocessedText;
+
         mentions = preprocessedText.getParagraphs().stream()
                 .flatMap(p -> p.getSentences().stream())
                 .flatMap(s -> s.getMentions().stream()).collect(Collectors.toList());
@@ -55,7 +59,7 @@ public class FeatureHelper {
         int sentIdx = 0;
         int mentionIdx = 0;
         for (TParagraph par : preprocessedText.getParagraphs()) {
-            Map<TMention, String> m2o = Utils.loadMention2Orth(par.getSentences());
+            Map<TMention, String> m2o = Utils.loadMention2Orth(par.getSentences(), false);
             mention2Orth.putAll(m2o);
             Map<TMention, String> m2b = Utils.loadMention2Base(par.getSentences());
             mention2Base.putAll(m2b);
@@ -182,4 +186,18 @@ public class FeatureHelper {
     public TCoreference getMentionCluster(TMention tMention) {
         return this.mention2coref.get(tMention);
     }
+
+    public String getSentenceOrth(TSentence sentence) {
+        StringBuilder sb = new StringBuilder();
+        for (TToken token : sentence.getTokens()) {
+            if (!token.isNoPrecedingSpace())
+                sb.append(" ");
+            sb.append(token.getOrth());
+        }
+        return sb.toString().trim();
+    }
+
+    public TText getText() {
+        return text;
+    }
 }
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/features/Interpretation.java b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/features/Interpretation.java
index 11d0cda..3ed81d8 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/features/Interpretation.java
+++ b/nicolas-common/src/main/java/pl/waw/ipipan/zil/summ/nicolas/common/features/Interpretation.java
@@ -1,4 +1,4 @@
-package pl.waw.ipipan.zil.summ.nicolas.features;
+package pl.waw.ipipan.zil.summ.nicolas.common.features;
 
 import pl.waw.ipipan.zil.multiservice.thrift.types.TInterpretation;
 
diff --git a/nicolas-core/pom.xml b/nicolas-core/pom.xml
index 0047276..b291cda 100644
--- a/nicolas-core/pom.xml
+++ b/nicolas-core/pom.xml
@@ -21,6 +21,10 @@
             <groupId>pl.waw.ipipan.zil.summ</groupId>
             <artifactId>nicolas-model</artifactId>
         </dependency>
+        <dependency>
+            <groupId>pl.waw.ipipan.zil.summ</groupId>
+            <artifactId>nicolas-zero</artifactId>
+        </dependency>
 
         <dependency>
             <groupId>pl.waw.ipipan.zil.summ</groupId>
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/Nicolas.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/Nicolas.java
index 96f3786..e4f86d4 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/Nicolas.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/Nicolas.java
@@ -6,6 +6,7 @@ import com.google.common.collect.Sets;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TMention;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TSentence;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
 import pl.waw.ipipan.zil.summ.nicolas.mention.MentionFeatureExtractor;
 import pl.waw.ipipan.zil.summ.nicolas.mention.MentionModel;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/apply/ApplyModel2.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/apply/ApplyModel2.java
index 2de5225..4554ccc 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/apply/ApplyModel2.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/apply/ApplyModel2.java
@@ -8,12 +8,13 @@ import org.slf4j.LoggerFactory;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TMention;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TSentence;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
 import pl.waw.ipipan.zil.summ.nicolas.ThriftUtils;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
 import pl.waw.ipipan.zil.summ.nicolas.mention.MentionFeatureExtractor;
 import pl.waw.ipipan.zil.summ.nicolas.mention.MentionModel;
 import pl.waw.ipipan.zil.summ.nicolas.sentence.SentenceFeatureExtractor;
+import pl.waw.ipipan.zil.summ.nicolas.zero.ZeroSubjectInjector;
 import weka.classifiers.Classifier;
 import weka.core.Instance;
 import weka.core.Instances;
@@ -29,8 +30,8 @@ public class ApplyModel2 {
 
     private static final Logger LOG = LoggerFactory.getLogger(ApplyModel2.class);
 
-    private static final String TEST_PREPROCESSED_DATA_PATH = "src/main/resources/preprocessed_full_texts/test";
-    private static final String TARGET_DIR = "summaries";
+    private static final String TEST_PREPROCESSED_DATA_PATH = "corpora/preprocessed_full_texts/test";
+    private static final String TARGET_DIR = "corpora/summaries";
 
     public static void main(String[] args) throws Exception {
         Classifier mentionClassifier = Utils.loadClassifier(Constants.MENTIONS_MODEL_PATH);
@@ -39,6 +40,8 @@ public class ApplyModel2 {
         Classifier sentenceClassifier = Utils.loadClassifier(Constants.SENTENCES_MODEL_PATH);
         SentenceFeatureExtractor sentenceFeatureExtractor = new SentenceFeatureExtractor();
 
+        ZeroSubjectInjector zeroSubjectInjector = new ZeroSubjectInjector();
+
         Map<String, TText> id2preprocessedText = Utils.loadPreprocessedTexts(TEST_PREPROCESSED_DATA_PATH);
         int i = 1;
         double avgSize = 0;
@@ -49,10 +52,10 @@ public class ApplyModel2 {
                     = MentionModel.detectGoodMentions(mentionClassifier, featureExtractor, text);
 
             int targetSize = calculateTargetSize(text);
-            String summary = calculateSummary(text, goodMentions, targetSize, sentenceClassifier, sentenceFeatureExtractor);
+            String summary = calculateSummary(text, goodMentions, targetSize, sentenceClassifier, sentenceFeatureExtractor, zeroSubjectInjector);
             int size = Utils.tokenize(summary).size();
             avgSize += size;
-            try (BufferedWriter bw = new BufferedWriter(new FileWriter(new File(TARGET_DIR, entry.getKey() + "_emily3.txt")))) {
+            try (BufferedWriter bw = new BufferedWriter(new FileWriter(new File(TARGET_DIR, entry.getKey() + "_emily4.txt")))) {
                 bw.append(summary);
             }
 
@@ -71,12 +74,14 @@ public class ApplyModel2 {
         return (int) (0.2 * tokenCount);
     }
 
-    private static String calculateSummary(TText thrifted, Set<TMention> goodMentions, int targetSize, Classifier sentenceClassifier, SentenceFeatureExtractor sentenceFeatureExtractor) throws Exception {
+    private static String calculateSummary(TText thrifted, Set<TMention> goodMentions, int targetSize, Classifier sentenceClassifier, SentenceFeatureExtractor sentenceFeatureExtractor, ZeroSubjectInjector zeroSubjectInjector) throws Exception {
         List<TSentence> selectedSentences = selectSummarySentences(thrifted, goodMentions, targetSize, sentenceClassifier, sentenceFeatureExtractor);
 
-        StringBuffer sb = new StringBuffer();
+        Set<String> zeroSubjectTokenIds = zeroSubjectInjector.findZeroSubjectTokenIds(thrifted, selectedSentences);
+
+        StringBuilder sb = new StringBuilder();
         for (TSentence sent : selectedSentences) {
-            sb.append(" " + Utils.loadSentence2Orth(sent));
+            sb.append(" " + Utils.loadSentence2Orth(sent, zeroSubjectTokenIds));
         }
         return sb.toString().trim();
     }
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionFeatureExtractor.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionFeatureExtractor.java
index f6ccab9..ad239f9 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionFeatureExtractor.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionFeatureExtractor.java
@@ -2,9 +2,9 @@ package pl.waw.ipipan.zil.summ.nicolas.mention;
 
 import com.google.common.collect.*;
 import pl.waw.ipipan.zil.multiservice.thrift.types.*;
-import pl.waw.ipipan.zil.summ.nicolas.features.FeatureExtractor;
-import pl.waw.ipipan.zil.summ.nicolas.features.FeatureHelper;
-import pl.waw.ipipan.zil.summ.nicolas.features.Interpretation;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureExtractor;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureHelper;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.Interpretation;
 import weka.core.Attribute;
 
 import java.io.File;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionScorer.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionScorer.java
index 5fa8e7c..9180ac4 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionScorer.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/MentionScorer.java
@@ -19,7 +19,7 @@ public class MentionScorer {
         Multiset<String> tokenCounts = HashMultiset.create(Utils.tokenize(optimalSummary.toLowerCase()));
 
         List<TSentence> sentences = text.getParagraphs().stream().flatMap(p -> p.getSentences().stream()).collect(Collectors.toList());
-        Map<TMention, String> mention2Orth = Utils.loadMention2Orth(sentences);
+        Map<TMention, String> mention2Orth = Utils.loadMention2Orth(sentences, true);
 
         return booleanTokenIntersection(mention2Orth, tokenCounts);
     }
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/PrepareTrainingData.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/PrepareTrainingData.java
index 3810574..13f606a 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/PrepareTrainingData.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/PrepareTrainingData.java
@@ -7,7 +7,7 @@ import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TMention;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import pl.waw.ipipan.zil.summ.nicolas.ThriftUtils;
 import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
 import weka.core.Instance;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/TrainModel.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/TrainModel.java
index e26b543..1372c06 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/TrainModel.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/TrainModel.java
@@ -3,7 +3,7 @@ package pl.waw.ipipan.zil.summ.nicolas.mention;
 import org.apache.commons.lang3.time.StopWatch;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import weka.classifiers.Classifier;
 import weka.core.Instances;
 import weka.core.converters.ArffLoader;
@@ -28,7 +28,7 @@ public class TrainModel {
         StopWatch watch = new StopWatch();
         watch.start();
 
-        Classifier classifier = Constants.getClassifier();
+        Classifier classifier = Constants.getMentionClassifier();
 
         LOG.info("Building classifier...");
         classifier.buildClassifier(instances);
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Crossvalidate.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Crossvalidate.java
index db2147d..a52ef2f 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Crossvalidate.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Crossvalidate.java
@@ -3,7 +3,7 @@ package pl.waw.ipipan.zil.summ.nicolas.mention.test;
 import org.apache.commons.lang3.time.StopWatch;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import weka.classifiers.Classifier;
 import weka.classifiers.evaluation.Evaluation;
 import weka.core.Instances;
@@ -32,7 +32,7 @@ public class Crossvalidate {
         StopWatch watch = new StopWatch();
         watch.start();
 
-        Classifier tree = Constants.getClassifier();
+        Classifier tree = Constants.getMentionClassifier();
 
         Evaluation eval = new Evaluation(instances);
         eval.crossValidateModel(tree, instances, 10, new Random(1));
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Validate.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Validate.java
index 0fc9685..48a8ccf 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Validate.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/mention/test/Validate.java
@@ -3,7 +3,7 @@ package pl.waw.ipipan.zil.summ.nicolas.mention.test;
 import org.apache.commons.lang3.time.StopWatch;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import weka.classifiers.Classifier;
 import weka.classifiers.evaluation.Evaluation;
 import weka.core.Instances;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/PrepareTrainingData.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/PrepareTrainingData.java
index f9ab453..31fa380 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/PrepareTrainingData.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/PrepareTrainingData.java
@@ -8,7 +8,7 @@ import org.slf4j.LoggerFactory;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TMention;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TSentence;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import pl.waw.ipipan.zil.summ.nicolas.ThriftUtils;
 import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
 import pl.waw.ipipan.zil.summ.nicolas.mention.MentionFeatureExtractor;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceFeatureExtractor.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceFeatureExtractor.java
index ce045af..3da019e 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceFeatureExtractor.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceFeatureExtractor.java
@@ -2,8 +2,8 @@ package pl.waw.ipipan.zil.summ.nicolas.sentence;
 
 import com.google.common.collect.Maps;
 import pl.waw.ipipan.zil.multiservice.thrift.types.*;
-import pl.waw.ipipan.zil.summ.nicolas.features.FeatureExtractor;
-import pl.waw.ipipan.zil.summ.nicolas.features.FeatureHelper;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureExtractor;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureHelper;
 import weka.core.Attribute;
 
 import java.util.List;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceScorer.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceScorer.java
index 0ebb515..e53ffa7 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceScorer.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/SentenceScorer.java
@@ -3,6 +3,7 @@ package pl.waw.ipipan.zil.summ.nicolas.sentence;
 import com.google.common.collect.HashMultiset;
 import com.google.common.collect.Maps;
 import com.google.common.collect.Multiset;
+import com.google.common.collect.Sets;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TParagraph;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TSentence;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/TrainModel.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/TrainModel.java
index 71a4dec..8b3741c 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/TrainModel.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/TrainModel.java
@@ -3,7 +3,7 @@ package pl.waw.ipipan.zil.summ.nicolas.sentence;
 import org.apache.commons.lang3.time.StopWatch;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import weka.classifiers.Classifier;
 import weka.core.Instances;
 import weka.core.converters.ArffLoader;
diff --git a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/test/Crossvalidate.java b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/test/Crossvalidate.java
index a46f64e..457a857 100644
--- a/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/test/Crossvalidate.java
+++ b/nicolas-core/src/main/java/pl/waw/ipipan/zil/summ/nicolas/sentence/test/Crossvalidate.java
@@ -3,7 +3,7 @@ package pl.waw.ipipan.zil.summ.nicolas.sentence.test;
 import org.apache.commons.lang3.time.StopWatch;
 import org.slf4j.Logger;
 import org.slf4j.LoggerFactory;
-import pl.waw.ipipan.zil.summ.nicolas.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import weka.classifiers.Classifier;
 import weka.classifiers.evaluation.Evaluation;
 import weka.core.Instances;
diff --git a/nicolas-zero/pom.xml b/nicolas-zero/pom.xml
index 6f4d656..666e517 100644
--- a/nicolas-zero/pom.xml
+++ b/nicolas-zero/pom.xml
@@ -27,6 +27,10 @@
             <groupId>commons-io</groupId>
             <artifactId>commons-io</artifactId>
         </dependency>
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-lang3</artifactId>
+        </dependency>
 
         <!-- logging -->
         <dependency>
diff --git a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinder.java b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinder.java
index cceb8ac..9ce2a4b 100644
--- a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinder.java
+++ b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinder.java
@@ -12,7 +12,10 @@ import java.util.Set;
 
 public class CandidateFinder {
 
-    public List<ZeroSubjectCandidate> findZeroSubjectCandidates(TText text, Set<String> summarySentenceIds) {
+    private CandidateFinder() {
+    }
+
+    public static List<ZeroSubjectCandidate> findZeroSubjectCandidates(TText text, Set<String> summarySentenceIds) {
         List<ZeroSubjectCandidate> candidates = Lists.newArrayList();
 
         Map<String, Set<String>> mentionId2Cluster = Maps.newHashMap();
diff --git a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroFeatureExtractor.java b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroFeatureExtractor.java
new file mode 100644
index 0000000..43e1333
--- /dev/null
+++ b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroFeatureExtractor.java
@@ -0,0 +1,69 @@
+package pl.waw.ipipan.zil.summ.nicolas.zero;
+
+import com.google.common.collect.Lists;
+import com.google.common.collect.Maps;
+import pl.waw.ipipan.zil.multiservice.thrift.types.TMention;
+import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureExtractor;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureHelper;
+import weka.core.Attribute;
+
+import java.util.List;
+import java.util.Map;
+
+
+public class ZeroFeatureExtractor extends FeatureExtractor {
+
+    public ZeroFeatureExtractor() {
+
+        for (String prefix : new String[]{"antecedent", "candidate"}) {
+            addNumericAttribute(prefix + "_index_in_sent");
+            addNumericAttribute(prefix + "_token_count");
+            addBinaryAttribute(prefix + "_is_zero");
+            addBinaryAttribute(prefix + "_is_pronoun");
+            addBinaryAttribute(prefix + "_is_named");
+        }
+
+        addBinaryAttribute("pair_equal_orth");
+
+        addNominalAttribute("score", Lists.newArrayList("bad", "good"));
+        fillSortedAttributes("score");
+    }
+
+    public Map<ZeroSubjectCandidate, Map<Attribute, Double>> calculateFeatures(List<ZeroSubjectCandidate> candidates, TText text) {
+        Map<ZeroSubjectCandidate, Map<Attribute, Double>> result = Maps.newHashMap();
+
+        FeatureHelper helper = new FeatureHelper(text);
+        for (ZeroSubjectCandidate candidate : candidates) {
+            Map<Attribute, Double> candidateFeatures = calculateFeatures(candidate, helper);
+            result.put(candidate, candidateFeatures);
+        }
+
+        return result;
+    }
+
+    private Map<Attribute, Double> calculateFeatures(ZeroSubjectCandidate candidate, FeatureHelper helper) {
+
+        Map<Attribute, Double> candidateFeatures = Maps.newHashMap();
+        candidateFeatures.put(getAttributeByName("score"), weka.core.Utils.missingValue());
+
+        TMention mention = candidate.getZeroCandidateMention();
+        TMention antecedent = candidate.getPreviousSentence().getMentions().stream().filter(ante -> helper.getCoreferentMentions(mention).contains(ante)).findFirst().get();
+
+        addMentionFeatures(helper, candidateFeatures, mention, "candidate");
+        addMentionFeatures(helper, candidateFeatures, antecedent, "antecedent");
+
+        candidateFeatures.put(getAttributeByName("pair_equal_orth"), toBinary(helper.getMentionOrth(mention).equalsIgnoreCase(helper.getMentionOrth(antecedent))));
+
+        return candidateFeatures;
+    }
+
+    private void addMentionFeatures(FeatureHelper helper, Map<Attribute, Double> candidateFeatures, TMention mention, String attributePrefix) {
+        candidateFeatures.put(getAttributeByName(attributePrefix + "_index_in_sent"), (double) helper.getMentionIndexInSent(mention));
+        candidateFeatures.put(getAttributeByName(attributePrefix + "_token_count"), (double) mention.getChildIdsSize());
+        candidateFeatures.put(getAttributeByName(attributePrefix + "_is_zero"), toBinary(mention.isZeroSubject()));
+        candidateFeatures.put(getAttributeByName(attributePrefix + "_is_pronoun"), toBinary(helper.getMentionHeadToken(mention).getChosenInterpretation().getCtag().matches("ppron.*")));
+        candidateFeatures.put(getAttributeByName(attributePrefix + "_is_named"), toBinary(helper.isMentionNamedEntity(mention)));
+    }
+
+}
diff --git a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjector.java b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjector.java
index ca4f915..329f31a 100644
--- a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjector.java
+++ b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjector.java
@@ -1,5 +1,51 @@
 package pl.waw.ipipan.zil.summ.nicolas.zero;
 
+import com.google.common.collect.Sets;
+import pl.waw.ipipan.zil.multiservice.thrift.types.TSentence;
+import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
+import pl.waw.ipipan.zil.summ.nicolas.zero.train.TrainingDataExtractor;
+import weka.classifiers.Classifier;
+import weka.core.Instance;
+import weka.core.Instances;
+
+import java.io.IOException;
+import java.util.List;
+import java.util.Map;
+import java.util.Set;
+import java.util.stream.Collectors;
 
 public class ZeroSubjectInjector {
+
+    private final ZeroFeatureExtractor featureExtractor;
+    private final Classifier classifier;
+    private final Instances instances;
+
+    public ZeroSubjectInjector() throws IOException, ClassNotFoundException {
+        classifier = Utils.loadClassifier(Constants.ZERO_MODEL_PATH);
+        featureExtractor = new ZeroFeatureExtractor();
+        instances = Utils.createNewInstances(featureExtractor.getAttributesList());
+    }
+
+    public Set<String> findZeroSubjectTokenIds(TText text, List<TSentence> selectedSentences) throws Exception {
+        Set<String> summarySentenceIds = selectedSentences.stream().map(TSentence::getId).collect(Collectors.toSet());
+        List<ZeroSubjectCandidate> zeroSubjectCandidates = CandidateFinder.findZeroSubjectCandidates(text, summarySentenceIds);
+        Map<ZeroSubjectCandidate, Instance> candidate2instance =
+                TrainingDataExtractor.extractInstancesFromZeroCandidates(zeroSubjectCandidates, text, featureExtractor);
+
+        Set<String> result = Sets.newHashSet();
+        for (Map.Entry<ZeroSubjectCandidate, Instance> entry : candidate2instance.entrySet()) {
+            ZeroSubjectCandidate candidate = entry.getKey();
+            Instance instance = entry.getValue();
+            instance.setDataset(instances);
+            instance.setClassMissing();
+            boolean good = classifier.classifyInstance(instance) > 0.5;
+            if (good) {
+                result.addAll(candidate.getZeroCandidateMention().getChildIds());
+            }
+        }
+        return result;
+    }
+
 }
diff --git a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/TrainModel.java b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/TrainModel.java
new file mode 100644
index 0000000..34df6cf
--- /dev/null
+++ b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/TrainModel.java
@@ -0,0 +1,51 @@
+package pl.waw.ipipan.zil.summ.nicolas.zero.train;
+
+import org.apache.commons.lang3.time.StopWatch;
+import org.slf4j.Logger;
+import org.slf4j.LoggerFactory;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
+import weka.classifiers.Classifier;
+import weka.core.Instances;
+import weka.core.converters.ArffLoader;
+
+import java.io.File;
+import java.io.FileOutputStream;
+import java.io.ObjectOutputStream;
+
+
+public class TrainModel {
+
+    private static final Logger LOG = LoggerFactory.getLogger(TrainModel.class);
+
+    private TrainModel() {
+    }
+
+    public static void main(String[] args) throws Exception {
+
+        ArffLoader loader = new ArffLoader();
+        loader.setFile(new File(Constants.ZERO_DATASET_PATH));
+        Instances instances = loader.getDataSet();
+        instances.setClassIndex(0);
+        LOG.info(instances.size() + " instances loaded.");
+        LOG.info(instances.numAttributes() + " attributes for each instance.");
+
+        StopWatch watch = new StopWatch();
+        watch.start();
+
+        Classifier classifier = Constants.getZerosClassifier();
+
+        LOG.info("Building classifier...");
+        classifier.buildClassifier(instances);
+        LOG.info("...done.");
+
+        try (ObjectOutputStream oos = new ObjectOutputStream(
+                new FileOutputStream(Constants.ZERO_MODEL_PATH))) {
+            oos.writeObject(classifier);
+        }
+
+        watch.stop();
+        LOG.info("Elapsed time: " + watch);
+
+        LOG.info(classifier.toString());
+    }
+}
diff --git a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/Zero.java b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/TrainingDataExtractor.java
index 1414f45..fcdc68d 100644
--- a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/Zero.java
+++ b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/TrainingDataExtractor.java
@@ -1,67 +1,88 @@
-package pl.waw.ipipan.zil.summ.nicolas.zero;
+package pl.waw.ipipan.zil.summ.nicolas.zero.train;
 
-import com.google.common.collect.Lists;
 import com.google.common.collect.Maps;
 import com.google.common.collect.Sets;
-import org.apache.commons.csv.CSVFormat;
-import org.apache.commons.csv.CSVPrinter;
-import org.apache.commons.csv.QuoteMode;
 import org.apache.commons.io.IOUtils;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TText;
-import pl.waw.ipipan.zil.summ.nicolas.common.ThriftTextHelper;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
 import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureHelper;
+import pl.waw.ipipan.zil.summ.nicolas.zero.CandidateFinder;
+import pl.waw.ipipan.zil.summ.nicolas.zero.ZeroFeatureExtractor;
+import pl.waw.ipipan.zil.summ.nicolas.zero.ZeroSubjectCandidate;
+import weka.core.Attribute;
+import weka.core.DenseInstance;
+import weka.core.Instance;
+import weka.core.Instances;
+import weka.core.converters.ArffSaver;
 
 import java.io.File;
 import java.io.FileReader;
-import java.io.FileWriter;
 import java.io.IOException;
 import java.util.List;
 import java.util.Map;
 import java.util.Set;
 
-public class Zero {
+public class TrainingDataExtractor {
 
     private static final String IDS_PATH = "corpora/summaries_dev";
     private static final String THRIFTED_PATH = "corpora/preprocessed_full_texts/dev/";
+    private static final String GOLD_ZEROS_PATH = "/zeros.tsv";
 
-    private Zero() {
+    private TrainingDataExtractor() {
     }
 
     public static void main(String[] args) throws IOException {
 
-        CandidateFinder candidateFinder = new CandidateFinder();
-
         Map<String, TText> id2preprocessedText = Utils.loadPreprocessedTexts(THRIFTED_PATH);
         Map<String, Set<String>> id2sentIds = loadSentenceIds(IDS_PATH);
 
-        List<List<Object>> rows = Lists.newArrayList();
+        ZeroScorer zeroScorer = new ZeroScorer(GOLD_ZEROS_PATH);
+        ZeroFeatureExtractor featureExtractor = new ZeroFeatureExtractor();
+
+        Instances instances = Utils.createNewInstances(featureExtractor.getAttributesList());
+
         for (Map.Entry<String, TText> entry : id2preprocessedText.entrySet()) {
             String textId = entry.getKey();
 
             TText text = entry.getValue();
-            ThriftTextHelper thriftTextHelper = new ThriftTextHelper(text);
-
             Set<String> sentenceIds = id2sentIds.get(textId);
+            FeatureHelper featureHelper = new FeatureHelper(text);
 
-            List<ZeroSubjectCandidate> zeroSubjectCandidates = candidateFinder.findZeroSubjectCandidates(text, sentenceIds);
+            List<ZeroSubjectCandidate> zeroSubjectCandidates = CandidateFinder.findZeroSubjectCandidates(text, sentenceIds);
+            Map<ZeroSubjectCandidate, Instance> candidate2instance = extractInstancesFromZeroCandidates(zeroSubjectCandidates, text, featureExtractor);
 
-            for (ZeroSubjectCandidate candidate : zeroSubjectCandidates) {
-                List<Object> row = Lists.newArrayList();
-                row.add("C");
-                row.add(textId);
-                row.add(thriftTextHelper.getMentionText(candidate.getZeroCandidateMention()));
-                row.add(thriftTextHelper.getSentenceText(candidate.getPreviousSentence()));
-                row.add(thriftTextHelper.getSentenceText(candidate.getSentence()));
-                rows.add(row);
+            for (Map.Entry<ZeroSubjectCandidate, Instance> entry2 : candidate2instance.entrySet()) {
+                boolean good = zeroScorer.isValidCandidate(entry2.getKey(), featureHelper);
+                Instance instance = entry2.getValue();
+                instance.setDataset(instances);
+                instance.setClassValue(good ? 1 : 0);
+                instances.add(instance);
             }
         }
 
-        try (CSVPrinter csvPrinter = new CSVPrinter(new FileWriter("zeros.tsv"), CSVFormat.DEFAULT.withDelimiter('\t').withEscape('\\').withQuoteMode(QuoteMode.NONE).withQuote('"'))) {
-            for (List<Object> row : rows) {
-                csvPrinter.printRecord(row);
+        saveInstancesToFile(instances);
+    }
+
+    public static Map<ZeroSubjectCandidate, Instance> extractInstancesFromZeroCandidates(List<ZeroSubjectCandidate> candidates, TText text, ZeroFeatureExtractor featureExtractor) {
+        Map<ZeroSubjectCandidate, Map<Attribute, Double>> candidate2features = featureExtractor.calculateFeatures(candidates, text);
+        Map<ZeroSubjectCandidate, Instance> candidate2instance = Maps.newHashMap();
+        for (Map.Entry<ZeroSubjectCandidate, Map<Attribute, Double>> entry : candidate2features.entrySet()) {
+            Instance instance = new DenseInstance(featureExtractor.getAttributesList().size());
+            Map<Attribute, Double> sentenceFeatures = entry.getValue();
+            for (Attribute attribute : featureExtractor.getAttributesList()) {
+                instance.setValue(attribute, sentenceFeatures.get(attribute));
             }
+            candidate2instance.put(entry.getKey(), instance);
         }
+        return candidate2instance;
+    }
 
+    private static void saveInstancesToFile(Instances instances) throws IOException {
+        ArffSaver saver = new ArffSaver();
+        saver.setInstances(instances);
+        saver.setFile(new File(Constants.ZERO_DATASET_PATH));
+        saver.writeBatch();
     }
 
     private static Map<String, Set<String>> loadSentenceIds(String idsPath) throws IOException {
diff --git a/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/ZeroScorer.java b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/ZeroScorer.java
new file mode 100644
index 0000000..3eef010
--- /dev/null
+++ b/nicolas-zero/src/main/java/pl/waw/ipipan/zil/summ/nicolas/zero/train/ZeroScorer.java
@@ -0,0 +1,50 @@
+package pl.waw.ipipan.zil.summ.nicolas.zero.train;
+
+import com.google.common.collect.Maps;
+import org.apache.commons.csv.CSVFormat;
+import org.apache.commons.csv.CSVParser;
+import org.apache.commons.csv.CSVRecord;
+import org.apache.commons.csv.QuoteMode;
+import pl.waw.ipipan.zil.summ.nicolas.common.Constants;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureHelper;
+import pl.waw.ipipan.zil.summ.nicolas.zero.ZeroSubjectCandidate;
+
+import java.io.IOException;
+import java.io.InputStream;
+import java.io.InputStreamReader;
+import java.util.List;
+import java.util.Map;
+
+public class ZeroScorer {
+
+    private static final char DELIMITER = '\t';
+
+    private final Map<String, Boolean> candidateEncoding2Decision = Maps.newHashMap();
+
+    public ZeroScorer(String goldZerosPath) throws IOException {
+        try (InputStream stream = ZeroScorer.class.getResourceAsStream(goldZerosPath);
+             InputStreamReader reader = new InputStreamReader(stream, Constants.ENCODING);
+             CSVParser parser = new CSVParser(reader, CSVFormat.DEFAULT.withDelimiter(DELIMITER).withEscape('|').withQuoteMode(QuoteMode.NONE).withQuote('~'))) {
+            List<CSVRecord> records = parser.getRecords();
+            for (CSVRecord record : records) {
+                candidateEncoding2Decision.put(encode(record.get(2), record.get(3), record.get(4)), record.get(0).equalsIgnoreCase("C"));
+            }
+        }
+    }
+
+    private String encode(String mentionOrth, String firstSentenceOrth, String secondSentenceOrth) {
+        return mentionOrth + DELIMITER + firstSentenceOrth + DELIMITER + secondSentenceOrth;
+    }
+
+    private String encode(ZeroSubjectCandidate candidate, FeatureHelper helper) {
+        String mentionOrth = helper.getMentionOrth(candidate.getZeroCandidateMention());
+        String firstSentenceOrth = helper.getSentenceOrth(candidate.getPreviousSentence());
+        String secondSentenceOrth = helper.getSentenceOrth(candidate.getSentence());
+        return encode(mentionOrth, firstSentenceOrth, secondSentenceOrth);
+    }
+
+    public boolean isValidCandidate(ZeroSubjectCandidate candidate, FeatureHelper helper) {
+        return candidateEncoding2Decision.get(encode(candidate, helper));
+    }
+
+}
diff --git a/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinderTest.java b/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinderTest.java
index 7948faa..4ab4ee2 100644
--- a/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinderTest.java
+++ b/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/CandidateFinderTest.java
@@ -2,12 +2,11 @@ package pl.waw.ipipan.zil.summ.nicolas.zero;
 
 import com.google.common.collect.Sets;
 import org.apache.commons.io.IOUtils;
-import org.junit.BeforeClass;
 import org.junit.Test;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TMention;
 import pl.waw.ipipan.zil.multiservice.thrift.types.TSentence;
-import pl.waw.ipipan.zil.summ.nicolas.common.ThriftTextHelper;
 import pl.waw.ipipan.zil.summ.nicolas.common.Utils;
+import pl.waw.ipipan.zil.summ.nicolas.common.features.FeatureHelper;
 
 import java.io.IOException;
 import java.io.InputStream;
@@ -22,18 +21,11 @@ public class CandidateFinderTest {
     private static final String SAMPLE_TEXT_PATH = "/pl/waw/ipipan/zil/summ/nicolas/zero/sample_serialized_text.bin";
     private static final String SAMPLE_TEXT_SUMMARY_IDS_PATH = "/pl/waw/ipipan/zil/summ/nicolas/zero/sample_summary_sentence_ids.txt";
 
-    private static CandidateFinder candidateFinder;
-
-    @BeforeClass
-    public static void init() {
-        candidateFinder = new CandidateFinder();
-    }
-
     @Test
     public void shouldFindZeroSubjectCandidateInSampleText() throws Exception {
-        ThriftTextHelper sampleTextHelper = loadSampleTextHelper();
+        FeatureHelper sampleTextHelper = loadSampleTextHelper();
         Set<String> summarySentenceIds = loadSampleTextSummarySentenceIds();
-        List<ZeroSubjectCandidate> candidates = candidateFinder.findZeroSubjectCandidates(sampleTextHelper.getText(), summarySentenceIds);
+        List<ZeroSubjectCandidate> candidates = CandidateFinder.findZeroSubjectCandidates(sampleTextHelper.getText(), summarySentenceIds);
         assertEquals(1, candidates.size());
 
         ZeroSubjectCandidate zeroSubjectCandidate = candidates.get(0);
@@ -41,9 +33,9 @@ public class CandidateFinderTest {
         TSentence secondSentence = zeroSubjectCandidate.getSentence();
         TMention zeroCandidate = zeroSubjectCandidate.getZeroCandidateMention();
 
-        assertEquals("Ala ma kota.", sampleTextHelper.getSentenceText(firstSentence));
-        assertEquals("Ala ma też psa.", sampleTextHelper.getSentenceText(secondSentence));
-        assertEquals("Ala", sampleTextHelper.getMentionText(zeroCandidate));
+        assertEquals("Ala ma kota.", sampleTextHelper.getSentenceOrth(firstSentence));
+        assertEquals("Ala ma też psa.", sampleTextHelper.getSentenceOrth(secondSentence));
+        assertEquals("Ala", sampleTextHelper.getMentionOrth(zeroCandidate));
     }
 
     private Set<String> loadSampleTextSummarySentenceIds() throws IOException {
@@ -53,9 +45,9 @@ public class CandidateFinderTest {
         }
     }
 
-    private ThriftTextHelper loadSampleTextHelper() throws IOException {
+    private FeatureHelper loadSampleTextHelper() throws IOException {
         try (InputStream stream = CandidateFinderTest.class.getResourceAsStream(SAMPLE_TEXT_PATH)) {
-            return new ThriftTextHelper(Utils.loadThrifted(stream));
+            return new FeatureHelper(Utils.loadThrifted(stream));
         }
     }
 }
\ No newline at end of file
diff --git a/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjectorTest.java b/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjectorTest.java
deleted file mode 100644
index e98bc27..0000000
--- a/nicolas-zero/src/test/java/pl/waw/ipipan/zil/summ/nicolas/zero/ZeroSubjectInjectorTest.java
+++ /dev/null
@@ -1,11 +0,0 @@
-package pl.waw.ipipan.zil.summ.nicolas.zero;
-
-import org.junit.Test;
-
-public class ZeroSubjectInjectorTest {
-
-    @Test
-    public void shouldInit() throws Exception {
-        ZeroSubjectInjector injector = new ZeroSubjectInjector();
-    }
-}
\ No newline at end of file
diff --git a/nicolas-zero/src/test/resources/pl/waw/ipipan/zil/summ/nicolas/zero/sample_serialized_text.bin b/nicolas-zero/src/test/resources/pl/waw/ipipan/zil/summ/nicolas/zero/sample_serialized_text.bin
new file mode 100644
index 0000000..e30b245
--- /dev/null
+++ b/nicolas-zero/src/test/resources/pl/waw/ipipan/zil/summ/nicolas/zero/sample_serialized_text.bin
diff --git a/nicolas-zero/src/test/resources/pl/waw/ipipan/zil/summ/nicolas/zero/sample_summary_sentence_ids.txt b/nicolas-zero/src/test/resources/pl/waw/ipipan/zil/summ/nicolas/zero/sample_summary_sentence_ids.txt
new file mode 100644
index 0000000..10ac642
--- /dev/null
+++ b/nicolas-zero/src/test/resources/pl/waw/ipipan/zil/summ/nicolas/zero/sample_summary_sentence_ids.txt
@@ -0,0 +1,2 @@
+s-2.1
+s-2.2
diff --git a/pom.xml b/pom.xml
index 3a2ba87..bbdbd9b 100644
--- a/pom.xml
+++ b/pom.xml
@@ -61,6 +61,11 @@
                 <artifactId>nicolas-common</artifactId>
                 <version>${project.version}</version>
             </dependency>
+            <dependency>
+                <groupId>pl.waw.ipipan.zil.summ</groupId>
+                <artifactId>nicolas-zero</artifactId>
+                <version>${project.version}</version>
+            </dependency>
 
             <!-- internal -->
             <dependency>