diff --git a/.gitignore b/.gitignore
index a0b9acf..67f1d4f 100644
--- a/.gitignore
+++ b/.gitignore
@@ -15,6 +15,5 @@ __pycache__/
 /lib/
 /pip-selfcheck.json
 neuralcoref/data/*
-neuralcoref/weights/*
 neuralcoref/train/*
 .cache
\ No newline at end of file
diff --git a/neuralcoref/algorithm.py b/neuralcoref/algorithm.py
index 9e84b82..f43e282 100644
--- a/neuralcoref/algorithm.py
+++ b/neuralcoref/algorithm.py
@@ -27,27 +27,20 @@ class Model:
     Coreference neural model
     '''
     def __init__(self, model_path):
-        self.antecedent_matrix = np.load(model_path + "antecedent_matrix.npy")
-        self.anaphor_matrix = np.load(model_path + "anaphor_matrix.npy")
-        self.pair_features_matrix = np.load(model_path + "pair_features_matrix.npy")
-        self.pairwise_first_layer_bias = np.load(model_path + "pairwise_first_layer_bias.npy")
-        self.anaphoricity_model = []
-        weights = []
-        biases = []
+        weights, biases = [], []
         for file in sorted(os.listdir(model_path)):
-            if file.startswith("anaphoricity_model_weights"):
+            if file.startswith("single_mention_weights"):
                 weights.append(np.load(os.path.join(model_path, file)))
-            if file.startswith("anaphoricity_model_bias"):
+            if file.startswith("single_mention_bias"):
                 biases.append(np.load(os.path.join(model_path, file)))
-        self.anaphoricity_model = list(zip(weights, biases))
-        weights = []
-        biases = []
+        self.single_mention_model = list(zip(weights, biases))
+        weights, biases = [], []
         for file in sorted(os.listdir(model_path)):
-            if file.startswith("pairwise_model_weights"):
+            if file.startswith("pair_mentions_weights"):
                 weights.append(np.load(os.path.join(model_path, file)))
-            if file.startswith("pairwise_model_bias"):
+            if file.startswith("pair_mentions_bias"):
                 biases.append(np.load(os.path.join(model_path, file)))
-        self.pairwise_model = list(zip(weights, biases))
+        self.pair_mentions_model = list(zip(weights, biases))
 
     def _score(self, features, layers):
         for weights, bias in layers:
@@ -56,18 +49,16 @@ def _score(self, features, layers):
                 features = np.maximum(features, 0) # ReLU
         return np.sum(features)
 
-    def get_anaphoricity_score(self, mention_embedding, anaphoricity_features):
-        ''' Anaphoricity score for an anaphor '''
-        first_layer_output = np.concatenate([mention_embedding, anaphoricity_features], axis=0)[:, np.newaxis]
-        return self._score(first_layer_output, self.anaphoricity_model)
+    def get_single_mention_score(self, mention_embedding, anaphoricity_features):
+        first_layer_input = np.concatenate([mention_embedding,
+                                            anaphoricity_features], axis=0)[:, np.newaxis]
+        return self._score(first_layer_input, self.single_mention_model)
 
-    def get_pairwise_score(self, antecedent, mention, pair_features):
-        antecedent_embedding = np.matmul(self.antecedent_matrix, antecedent.embedding)
-        anaphor_embedding = np.matmul(self.anaphor_matrix, mention.embedding)
-        first_layer_output = antecedent_embedding + anaphor_embedding \
-                             + np.matmul(self.pair_features_matrix, pair_features) + self.pairwise_first_layer_bias
-        first_layer_output = np.maximum(first_layer_output, 0)[:, np.newaxis] # ReLU
-        return self._score(first_layer_output, self.pairwise_model)
+    def get_pair_mentions_score(self, antecedent, mention, pair_features):
+        first_layer_input = np.concatenate([antecedent.embedding,
+                                            mention.embedding,
+                                            pair_features], axis=0)[:, np.newaxis]
+        return self._score(first_layer_input, self.pair_mentions_model)
 
 
 class Algorithm:
@@ -159,7 +150,7 @@ def run_coref_on_mentions(self, mentions):
         for mention_idx, ant_list in self.data.get_candidate_pairs(mentions, self.max_dist, self.max_dist_match):
             mention = self.data[mention_idx]
             feats_, ana_feats = self.data.get_anaphoricity_features(mention)
-            anaphoricity_score = self.coref_model.get_anaphoricity_score(mention.embedding, ana_feats)
+            anaphoricity_score = self.coref_model.get_single_mention_score(mention.embedding, ana_feats)
             self.mentions_single_scores[mention_idx] = anaphoricity_score
             self.mentions_single_features[mention_idx] = {"spansEmbeddings": mention.spans_embeddings_, "wordsEmbeddings": mention.words_embeddings_, "features": feats_}
 
@@ -167,7 +158,7 @@ def run_coref_on_mentions(self, mentions):
             for ant_idx in ant_list:
                 antecedent = self.data[ant_idx]
                 feats_, pwf = self.data.get_pair_features(antecedent, mention)
-                score = self.coref_model.get_pairwise_score(antecedent, mention, pwf)
+                score = self.coref_model.get_pair_mentions_score(antecedent, mention, pwf)
                 self.mentions_pairs_scores[mention_idx][ant_idx] = score
                 self.mentions_pairs_features[mention_idx][ant_idx] = {"pairFeatures": feats_, "antecedentSpansEmbeddings": antecedent.spans_embeddings_,
                                                                       "antecedentWordsEmbeddings": antecedent.words_embeddings_,
diff --git a/neuralcoref/weights/pair_mentions_bias_layer_0.npy b/neuralcoref/weights/pair_mentions_bias_layer_0.npy
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diff --git a/neuralcoref/weights/pair_mentions_bias_layer_3.npy b/neuralcoref/weights/pair_mentions_bias_layer_3.npy
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new file mode 100644
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diff --git a/neuralcoref/weights/static_word_embeddings.npy b/neuralcoref/weights/static_word_embeddings.npy
new file mode 100644
index 0000000..d4a9696
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diff --git a/neuralcoref/weights/static_word_vocabulary.txt b/neuralcoref/weights/static_word_vocabulary.txt
new file mode 100644
index 0000000..f6451f9
--- /dev/null
+++ b/neuralcoref/weights/static_word_vocabulary.txt
@@ -0,0 +1,103144 @@
+echelon
+yodeling
+pomp
+manse
+sensationalism
+teams
+macintyre
+cryptography
+delirious
+ilham
+blunders
+rubs
+farr
+bramley
+unregulated
+sneijder
+espo
+hydride
+loneliest
+j.b.
+beautification
+co-authored
+non-zero
+cadets
+crespo
+sahara
+orissa
+preceding
+collector
+branscum
+court-approved
+canfield
+hugs
+bagapsh
+lecherous
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+serfs
+mahk-mood
+ands
+naim
+bookings
+ofws
+beschloss
+neonatal
+pointing
+mussels
+headers
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+izu
+cremation
+unrolls
+dudgeon
+stratigraphy
+lake
+hypovereinsbank
+sorel
+journals
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+debating
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+henning
+firms
+woodlawn
+shanklin
+sef
+alcoa
+hagens
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+low-margin
+skis
+fidelis
+bohm
+absolutely
+bethsaida
+triads
+galland
+shuvalov
+rudiger
+bureaucracies
+tartar
+push-button
+joachim
+colbrunn
+grundfest
+taha
+loosen
+nether
+postville
+trent
+harlow
+waits
+interplay
+allende
+collaborating
+boulevards
+shootings
+sheathed
+medibank
+sprain
+sxsw
+rollo
+dullness
+latin-american
+kurdish-controlled
+lilith
+denting
+floats
+turkishness
+mister
+zastava
+lingam
+maumee
+buh-roh
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+hunts
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+kinship
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+griffiths
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+parasitic
+somchai
+rhona
+hunter
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+archness
+handshakes
+interested
+laxative
+vaccine
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+j.h.
+alfonzo
+registration
+ainsworth
+winchester
+franco-african
+powar
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+hangu
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+interconnectedness
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+disturbingly
+stavanger
+fha
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+paye
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+coaches
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+sexless
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+janus
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+hemingway
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+extention
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+yosuke
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+countess
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+predominate
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+plateaus
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+tohru
+langan
+earthy
+phieu
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+shoh
+jell
+peaceably
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+critically
+willingly
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+pissarro
+mafia
+glos
+koplan
+m.c\.
+syf
+yosano
+matching
+rolla
+bearn
+paton
+solidifying
+lotuses
+puppy
+whig
+deutch
+talkers
+disconcerted
+antiquated
+funneled
+kamala
+cheerily
+dragon
+nathanson
+guadalupe
+heresy
+robespierre
+'an
+hee-jah
+modahl
+mongoose
+savalas
+tipper
+undercounted
+bukhari
+anti-air
+transducers
+sioux
+surreptitious
+kumagai
+stockard
+advaita
+tardis
+converters
+techniques
+uptick
+mcmullin
+flavin
+ihl-hahm
+zeina
+patek
+lenz
+speculative
+combat
+fatigues
+brackett
+strolls
+asymptotic
+steer
+humanitarian
+graphics
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diff --git a/neuralcoref/weights/tuned_word_embeddings.npy b/neuralcoref/weights/tuned_word_embeddings.npy
new file mode 100644
index 0000000..ddddbd5
Binary files /dev/null and b/neuralcoref/weights/tuned_word_embeddings.npy differ
diff --git a/neuralcoref/weights/tuned_word_vocabulary.txt b/neuralcoref/weights/tuned_word_vocabulary.txt
new file mode 100644
index 0000000..a827268
--- /dev/null
+++ b/neuralcoref/weights/tuned_word_vocabulary.txt
@@ -0,0 +1,34288 @@
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