diff --git a/transformer-tests/gpt3-api-key.txt b/transformer-tests/gpt3-api-key.txt
new file mode 100644
index 0000000000000000000000000000000000000000..47ad78d516b3de12be2f88f32647b35d7aad168b
--- /dev/null
+++ b/transformer-tests/gpt3-api-key.txt
@@ -0,0 +1 @@
+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
diff --git a/transformer-tests/mallet/20ng/intr_p1_v6_gpt3.txt b/transformer-tests/mallet/20ng/intr_p1_v6_gpt3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..01b416b847991ff0004f5ff14488f7f051087a33
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intr_p1_v6_gpt3.txt
@@ -0,0 +1,50 @@
+ Mr
+ Gov
+ Left
+ Water
+ Time
+ Netcom
+ University
+ Insurance
+ Berkeley
+ Freenet
+ CA
+ President
+ Sandvik
+ BATF
+ Jesus
+ MSG
+ Mit
+ Gov
+ Hockey
+ Columbia
+ FTP
+ Armenian
+ Audio
+ MV
+ Drive
+ Indiana
+ Motif
+ Pitt
+ File
+ Car
+ People
+ UChicago
+ Article
+ PTS
+ Information
+ Christians
+ Ac
+ BNR
+ Bhj
+ Anti
+ Posting
+ University
+ Ohio
+ DOD
+ University
+ Giz
+ De
+ Space
+ Quadra
+ Keith
diff --git a/transformer-tests/mallet/20ng/intr_p2_v6_gpt3.txt b/transformer-tests/mallet/20ng/intr_p2_v6_gpt3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..866cec582f6b36b5cc8e0239e8fd957a80c2756d
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intr_p2_v6_gpt3.txt
@@ -0,0 +1,50 @@
+ Mr
+ Gov
+ 'des'
+ Henry
+ 'time'
+ Article
+ University
+ Gary
+ Berkeley
+ Jews
+ CA
+ President
+ Sandvik
+ BATF
+ Jesus
+ MSG
+ MIT
+ Gov
+ Hockey
+ Columbia
+ FTP
+ Armenian
+ Entry
+ MV
+ Drive
+ Indiana
+ Motif
+ Pitt
+ File
+ Car
+ People
+ 'uchicago'
+ Writes
+ PTS
+ Information
+ Christians
+ 'de'
+ BNR
+ 'giz'
+ Services
+ Posting
+ University
+ Ohio
+ Dod
+ 'ca'
+ Giz
+ 'de'
+ Space
+ Quadra
+ Caltech
diff --git a/transformer-tests/mallet/20ng/intr_p3_v6_gpt3.txt b/transformer-tests/mallet/20ng/intr_p3_v6_gpt3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ac3a23bc9d37079f88857644ad5815eb911223ac
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intr_p3_v6_gpt3.txt
@@ -0,0 +1,50 @@
+ 'mr'
+ NASA
+ 'DES'
+ Henry
+ 'se'
+ netcom
+ 'sale'
+ 'Gary'
+ Berkeley
+ 'jews'
+ 'ca'
+ 'President'
+ Sandvik
+ 'batf'
+ 'Koresh'
+ MSG
+ 'mit'
+ 'nntp'
+ 'hockey'
+ Columbia
+ FTP
+ Armenian
+ 'char'
+ 'mv'
+ 'drive'
+ NNTP
+ 'motif'
+ 'Cramer', 'Gordon', and 'Pitt
+ 'file'
+ 'car'
+ Intruder term: 'time'
+ 'uchicago'
+ 'control'
+ 'pts'
+ 'firearms'
+ NNTP
+ 'de'
+ 'bnr'
+ 'wm'
+ 'Nazi'
+ 'posting'
+ 'university'
+ 'PTS'
+ 'dod'
+ 'university'
+ 'giz'
+ 'time'
+ 'space'
+ 'simms'
+ 'Digex'
diff --git a/transformer-tests/mallet/20ng/intr_p4_v6_gpt3.txt b/transformer-tests/mallet/20ng/intr_p4_v6_gpt3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3d556a837e87344742c794508c5f97f3fd2bb785
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intr_p4_v6_gpt3.txt
@@ -0,0 +1,50 @@
+ Navy
+ Gov
+ Des
+ Water
+ uchicago
+ Writes
+ University
+ Columbia
+ Berkeley
+ Jews
+ CA
+ President
+ Sandvik
+ batf
+ Jesus
+ MSG
+ MIT
+ Gov
+ Hockey
+ Columbia
+ FTP
+ Armenian
+ Entry
+ MV
+ Drive
+ Indiana
+ Motif
+ Cramer
+ File
+ Car
+ People
+ uchicago
+ Writes
+ PTS
+ Information
+ Christians
+ 'de'
+ BNR
+ 'bhj'
+ Nazi
+ Posting
+ University
+ Ohio
+ Dod
+ University
+ Giz
+ 'de'
+ Space
+ Apple
+ Caltech
diff --git a/transformer-tests/mallet/20ng/intr_p5_v6_gpt3.txt b/transformer-tests/mallet/20ng/intr_p5_v6_gpt3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bfa1e00f851f945ba4ed5fea9edbedea456a9960
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intr_p5_v6_gpt3.txt
@@ -0,0 +1,50 @@
+ Navy
+ Gov
+ Des
+ Henry
+ uchicago
+ Writes
+ University
+ Gary
+ Berkeley
+ Jews
+ 'ca'
+ President
+ Sandvik
+ batf
+ Jesus
+ MSG
+ MIT
+ Gov
+ Hockey
+ Columbia
+ FTP
+ Armenian
+ Char
+ MV
+ Drive
+ Indiana
+ uiuc
+ Cramer
+ File
+ Car
+ People
+ uchicago
+ Writes
+ PTS
+ Information
+ Christians
+ 'de'
+ BNR
+ 'bhj'
+ Nazi
+ Posting
+ University
+ Ohio
+ Dod
+ 'ca'
+ Giz
+ 'de'
+ Article
+ Apple
+ Caltech
diff --git a/transformer-tests/mallet/20ng/intr_p6_v6_gpt3.txt b/transformer-tests/mallet/20ng/intr_p6_v6_gpt3.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f9630fd1572b65c3f2b69d64ab8b9ee1de49cd0d
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intr_p6_v6_gpt3.txt
@@ -0,0 +1,50 @@
+ 'mr'
+ 'gov'
+ 'des'
+ 'Henry'
+ 'se'
+ 'writes'
+ Sale
+ 'gary'
+ Berkeley
+ 'jews'
+ 'ca'
+ President
+ Sandvik
+ 'batf'
+ 'koresh'
+ MSG
+ 'mit'
+ 'gov'
+ 'hockey'
+ Columbia
+ FTP
+ Armenian
+ 'char'
+ 'mv'
+ Gay
+ banks
+ 'motif'
+ 'Cramer'
+ 'god'
+ 'car'
+ 'game'
+ 'uchicago'
+ 'jews'
+ 'pts'
+ 'guns'
+ NNTP
+ 'de'
+ BNR
+ 'writes'
+ Nazi
+ 'posting'
+ 'Internet'
+ 'ohio'
+ 'dod'
+ 'university'
+ 'giz'
+ 'left'
+ 'space'
+ 'simms'
+ Digex
diff --git a/transformer-tests/mallet/20ng/intruders.txt b/transformer-tests/mallet/20ng/intruders.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78be856c1d367e82205104f0c57b70b4b45aa875
--- /dev/null
+++ b/transformer-tests/mallet/20ng/intruders.txt
@@ -0,0 +1,50 @@
+{'topic_id': 0, 'intruder_id': 40, 'intruder_term': 'year', 'topic_terms': ['mr', 'president', 'navy', 'mil', 'ms']}
+{'topic_id': 1, 'intruder_id': 49, 'intruder_term': 'caltech', 'topic_terms': ['gov', 'nasa', 'writes', 'article', 'posting']}
+{'topic_id': 2, 'intruder_id': 46, 'intruder_term': 'left', 'topic_terms': ['key', 'keys', 'chip', 'des', 'bit']}
+{'topic_id': 3, 'intruder_id': 43, 'intruder_term': 'bike', 'topic_terms': ['article', 'toronto', 'henry', 'writes', 'water']}
+{'topic_id': 4, 'intruder_id': 30, 'intruder_term': 'time', 'topic_terms': ['db', 'fi', 'uchicago', 'mit', 'se']}
+{'topic_id': 5, 'intruder_id': 45, 'intruder_term': 'isc', 'topic_terms': ['netcom', 'writes', 'article', 'services', 'nec']}
+{'topic_id': 6, 'intruder_id': 11, 'intruder_term': 'encryption', 'topic_terms': ['sale', 'university', 'host', 'posting', 'distribution']}
+{'topic_id': 7, 'intruder_id': 25, 'intruder_term': 'indiana', 'topic_terms': ['cc', 'columbia', 'insurance', 'gary', 'writes']}
+{'topic_id': 8, 'intruder_id': 17, 'intruder_term': 'berkeley', 'topic_terms': ['team', 'hockey', 'game', 'season', 'nhl']}
+{'topic_id': 9, 'intruder_id': 39, 'intruder_term': 'jews', 'topic_terms': ['cwru', 'cleveland', 'freenet', 'msg', 'ti']}
+{'topic_id': 10, 'intruder_id': 44, 'intruder_term': 'ca', 'topic_terms': ['law', 'state', 'rights', 'government', 'laws']}
+{'topic_id': 11, 'intruder_id': 0, 'intruder_term': 'president', 'topic_terms': ['encryption', 'clipper', 'chip', 'government', 'key']}
+{'topic_id': 12, 'intruder_id': 32, 'intruder_term': 'israeli', 'topic_terms': ['jesus', 'god', 'bible', 'sandvik', 'christian']}
+{'topic_id': 13, 'intruder_id': 14, 'intruder_term': 'batf', 'topic_terms': ['power', 'high', 'audio', 'output', 'good']}
+{'topic_id': 14, 'intruder_id': 12, 'intruder_term': 'jesus', 'topic_terms': ['fbi', 'writes', 'batf', 'fire', 'koresh']}
+{'topic_id': 15, 'intruder_id': 9, 'intruder_term': 'msg', 'topic_terms': ['turkish', 'armenian', 'armenians', 'armenia', 'turkey']}
+{'topic_id': 16, 'intruder_id': 10, 'intruder_term': 'state', 'topic_terms': ['window', 'motif', 'server', 'mit', 'widget']}
+{'topic_id': 17, 'intruder_id': 1, 'intruder_term': 'gov', 'topic_terms': ['posting', 'nntp', 'host', 'berkeley', 'san']}
+{'topic_id': 18, 'intruder_id': 8, 'intruder_term': 'hockey', 'topic_terms': ['cx', 'ah', 'lk', 'mv', 'uw']}
+{'topic_id': 19, 'intruder_id': 7, 'intruder_term': 'columbia', 'topic_terms': ['card', 'video', 'monitor', 'drivers', 'windows']}
+{'topic_id': 20, 'intruder_id': 19, 'intruder_term': 'monitor', 'topic_terms': ['image', 'graphics', 'software', 'ftp', 'version']}
+{'topic_id': 21, 'intruder_id': 15, 'intruder_term': 'armenian', 'topic_terms': ['university', 'book', 'information', 'center', 'research']}
+{'topic_id': 22, 'intruder_id': 13, 'intruder_term': 'audio', 'topic_terms': ['file', 'entry', 'output', 'program', 'char']}
+{'topic_id': 23, 'intruder_id': 18, 'intruder_term': 'mv', 'topic_terms': ['drive', 'scsi', 'disk', 'drives', 'hard']}
+{'topic_id': 24, 'intruder_id': 23, 'intruder_term': 'drive', 'topic_terms': ['article', 'writes', 'cramer', 'people', 'gay']}
+{'topic_id': 25, 'intruder_id': 27, 'intruder_term': 'banks', 'topic_terms': ['hp', 'indiana', 'posting', 'host', 'nntp']}
+{'topic_id': 26, 'intruder_id': 16, 'intruder_term': 'motif', 'topic_terms': ['uiuc', 'cso', 'writes', 'article', 'university']}
+{'topic_id': 27, 'intruder_id': 24, 'intruder_term': 'cramer', 'topic_terms': ['pitt', 'gordon', 'medical', 'banks', 'health']}
+{'topic_id': 28, 'intruder_id': 31, 'intruder_term': 'file', 'topic_terms': ['god', 'christians', 'christian', 'church', 'faith']}
+{'topic_id': 29, 'intruder_id': 48, 'intruder_term': 'apple', 'topic_terms': ['ibm', 'article', 'car', 'writes', 'org']}
+{'topic_id': 30, 'intruder_id': 47, 'intruder_term': 'game', 'topic_terms': ['people', 'time', 'make', 'good', 'point']}
+{'topic_id': 31, 'intruder_id': 4, 'intruder_term': 'uchicago', 'topic_terms': ['windows', 'dos', 'file', 'files', 'ms']}
+{'topic_id': 32, 'intruder_id': 34, 'intruder_term': 'control', 'topic_terms': ['israel', 'israeli', 'writes', 'jews', 'article']}
+{'topic_id': 33, 'intruder_id': 42, 'intruder_term': 'pts', 'topic_terms': ['space', 'nasa', 'launch', 'orbit', 'earth']}
+{'topic_id': 34, 'intruder_id': 21, 'intruder_term': 'information', 'topic_terms': ['gun', 'guns', 'control', 'firearms', 'crime']}
+{'topic_id': 35, 'intruder_id': 28, 'intruder_term': 'christians', 'topic_terms': ['cs', 'university', 'nntp', 'posting', 'host']}
+{'topic_id': 36, 'intruder_id': 2, 'intruder_term': 'chip', 'topic_terms': ['uk', 'ac', 'de', 'university', 'uni']}
+{'topic_id': 37, 'intruder_id': 3, 'intruder_term': 'henry', 'topic_terms': ['ca', 'ground', 'wire', 'radar', 'bnr']}
+{'topic_id': 38, 'intruder_id': 29, 'intruder_term': 'writes', 'topic_terms': ['max', 'pl', 'giz', 'bhj', 'wm']}
+{'topic_id': 39, 'intruder_id': 5, 'intruder_term': 'services', 'topic_terms': ['jews', 'israeli', 'israel', 'anti', 'nazi']}
+{'topic_id': 40, 'intruder_id': 35, 'intruder_term': 'posting', 'topic_terms': ['government', 'money', 'year', 'program', 'people']}
+{'topic_id': 41, 'intruder_id': 6, 'intruder_term': 'university', 'topic_terms': ['mail', 'list', 'information', 'internet', 'send']}
+{'topic_id': 42, 'intruder_id': 20, 'intruder_term': 'graphics', 'topic_terms': ['la', 'period', 'pts', 'ohio', 'van']}
+{'topic_id': 43, 'intruder_id': 37, 'intruder_term': 'ground', 'topic_terms': ['bike', 'dod', 'car', 'article', 'writes']}
+{'topic_id': 44, 'intruder_id': 22, 'intruder_term': 'entry', 'topic_terms': ['ca', 'university', 'article', 'writes', 'cs']}
+{'topic_id': 45, 'intruder_id': 38, 'intruder_term': 'giz', 'topic_terms': ['isc', 'islam', 'writes', 'article', 'islamic']}
+{'topic_id': 46, 'intruder_id': 36, 'intruder_term': 'de', 'topic_terms': ['people', 'time', 'back', 'left', 'told']}
+{'topic_id': 47, 'intruder_id': 33, 'intruder_term': 'space', 'topic_terms': ['year', 'baseball', 'game', 'team', 'article']}
+{'topic_id': 48, 'intruder_id': 41, 'intruder_term': 'information', 'topic_terms': ['apple', 'mac', 'simms', 'bit', 'quadra']}
+{'topic_id': 49, 'intruder_id': 26, 'intruder_term': 'cso', 'topic_terms': ['access', 'caltech', 'keith', 'writes', 'digex']}