diff --git a/tests/expected_results/almond/bert_base_cased_beam.tsv b/tests/expected_results/almond/bert_base_cased_beam.tsv
index 5c4fe7cd..d1d972f9 100644
--- a/tests/expected_results/almond/bert_base_cased_beam.tsv
+++ b/tests/expected_results/almond/bert_base_cased_beam.tsv
@@ -1,10 +1,10 @@
-almond/R1633686-0 i engligli @com.twitter . home_timeline ( ) => @com.gmail . send_email ( message = text ) ;
-almond/R1624112-0 onglitalgli room monitor ( @thermostat . get_humidity ( ) ) filter value <= NUMBER_0 => @org.thingpedia.bluetooth.speaker.a2dp . play_music ( ) ;
-almond/R1633355-0 ##tter igligli hope please youwi monitor ( @security-camera . current_event ( ) ) => @com.twitter . post_picture ( caption = " person and i hope you have a great day " , picture_url = picture_url ) ;
-almond/R1633055-0 once monitor ( @org.thingpedia.weather . current ( location = LOCATION_0 ) ) filter ! ( status == enum snowy ) => @com.fitbit . getsteps ( ) ;
-almond/R1621376-0 i igliglisetglital aost the thingtal get aost the thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get monitor ( @com.twitter . home_timeline ( ) ) => @thermostat . set_target_temperature ( ) ;
-almond/R1628268-0 englitag monitor ( @com.washingtonpost . get_article ( section = enum world ) ) => @com.instagram . get_pictures ( ) filter filter == null ^^com.instagram:filter ( " brannan " ) ;
-almond/R1632097-0 monitor ( @org.thingpedia.weather . current ( location = $location . work ) ) filter ! ( status == enum snowy ) => @org.thingpedia.builtin.thingengine.phone . get_gps ( ) ;
-almond/R1618372-0 ##eriaglieriagligligligligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli me monitor ( @com.tumblr . new_photo ( blog_name = " zackeriah " ^^tt:username ) ) => @org.thingpedia.icalendar . list_events ( ) ;
-almond/R1624288-0 i igligliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igli monitor ( @com.twitter . home_timeline ( ) ) => @thermostat . set_target_temperature ( value = NUMBER_0 F ) ;
-almond/R1629029-0 i igli tell thing to thingtalwitter thing totter thing to totter thing to thing totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing monitor ( @org.thingpedia.icalendar . list_events ( ) filter organizer == " jouanna mills " ) filter status == enum started => @com.twitter . direct_messages ( ) ;
+almond/R1633686-0 i engligli @com.twitter . home_timeline ( ) => @com.gmail . send_email ( message = text ) ; deliver the text of tweets from anyone i follow via email translate from english to thingtalk
+almond/R1624112-0 onglitalgli room monitor ( @thermostat . get_humidity ( ) ) filter value <= NUMBER_0 => @org.thingpedia.bluetooth.speaker.a2dp . play_music ( ) ; when the room 's humidity falls below NUMBER_0 in the room play something on my speaker translate from english to thingtalk
+almond/R1633355-0 ##tter igligli hope please youwi monitor ( @security-camera . current_event ( ) ) => @com.twitter . post_picture ( caption = " person and i hope you have a great day " , picture_url = picture_url ) ; please post the live feed photo of my new security camera on twitter and caption it person and i hope you have a great day translate from english to thingtalk
+almond/R1633055-0 once monitor ( @org.thingpedia.weather . current ( location = LOCATION_0 ) ) filter ! ( status == enum snowy ) => @com.fitbit . getsteps ( ) ; once it stops snowing in LOCATION_0 , get the steps from fitbit translate from english to thingtalk
+almond/R1621376-0 i igliglisetglital aost the thingtal get aost the thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get thingtal get monitor ( @com.twitter . home_timeline ( ) ) => @thermostat . set_target_temperature ( ) ; reset my thermostat reading if i get a tweet translate from english to thingtalk
+almond/R1628268-0 englitag monitor ( @com.washingtonpost . get_article ( section = enum world ) ) => @com.instagram . get_pictures ( ) filter filter == null ^^com.instagram:filter ( " brannan " ) ; notify me of the instagram pictures with filter brannan when there is a new article in the world section of the washington post translate from english to thingtalk
+almond/R1632097-0 monitor ( @org.thingpedia.weather . current ( location = $location . work ) ) filter ! ( status == enum snowy ) => @org.thingpedia.builtin.thingengine.phone . get_gps ( ) ; retrieve my current location when it stops snowing in work translate from english to thingtalk
+almond/R1618372-0 ##eriaglieriagligligligligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli megligligligligligligligligligli me monitor ( @com.tumblr . new_photo ( blog_name = " zackeriah " ^^tt:username ) ) => @org.thingpedia.icalendar . list_events ( ) ; show me my icalendar events when zackeriah uploads a new picture on tumblr translate from english to thingtalk
+almond/R1624288-0 i igligliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igliglital to to thing to NUMBER_0 NUMBER_0 to NUMBER_0 to NUMBER_0 NUMBER_0 igli monitor ( @com.twitter . home_timeline ( ) ) => @thermostat . set_target_temperature ( value = NUMBER_0 F ) ; change my thermostat to NUMBER_0 degrees when someone i follow makes a tweet translate from english to thingtalk
+almond/R1629029-0 i igli tell thing to thingtalwitter thing totter thing to totter thing to thing totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing to totter thing to totter thing to thing totter thing monitor ( @org.thingpedia.icalendar . list_events ( ) filter organizer == " jouanna mills " ) filter status == enum started => @com.twitter . direct_messages ( ) ; tell me the direct message i got on twitter when an event organized by jouanna mills from my calendar is about to start translate from english to thingtalk
diff --git a/tests/expected_results/sequence_classification/ood_task.tsv b/tests/expected_results/sequence_classification/ood_task.tsv
index e9e5224d..e66b7760 100644
--- a/tests/expected_results/sequence_classification/ood_task.tsv
+++ b/tests/expected_results/sequence_classification/ood_task.tsv
@@ -1,10 +1,10 @@
-ood/0 1 1
-ood/1 1 0
-ood/2 1 0
-ood/3 1 0
-ood/4 0 0
-ood/5 1 0
-ood/6 1 1
-ood/7 1 0
-ood/8 1 0
-ood/9 1 1
+ood/0 1 1 get curiosity pictures is this sentence in - domain or out - domain?
+ood/1 1 0 play skinny love by bon iver is this sentence in - domain or out - domain?
+ood/2 1 0 search for all songs with the word dance in the title. is this sentence in - domain or out - domain?
+ood/3 1 0 play some psychedelic rock. is this sentence in - domain or out - domain?
+ood/4 0 0 play the track grow old with me by artist chloe rose lattanzi is this sentence in - domain or out - domain?
+ood/5 1 0 acdc is this sentence in - domain or out - domain?
+ood/6 1 1 easy walk, accountable lady gaga. is this sentence in - domain or out - domain?
+ood/7 1 0 play that would be something by eden ahbez is this sentence in - domain or out - domain?
+ood/8 1 0 show me the weather in berceni, romania is this sentence in - domain or out - domain?
+ood/9 1 1 what is number _ 0 + 2 is this sentence in - domain or out - domain?
diff --git a/tests/expected_results/token_classification/conll2003_2.tsv b/tests/expected_results/token_classification/conll2003_2.tsv
index 93b2051d..c2f9618a 100644
--- a/tests/expected_results/token_classification/conll2003_2.tsv
+++ b/tests/expected_results/token_classification/conll2003_2.tsv
@@ -1,5 +1,5 @@
-conll2003/0 I-PER I-LOC O B-PER B-PER B-ORG B-ORG O B-PER B-PER B-PER B-ORG B-LOC B-LOC B-LOC B-PER B-LOC O B-ORG B-LOC B-LOC B-LOC B-LOC B-PER B-ORG B-LOC B-ORG B-ORG I-ORG B-PER O B-ORG B-PER B-PER B-PER B-LOC B-LOC B-LOC B-LOC B-PER B-PER B-PER O O O O O B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG O O O O O O O O O O O O O O O O O O O O O O O O O O O O
-conll2003/1 B-ORG O I-ORG O B-PER O B-PER O B-PER B-PER B-PER B-ORG B-PER B-ORG B-PER B-ORG B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-ORG B-LOC B-ORG B-ORG B-ORG B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-LOC B-LOC B-LOC B-LOC O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O
-conll2003/2 I-PER B-PER O I-PER O O I-PER B-ORG B-LOC B-MISC I-PER B-LOC O B-LOC I-PER B-PER B-LOC B-LOC O O I-PER I-ORG B-PER B-MISC I-PER O B-LOC I-LOC O B-LOC O O O O I-LOC B-PER B-PER O I-LOC I-LOC I-LOC I-LOC B-MISC I-MISC O O O O B-PER I-PER O O O O O O O B-ORG O B-ORG O O O O O O O O O O O O O O O O O O O O O O O O
-conll2003/3 I-PER B-LOC I-LOC B-LOC B-LOC B-ORG B-LOC B-LOC O B-ORG O B-LOC O B-PER O I-LOC B-LOC B-LOC B-LOC B-LOC B-LOC B-LOC I-LOC I-LOC B-LOC B-LOC B-LOC B-ORG B-LOC B-PER B-LOC I-PER O B-PER B-LOC O B-ORG B-PER O B-LOC O I-LOC O O O O O O O O O O O O O O O B-ORG O B-ORG O B-ORG O O O O O O B-ORG O O O O O O O O O O O O B-ORG O O
-conll2003/4 I-PER O I-LOC I-PER I-PER O B-LOC B-LOC B-MISC B-LOC B-MISC I-LOC B-MISC B-LOC B-PER B-ORG B-LOC B-LOC I-PER I-PER B-PER B-LOC B-LOC I-LOC O I-PER I-PER O B-MISC O B-LOC B-ORG O I-PER O B-ORG B-LOC B-MISC O B-MISC B-MISC O O O B-ORG O O O O O O O O B-LOC I-LOC O B-ORG O O O O O O O O O O O O O O O B-LOC O O B-PER I-PER I-PER I-PER O O O O O
+conll2003/0 I-PER I-LOC O B-PER B-PER B-ORG B-ORG O B-PER B-PER B-PER B-ORG B-LOC B-LOC B-LOC B-PER B-LOC O B-ORG B-LOC B-LOC B-LOC B-LOC B-PER B-ORG B-LOC B-ORG B-ORG I-ORG B-PER O B-ORG B-PER B-PER B-PER B-LOC B-LOC B-LOC B-LOC B-PER B-PER B-PER O O O O O B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG B-ORG O O O O O O O O O O O O O O O O O O O O O O O O O O O O CRICKET - LEICESTERSHIRE TAKE OVER AT TOP AFTER INNINGS VICTORY.
+conll2003/1 B-ORG O I-ORG O B-PER O B-PER O B-PER B-PER B-PER B-ORG B-PER B-ORG B-PER B-ORG B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-ORG B-LOC B-ORG B-ORG B-ORG B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-PER B-LOC B-LOC B-LOC B-LOC O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O LONDON 1996 - 08 - 30
+conll2003/2 I-PER B-PER O I-PER O O I-PER B-ORG B-LOC B-MISC I-PER B-LOC O B-LOC I-PER B-PER B-LOC B-LOC O O I-PER I-ORG B-PER B-MISC I-PER O B-LOC I-LOC O B-LOC O O O O I-LOC B-PER B-PER O I-LOC I-LOC I-LOC I-LOC B-MISC I-MISC O O O O B-PER I-PER O O O O O O O B-ORG O B-ORG O O O O O O O O O O O O O O O O O O O O O O O O West Indian all - rounder Phil Simmons took four for 38 on Friday as Leicestershire beat Somerset by an innings and 39 runs in two days to take over at the head of the county championship.
+conll2003/3 I-PER B-LOC I-LOC B-LOC B-LOC B-ORG B-LOC B-LOC O B-ORG O B-LOC O B-PER O I-LOC B-LOC B-LOC B-LOC B-LOC B-LOC B-LOC I-LOC I-LOC B-LOC B-LOC B-LOC B-ORG B-LOC B-PER B-LOC I-PER O B-PER B-LOC O B-ORG B-PER O B-LOC O I-LOC O O O O O O O O O O O O O O O B-ORG O B-ORG O B-ORG O O O O O O B-ORG O O O O O O O O O O O O B-ORG O O Their stay on top, though, may be short - lived as title rivals Essex, Derbyshire and Surrey all closed in on victory while Kent made up for lost time in their rain - affected match against Nottinghamshire.
+conll2003/4 I-PER O I-LOC I-PER I-PER O B-LOC B-LOC B-MISC B-LOC B-MISC I-LOC B-MISC B-LOC B-PER B-ORG B-LOC B-LOC I-PER I-PER B-PER B-LOC B-LOC I-LOC O I-PER I-PER O B-MISC O B-LOC B-ORG O I-PER O B-ORG B-LOC B-MISC O B-MISC B-MISC O O O B-ORG O O O O O O O O B-LOC I-LOC O B-ORG O O O O O O O O O O O O O O O B-LOC O O B-PER I-PER I-PER I-PER O O O O O After bowling Somerset out for 83 on the opening morning at Grace Road, Leicestershire extended their first innings by 94 runs before being bowled out for 296 with England discard Andy Caddick taking three for 83.
diff --git a/tests/expected_results/token_classification/cross_ner_news_0.tsv b/tests/expected_results/token_classification/cross_ner_news_0.tsv
index c4868f62..f16b22b7 100644
--- a/tests/expected_results/token_classification/cross_ner_news_0.tsv
+++ b/tests/expected_results/token_classification/cross_ner_news_0.tsv
@@ -1,5 +1,5 @@
-cross_ner/0 B-researcher I-book B-scientist B-metrics I-politicalparty B-university B-scientist B-metrics B-ORG B-metrics B-metrics I-musicalinstrument I-chemicalelement B-field I-band B-metrics B-protein I-academicjournal B-university I-academicjournal I-programlang I-PER I-song B-university B-university B-university I-literarygenre B-scientist B-metrics I-university I-song B-university B-university B-protein B-organisation B-enzyme B-enzyme I-academicjournal I-musicalinstrument I-song I-song B-LOC B-university B-university I-politician B-university B-metrics B-metrics B-metrics I-academicjournal I-chemicalcompound B-album I-programlang I-programlang B-field B-award B-award B-protein I-chemicalelement B-field I-chemicalelement B-astronomicalobject I-politicalparty B-astronomicalobject B-protein I-musicalinstrument I-musicalinstrument B-university B-award I-musicalinstrument B-album I-song B-field I-programlang B-metrics I-musicalinstrument B-award B-award B-programlang B-field B-protein O O O O O O O O B-event I-event I-event O B-musicalartist B-musicalartist B-musicalartist O O O O B-location I-location I-location I-location O O B-location O O O B-location I-location O O B-location O O O O O B-location B-location B-location O O B-location O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O
-cross_ner/1 I-chemicalelement B-award B-event I-politicalparty B-field I-astronomicalobject I-academicjournal B-university B-metrics B-metrics B-LOC B-university B-university I-field B-musicalinstrument I-musicalinstrument I-literarygenre B-metrics I-chemicalelement I-protein B-metrics I-person B-scientist I-politicalparty I-academicjournal I-astronomicalobject I-literarygenre I-politician I-astronomicalobject B-university B-country I-person B-politician I-event B-protein B-protein I-politicalparty I-field I-field I-politicalparty B-university B-politician B-enzyme I-task B-award B-event B-university I-field B-university I-field B-university I-field I-location I-enzyme B-university B-university B-university I-programlang I-task B-university I-programlang B-university B-university B-politician B-university B-protein B-metrics B-field B-metrics B-field B-metrics B-metrics B-university B-university B-event B-politician I-field I-field I-chemicalelement B-award B-award B-musicalartist B-musicalartist B-musicalartist O O O O O O O O O O O O O B-organisation B-organisation I-organisation O O O O O O O O O O O O O O O O O O B-album I-album O B-album I-album I-album I-album I-album I-album O B-album B-album B-album O B-album I-album O B-album I-album I-album I-album I-album O B-album I-album I-album I-album O B-album B-album B-album B-album O B-album B-album I-album I-album O O O O O O O
-cross_ner/2 I-chemicalelement I-chemicalelement B-field B-metrics B-university B-field B-university I-song B-university I-programlang B-enzyme B-enzyme B-protein I-person B-chemicalelement B-chemicalelement B-university B-field B-politician I-person B-university B-university I-location B-ORG B-university B-university B-university B-university B-scientist B-university I-politicalparty B-university B-university B-university B-field I-task I-academicjournal B-university B-scientist B-university B-ORG B-university I-song B-university B-enzyme B-enzyme B-university I-politicalparty I-task I-politician I-politician B-enzyme B-university B-enzyme B-university B-enzyme I-song B-university B-enzyme I-song I-politicalparty I-politician B-scientist B-university B-country I-politician B-LOC I-task I-task I-task B-university B-university B-university B-field I-task B-LOC B-university B-politician I-song B-university B-album O O O O O O O O O O O O B-song I-song I-song I-song O O B-album I-album I-album I-album I-album O O B-song B-song O O B-misc B-misc B-misc O O O B-album B-album B-album I-album I-album O O B-song I-song I-song I-song O O B-musicalartist B-musicalartist I-musicalartist I-musicalartist I-musicalartist O O O B-song I-song I-song I-song I-song I-song I-song O O B-musicalartist I-musicalartist I-musicalartist I-musicalartist I-musicalartist O O O O B-album B-album B-album I-album I-album O O
-cross_ner/3 I-chemicalelement I-chemicalelement I-person B-country B-university I-astronomicalobject I-person B-album I-academicjournal B-LOC B-country B-organisation I-song B-university B-scientist B-protein B-organisation I-song B-metrics B-LOC B-metrics B-LOC I-academicjournal B-university B-scientist I-academicjournal I-programlang I-song I-song B-scientist B-scientist B-university B-metrics I-person B-metrics B-metrics I-song I-protein B-LOC B-LOC B-LOC B-field B-field B-scientist B-scientist B-scientist B-field B-field B-LOC I-song I-song B-field B-literarygenre B-LOC B-album B-field B-field B-scientist B-album B-LOC B-LOC B-scientist B-field B-field I-song I-song I-song B-field B-LOC B-LOC B-album B-scientist B-scientist B-field B-literarygenre I-song B-LOC B-scientist B-scientist B-field I-field O O O O O B-award I-award O O B-award I-award I-award I-award I-award O O B-award I-award I-award I-award I-award I-award I-award I-award O O B-award I-award I-award O O O B-award I-award I-award I-award I-award O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O
-cross_ner/4 I-chemicalelement I-song I-song I-song I-song B-enzyme I-song B-researcher B-university I-programlang I-programlang I-chemicalelement B-scientist B-university I-university B-country I-chemicalelement I-song I-enzyme B-university B-university B-university B-scientist B-organisation I-task B-field I-task I-song B-field I-politician I-politician B-country I-politician I-politician I-politician B-scientist B-scientist I-politician I-song I-band I-politician I-song I-song B-scientist B-university B-field B-university B-metrics B-chemicalelement I-song B-scientist I-MISC I-politician B-university B-scientist I-enzyme B-university I-chemicalelement I-musicalinstrument B-scientist B-scientist B-metrics B-LOC B-university B-metrics B-field B-university B-LOC B-university B-politician B-LOC B-LOC B-scientist B-scientist B-scientist B-scientist B-chemicalelement I-song I-musicalinstrument I-field B-university B-band B-band O O O O O O O O O B-musicalartist I-musicalartist I-musicalartist O B-band I-band I-band O O O O O B-song I-song I-song I-song I-song O B-musicalartist B-musicalartist B-musicalartist B-musicalartist I-musicalartist I-musicalartist I-musicalartist O B-band B-band O O B-musicalartist I-musicalartist I-musicalartist O O B-song B-song B-song B-song O B-musicalartist B-musicalartist I-musicalartist I-musicalartist I-musicalartist O B-band B-band B-band O B-musicalartist I-musicalartist O O O B-song I-song I-song I-song I-song O O O O O O O O O O
+cross_ner/0 B-researcher I-book B-scientist B-metrics I-politicalparty B-university B-scientist B-metrics B-ORG B-metrics B-metrics I-musicalinstrument I-chemicalelement B-field I-band B-metrics B-protein I-academicjournal B-university I-academicjournal I-programlang I-PER I-song B-university B-university B-university I-literarygenre B-scientist B-metrics I-university I-song B-university B-university B-protein B-organisation B-enzyme B-enzyme I-academicjournal I-musicalinstrument I-song I-song B-LOC B-university B-university I-politician B-university B-metrics B-metrics B-metrics I-academicjournal I-chemicalcompound B-album I-programlang I-programlang B-field B-award B-award B-protein I-chemicalelement B-field I-chemicalelement B-astronomicalobject I-politicalparty B-astronomicalobject B-protein I-musicalinstrument I-musicalinstrument B-university B-award I-musicalinstrument B-album I-song B-field I-programlang B-metrics I-musicalinstrument B-award B-award B-programlang B-field B-protein O O O O O O O O B-event I-event I-event O B-musicalartist B-musicalartist B-musicalartist O O O O B-location I-location I-location I-location O O B-location O O O B-location I-location O O B-location O O O O O B-location B-location B-location O O B-location O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O As part of the 2010 leg of the My Christmas Tour, Bocelli gave two concerts in The O2 Arena, in London, and the Manchester Arena, in Manchester, and a concert at 3Arena, in Dublin, in late November 2010.
+cross_ner/1 I-chemicalelement B-award B-event I-politicalparty B-field I-astronomicalobject I-academicjournal B-university B-metrics B-metrics B-LOC B-university B-university I-field B-musicalinstrument I-musicalinstrument I-literarygenre B-metrics I-chemicalelement I-protein B-metrics I-person B-scientist I-politicalparty I-academicjournal I-astronomicalobject I-literarygenre I-politician I-astronomicalobject B-university B-country I-person B-politician I-event B-protein B-protein I-politicalparty I-field I-field I-politicalparty B-university B-politician B-enzyme I-task B-award B-event B-university I-field B-university I-field B-university I-field I-location I-enzyme B-university B-university B-university I-programlang I-task B-university I-programlang B-university B-university B-politician B-university B-protein B-metrics B-field B-metrics B-field B-metrics B-metrics B-university B-university B-event B-politician I-field I-field I-chemicalelement B-award B-award B-musicalartist B-musicalartist B-musicalartist O O O O O O O O O O O O O B-organisation B-organisation I-organisation O O O O O O O O O O O O O O O O O O B-album I-album O B-album I-album I-album I-album I-album I-album O B-album B-album B-album O B-album I-album O B-album I-album I-album I-album I-album O B-album I-album I-album I-album O B-album B-album B-album B-album O B-album B-album I-album I-album O O O O O O O Squarepusher continues to push new boundaries to this day, where he still calls Warp Records his home, having released numerous albums to critical acclaim in the years to follow, such as Go Plastic, Do You Know Squarepusher, Ultravisitor, Hello Everything, Just a Souvenir, Solo Electric Bass 1, Ufabulum and Damogen Furies.
+cross_ner/2 I-chemicalelement I-chemicalelement B-field B-metrics B-university B-field B-university I-song B-university I-programlang B-enzyme B-enzyme B-protein I-person B-chemicalelement B-chemicalelement B-university B-field B-politician I-person B-university B-university I-location B-ORG B-university B-university B-university B-university B-scientist B-university I-politicalparty B-university B-university B-university B-field I-task I-academicjournal B-university B-scientist B-university B-ORG B-university I-song B-university B-enzyme B-enzyme B-university I-politicalparty I-task I-politician I-politician B-enzyme B-university B-enzyme B-university B-enzyme I-song B-university B-enzyme I-song I-politicalparty I-politician B-scientist B-university B-country I-politician B-LOC I-task I-task I-task B-university B-university B-university B-field I-task B-LOC B-university B-politician I-song B-university B-album O O O O O O O O O O O O B-song I-song I-song I-song O O B-album I-album I-album I-album I-album O O B-song B-song O O B-misc B-misc B-misc O O O B-album B-album B-album I-album I-album O O B-song I-song I-song I-song O O B-musicalartist B-musicalartist I-musicalartist I-musicalartist I-musicalartist O O O B-song I-song I-song I-song I-song I-song I-song O O B-musicalartist I-musicalartist I-musicalartist I-musicalartist I-musicalartist O O O O B-album B-album B-album I-album I-album O O During the 1990s, many releases included recordings of classical compositions : Pictures at an Exhibition ( on Turn of the Tides ), Largo ( from Xerxes ) ( on Tyranny of Beauty ), Symphony in A Minor ( by J. S. Bach ), and Concerto in A Major / Adagio ( by Wolfgang Amadeus Mozart ) ( both on Ambient Monkeys ).
+cross_ner/3 I-chemicalelement I-chemicalelement I-person B-country B-university I-astronomicalobject I-person B-album I-academicjournal B-LOC B-country B-organisation I-song B-university B-scientist B-protein B-organisation I-song B-metrics B-LOC B-metrics B-LOC I-academicjournal B-university B-scientist I-academicjournal I-programlang I-song I-song B-scientist B-scientist B-university B-metrics I-person B-metrics B-metrics I-song I-protein B-LOC B-LOC B-LOC B-field B-field B-scientist B-scientist B-scientist B-field B-field B-LOC I-song I-song B-field B-literarygenre B-LOC B-album B-field B-field B-scientist B-album B-LOC B-LOC B-scientist B-field B-field I-song I-song I-song B-field B-LOC B-LOC B-album B-scientist B-scientist B-field B-literarygenre I-song B-LOC B-scientist B-scientist B-field I-field O O O O O B-award I-award O O B-award I-award I-award I-award I-award O O B-award I-award I-award I-award I-award I-award I-award I-award O O B-award I-award I-award O O O B-award I-award I-award I-award I-award O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O He has also won three Grammy Awards, 14 Academy of Country Music awards, 11 Country Music Association ( CMA ) awards, 10 American Music Awards, and three People's Choice Awards.
+cross_ner/4 I-chemicalelement I-song I-song I-song I-song B-enzyme I-song B-researcher B-university I-programlang I-programlang I-chemicalelement B-scientist B-university I-university B-country I-chemicalelement I-song I-enzyme B-university B-university B-university B-scientist B-organisation I-task B-field I-task I-song B-field I-politician I-politician B-country I-politician I-politician I-politician B-scientist B-scientist I-politician I-song I-band I-politician I-song I-song B-scientist B-university B-field B-university B-metrics B-chemicalelement I-song B-scientist I-MISC I-politician B-university B-scientist I-enzyme B-university I-chemicalelement I-musicalinstrument B-scientist B-scientist B-metrics B-LOC B-university B-metrics B-field B-university B-LOC B-university B-politician B-LOC B-LOC B-scientist B-scientist B-scientist B-scientist B-chemicalelement I-song I-musicalinstrument I-field B-university B-band B-band O O O O O O O O O B-musicalartist I-musicalartist I-musicalartist O B-band I-band I-band O O O O O B-song I-song I-song I-song I-song O B-musicalartist B-musicalartist B-musicalartist B-musicalartist I-musicalartist I-musicalartist I-musicalartist O B-band B-band O O B-musicalartist I-musicalartist I-musicalartist O O B-song B-song B-song B-song O B-musicalartist B-musicalartist I-musicalartist I-musicalartist I-musicalartist O B-band B-band B-band O B-musicalartist I-musicalartist O O O B-song I-song I-song I-song I-song O O O O O O O O O O ABBA were soon recognised and embraced by other acts : Evan Dando of the Lemonheads recorded a cover version of Knowing Me, Knowing You ; SineĢad O'Connor and Boyzone's Stephen Gately have recorded Chiquitita ; Tanita Tikaram, Blancmange and Steven Wilson paid tribute to The Day Before You Came.
diff --git a/tests/expected_results/token_classification/cross_ner_news_1.tsv b/tests/expected_results/token_classification/cross_ner_news_1.tsv
index 7ca866a8..728ff118 100644
--- a/tests/expected_results/token_classification/cross_ner_news_1.tsv
+++ b/tests/expected_results/token_classification/cross_ner_news_1.tsv
@@ -1,5 +1,5 @@
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-cross_ner/1 I-programlang I-literarygenre B-protein I-programlang B-university I-task I-literarygenre I-task I-task I-programlang B-university I-field I-field I-programlang B-university B-university B-protein B-politician I-task B-astronomicalobject I-task I-song I-song I-field B-LOC I-programlang B-university B-university B-protein B-university B-university B-protein I-programlang I-task I-task I-task B-astronomicalobject I-song I-field I-field I-field I-field B-location B-location B-location B-location O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O
-cross_ner/2 I-location I-field I-song B-programlang I-song I-programlang I-literarygenre I-chemicalelement I-song B-task I-misc B-metrics B-protein I-programlang I-programlang B-university B-university B-scientist I-musicalinstrument B-enzyme I-programlang I-location I-event I-field B-university B-protein I-programlang B-protein B-university I-field B-university B-university B-protein B-university B-protein I-song I-song B-scientist I-song I-chemicalelement I-chemicalelement I-musicalinstrument B-misc I-misc O O O O B-person I-person O O O O O O O B-organisation O B-organisation O O O O O O O O O O O O O O O O O O O O O O O O
-cross_ner/3 I-chemicalelement I-song I-enzyme B-protein B-university I-literarygenre B-protein I-academicjournal I-discipline I-discipline B-university B-university I-enzyme B-university I-chemicalelement B-university B-university B-university I-university B-university I-astronomicalobject I-academicjournal B-university B-protein B-university B-university B-university B-protein B-university I-enzyme B-university B-protein B-university B-protein B-metrics B-protein B-university I-field I-university B-protein B-protein I-chemicalelement O O O O O O O O O O O O O O O B-organisation O B-organisation O B-organisation O O O O O O B-organisation O O O O O O O O O O O O B-organisation O O
-cross_ner/4 I-chemicalelement B-protein B-scientist B-protein B-scientist I-astronomicalobject B-university B-university B-metrics I-programlang B-metrics B-literarygenre I-programlang B-university B-university I-university I-university I-book I-programlang I-musicalinstrument B-scientist I-field I-programlang B-protein B-metrics B-protein B-protein I-discipline I-person B-university I-song B-metrics I-field I-literarygenre B-metrics B-metrics I-song B-university B-musicalinstrument I-misc I-astronomicalobject B-scientist O O B-organisation O O O O O O O O B-location I-location O B-organisation O O O O O O O O O O O O O O O B-location O O B-person I-person I-person I-person O O O O O
+cross_ner/0 I-chemicalelement B-university B-university I-task I-programlang B-university I-academicjournal B-university B-scientist I-academicjournal B-album B-university B-university I-academicjournal B-discipline B-metrics B-university I-politicalparty I-person B-country I-task B-award B-country I-field B-scientist I-academicjournal I-band B-country B-scientist I-programlang I-band B-LOC B-metrics I-programlang B-scientist I-field I-field I-field B-album B-album I-song B-album O O O O O B-organisation B-organisation B-organisation B-organisation B-organisation B-organisation B-organisation B-organisation B-organisation O O O O O O O O O O O O O O O O O O O O O O O O O O O O CRICKET - LEICESTERSHIRE TAKE OVER AT TOP AFTER INNINGS VICTORY.
+cross_ner/1 I-programlang I-literarygenre B-protein I-programlang B-university I-task I-literarygenre I-task I-task I-programlang B-university I-field I-field I-programlang B-university B-university B-protein B-politician I-task B-astronomicalobject I-task I-song I-song I-field B-LOC I-programlang B-university B-university B-protein B-university B-university B-protein I-programlang I-task I-task I-task B-astronomicalobject I-song I-field I-field I-field I-field B-location B-location B-location B-location O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O O LONDON 1996 - 08 - 30
+cross_ner/2 I-location I-field I-song B-programlang I-song I-programlang I-literarygenre I-chemicalelement I-song B-task I-misc B-metrics B-protein I-programlang I-programlang B-university B-university B-scientist I-musicalinstrument B-enzyme I-programlang I-location I-event I-field B-university B-protein I-programlang B-protein B-university I-field B-university B-university B-protein B-university B-protein I-song I-song B-scientist I-song I-chemicalelement I-chemicalelement I-musicalinstrument B-misc I-misc O O O O B-person I-person O O O O O O O B-organisation O B-organisation O O O O O O O O O O O O O O O O O O O O O O O O West Indian all - rounder Phil Simmons took four for 38 on Friday as Leicestershire beat Somerset by an innings and 39 runs in two days to take over at the head of the county championship.
+cross_ner/3 I-chemicalelement I-song I-enzyme B-protein B-university I-literarygenre B-protein I-academicjournal I-discipline I-discipline B-university B-university I-enzyme B-university I-chemicalelement B-university B-university B-university I-university B-university I-astronomicalobject I-academicjournal B-university B-protein B-university B-university B-university B-protein B-university I-enzyme B-university B-protein B-university B-protein B-metrics B-protein B-university I-field I-university B-protein B-protein I-chemicalelement O O O O O O O O O O O O O O O B-organisation O B-organisation O B-organisation O O O O O O B-organisation O O O O O O O O O O O O B-organisation O O Their stay on top, though, may be short - lived as title rivals Essex, Derbyshire and Surrey all closed in on victory while Kent made up for lost time in their rain - affected match against Nottinghamshire.
+cross_ner/4 I-chemicalelement B-protein B-scientist B-protein B-scientist I-astronomicalobject B-university B-university B-metrics I-programlang B-metrics B-literarygenre I-programlang B-university B-university I-university I-university I-book I-programlang I-musicalinstrument B-scientist I-field I-programlang B-protein B-metrics B-protein B-protein I-discipline I-person B-university I-song B-metrics I-field I-literarygenre B-metrics B-metrics I-song B-university B-musicalinstrument I-misc I-astronomicalobject B-scientist O O B-organisation O O O O O O O O B-location I-location O B-organisation O O O O O O O O O O O O O O O B-location O O B-person I-person I-person I-person O O O O O After bowling Somerset out for 83 on the opening morning at Grace Road, Leicestershire extended their first innings by 94 runs before being bowled out for 296 with England discard Andy Caddick taking three for 83.