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@@ -45,3 +45,4 @@ predictions-zeroshot/round5-other-models/cm_qwen3_8b_banking.png filter=lfs diff
 predictions-zeroshot/round5-other-models/cm_tulu3_8b_banking.png filter=lfs diff=lfs merge=lfs -text
 predictions-zeroshot/round7-fewshot-5examplesperknownintent/cm_llama3.2_3b_stackoverflow.png filter=lfs diff=lfs merge=lfs -text
 predictions-zeroshot/round7-fewshot-5examplesperknownintent/cm_llama3.2_3b_banking.png filter=lfs diff=lfs merge=lfs -text
+predictions-zeroshot/round7-fewshot-5examplesperknownintent/cm_llama3.2_3b_oos.png filter=lfs diff=lfs merge=lfs -text

predictions-zeroshot/round7-fewshot-5examplesperknownintent/classification_report_llama3.2_3b_oos.txt

@@ -0,0 +1,121 @@
+                         precision    recall  f1-score   support
+
+    accept_reservations       0.17      0.01      0.01       150
+                  alarm       0.94      0.92      0.93       150
+                    apr       0.50      0.05      0.09       150
+          are_you_a_bot       0.19      0.09      0.12       150
+            book_flight       0.15      0.30      0.20       150
+             book_hotel       0.20      0.39      0.27       150
+             calculator       0.92      0.52      0.66       150
+               calendar       0.39      0.58      0.47       150
+        calendar_update        nan      0.00      0.00       150
+               calories       0.33      0.01      0.01       150
+                 cancel       0.37      0.15      0.21       150
+     cancel_reservation       0.97      0.75      0.85       150
+             car_rental       0.19      0.82      0.31       150
+               carry_on       0.68      0.17      0.28       150
+         change_ai_name       0.14      0.01      0.02       150
+        change_language       0.43      0.23      0.30       150
+           change_speed       0.06      0.01      0.01       150
+       change_user_name       0.00      0.00      0.00       150
+          change_volume       0.00      0.00      0.00       150
+    confirm_reservation       0.09      0.07      0.08       150
+              cook_time       0.46      0.60      0.52       150
+       current_location       0.17      0.11      0.14       150
+                   date       0.97      0.21      0.34       150
+             definition       0.86      0.36      0.51       150
+             directions       0.31      0.40      0.35       150
+               distance       0.07      0.01      0.02       150
+       do_you_have_pets       0.00      0.00      0.00       150
+        expiration_date       0.00      0.00      0.00       150
+             find_phone       0.26      0.11      0.16       150
+          flight_status       0.48      0.59      0.53       150
+              flip_coin       0.89      0.54      0.67       150
+              food_last       0.23      0.23      0.23       150
+               fun_fact       0.84      0.53      0.65       150
+                    gas       0.59      0.35      0.44       150
+               gas_type       0.50      0.07      0.12       150
+                goodbye       0.90      0.69      0.78       150
+               greeting       0.61      0.52      0.56       150
+               how_busy       0.00      0.00      0.00       150
+        how_old_are_you       0.03      0.11      0.05       150
+ingredient_substitution       0.00      0.00      0.00       150
+       ingredients_list       0.01      0.01      0.01       150
+             jump_start       0.04      0.04      0.04       150
+       last_maintenance       0.10      0.01      0.02       150
+           lost_luggage       0.47      0.75      0.58       150
+              make_call       0.29      0.17      0.22       150
+                  maybe       0.64      0.09      0.16       150
+        meal_suggestion       1.00      0.23      0.37       150
+        meaning_of_life       1.00      0.11      0.20       150
+ measurement_conversion       0.89      0.34      0.49       150
+       meeting_schedule       0.31      0.39      0.35       150
+                    mpg       1.00      0.10      0.18       150
+           next_holiday       0.20      0.01      0.01       150
+              next_song       0.25      0.07      0.11       150
+                     no       0.69      0.49      0.57       150
+         nutrition_info       0.42      0.80      0.55       150
+         oil_change_how       0.00      0.00      0.00       150
+        oil_change_when       0.21      0.05      0.08       150
+                    oos       0.00      0.00      0.00      6600
+                  order       0.82      0.18      0.30       150
+           order_checks       0.73      0.21      0.33       150
+           order_status       0.94      0.61      0.74       150
+             play_music       0.29      0.04      0.07       150
+              plug_type       0.67      0.01      0.03       150
+            pto_balance       0.27      0.02      0.04       150
+            pto_request       0.66      0.47      0.55       150
+     pto_request_status       0.00      0.00      0.00       150
+               pto_used       0.75      0.02      0.04       150
+                 recipe       0.69      0.53      0.60       150
+         redeem_rewards       0.38      0.04      0.07       150
+               reminder       0.31      0.44      0.37       150
+        reminder_update        nan      0.00      0.00       150
+                 repeat       0.95      0.50      0.66       150
+         reset_settings       0.22      0.23      0.23       150
+ restaurant_reservation       0.46      0.71      0.56       150
+     restaurant_reviews       0.67      0.13      0.22       150
+  restaurant_suggestion       1.00      0.19      0.32       150
+        rewards_balance       0.37      0.21      0.26       150
+              roll_dice       0.98      0.85      0.91       150
+                routing       0.89      0.45      0.60       150
+   schedule_maintenance       0.14      0.03      0.04       150
+       schedule_meeting       0.42      0.16      0.23       150
+          shopping_list       0.27      0.52      0.36       150
+   shopping_list_update        nan      0.00      0.00       150
+             smart_home       0.00      0.00      0.00       150
+               spelling       0.48      0.33      0.39       150
+            sync_device       0.33      0.05      0.08       150
+                  taxes       0.65      0.99      0.78       150
+              tell_joke       0.08      0.01      0.02       150
+                   text       0.89      0.55      0.68       150
+              thank_you       0.95      0.59      0.72       150
+                   time       0.26      0.38      0.31       150
+                  timer       1.00      0.87      0.93       150
+            tire_change       0.84      0.88      0.86       150
+          tire_pressure       0.83      0.59      0.69       150
+              todo_list       0.32      0.10      0.15       150
+       todo_list_update        nan      0.00      0.00       150
+                traffic       0.00      0.00      0.00       150
+           travel_alert       0.04      0.03      0.04       150
+    travel_notification       0.00      0.00      0.00       150
+      travel_suggestion       0.21      0.14      0.17       150
+                   uber       0.99      0.95      0.97       150
+        update_playlist       0.15      0.01      0.02       150
+              user_name       0.00      0.00      0.00       150
+               vaccines       0.04      1.00      0.07       150
+                     w2       0.67      0.01      0.03       150
+                weather       0.10      1.00      0.18       150
+  what_are_your_hobbies       0.19      0.99      0.32       150
+     what_can_i_ask_you       0.03      0.91      0.06       150
+      what_is_your_name       0.22      0.83      0.35       150
+              what_song       0.23      0.99      0.37       150
+     where_are_you_from       0.23      0.88      0.37       150
+           whisper_mode       0.11      0.99      0.19       150
+    who_do_you_work_for       0.29      0.01      0.03       150
+           who_made_you       0.38      0.97      0.55       150
+                    yes       0.44      0.91      0.59       150
+
+               accuracy                           0.23     23700
+              macro avg       0.42      0.32      0.28     23700
+           weighted avg       0.30      0.23      0.20     23700

predictions-zeroshot/round7-fewshot-5examplesperknownintent/cm_llama3.2_3b_oos.csv

@@ -0,0 +1,116 @@
+,accept_reservations,alarm,apr,are_you_a_bot,book_flight,book_hotel,calculator,calendar,calendar_update,calories,cancel,cancel_reservation,car_rental,carry_on,change_ai_name,change_language,change_speed,change_user_name,change_volume,confirm_reservation,cook_time,current_location,date,definition,directions,distance,do_you_have_pets,expiration_date,find_phone,flight_status,flip_coin,food_last,fun_fact,gas,gas_type,goodbye,greeting,how_busy,how_old_are_you,ingredient_substitution,ingredients_list,jump_start,last_maintenance,lost_luggage,make_call,maybe,meal_suggestion,meaning_of_life,measurement_conversion,meeting_schedule,mpg,next_holiday,next_song,no,nutrition_info,oil_change_how,oil_change_when,oos,order,order_checks,order_status,play_music,plug_type,pto_balance,pto_request,pto_request_status,pto_used,recipe,redeem_rewards,reminder,reminder_update,repeat,reset_settings,restaurant_reservation,restaurant_reviews,restaurant_suggestion,rewards_balance,roll_dice,routing,schedule_maintenance,schedule_meeting,shopping_list,shopping_list_update,smart_home,spelling,sync_device,taxes,tell_joke,text,thank_you,time,timer,tire_change,tire_pressure,todo_list,todo_list_update,traffic,travel_alert,travel_notification,travel_suggestion,uber,update_playlist,user_name,vaccines,w2,weather,what_are_your_hobbies,what_can_i_ask_you,what_is_your_name,what_song,where_are_you_from,whisper_mode,who_do_you_work_for,who_made_you,yes
+accept_reservations,1,0,0,2,0,3,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,1,1,0,0,0,0,0,0,0,0,0,0,1,0,0,0,3,0,0,0,28,77,0,0,0,0,2,0,1,0,0,0,2,0,0,2,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,1,0,0,0,5,0,0,3,0,0,0,7
+alarm,0,138,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,9,0,0,0
+apr,0,0,7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,131,0,1,1,10,0,0,0,0,0,0,0
+are_you_a_bot,0,0,0,13,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,8,86,1,0,0,0,0,0,26
+book_flight,0,0,0,0,45,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,95,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+book_hotel,0,0,0,0,15,59,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,47,0,0,0,4,0,6,0,0,0,0,7,0,0,0,0
+calculator,0,2,0,48,0,0,78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,2,11,0,0,0,0,0,0,0
+calendar,0,0,0,0,0,0,0,87,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,4,3,47,0,0,1,0,0,0,0
+calendar_update,0,0,0,0,0,0,0,119,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,20,0,0,0,4,0,0,0
+calories,0,1,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,147,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0
+cancel,0,0,0,0,0,0,0,0,0,0,22,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,2,0,0,0,0,0,0,0,0,3,0,0,6,0,1,0,0,0,0,0,0,0,0,0,0,0,0,7,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,1,0,10,0,0,0,89,0,0,2
+cancel_reservation,0,0,0,0,0,0,0,0,0,0,2,113,0,0,0,1,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,1,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,3,6,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,0,0,0,6,0,0,0
+car_rental,0,0,0,0,4,3,0,0,0,0,0,0,123,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,12,0,0,0,0,0,0,0,2,0,1,0,0,2,0,0,0,0
+carry_on,0,0,0,2,0,0,0,0,0,0,0,0,0,26,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,25,12,2,0,0,0,6,0,0,0,76,0,0,0,0,0,0,0
+change_ai_name,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,15,101,0,0,26,0,1,0
+change_language,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,35,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0,0,0,0,0,0,1,1,2,2,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,35,0,2,0,62,0,0,3
+change_speed,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8,0,0,2,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,1,132,0,0,0
+change_user_name,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,8,96,0,0,40,0,3,0
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