Add SetFit model

README.md

@@ -10,14 +10,14 @@ datasets:
 metrics:
 - accuracy
 widget:
-- text: 'Then , at a signal , the ringers begin varying the order in which the bells
-    sound without altering the steady rhythm of the striking . '
-- text: 'The others here today live elsewhere . '
 - text: 'Mr. Hammond worries that old age and the flightiness of youth will diminish
     the ranks of the East Anglian group that keeps the Aslacton bells pealing . '
+- text: 'The others here today live elsewhere . '
 - text: '`` So crunch , crunch , crunch , bang , bang , bang -- here come the ringers
     from above , making a very obvious exit while the congregation is at prayer ,
     `` he says . '
+- text: 'Then , at a signal , the ringers begin varying the order in which the bells
+    sound without altering the steady rhythm of the striking . '
 pipeline_tag: text-classification
 inference: true
 base_model: sentence-transformers/paraphrase-mpnet-base-v2
@@ -53,10 +53,10 @@ The model has been trained using an efficient few-shot learning technique that i
 ### Model Labels
 | Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
 |:------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
-| 1     | <ul><li>'The art of change-ringing is peculiar to the English , and , like most English peculiarities , unintelligible to the rest of the world . '</li><li>'Of all scenes that evoke rural England , this is one of the loveliest : An ancient stone church stands amid the fields , the sound of bells cascading from its tower , calling the faithful to evensong . '</li><li>'In the tower , five men and women pull rhythmically on ropes attached to the same five bells that first sounded here in 1614 . '</li></ul>                                  |
-| 0     | <ul><li>'The parishioners of St. Michael and All Angels stop to chat at the church door , as members here always have . '</li><li>'History , after all , is not on his side . '</li><li>"According to a nationwide survey taken a year ago , nearly a third of England 's church bells are no longer rung on Sundays because there is no one to ring them . "</li></ul>                                                                                                                                                                                       |
+| 0     | <ul><li>'The art of change-ringing is peculiar to the English , and , like most English peculiarities , unintelligible to the rest of the world . '</li><li>'Of all scenes that evoke rural England , this is one of the loveliest : An ancient stone church stands amid the fields , the sound of bells cascading from its tower , calling the faithful to evensong . '</li><li>'In the tower , five men and women pull rhythmically on ropes attached to the same five bells that first sounded here in 1614 . '</li></ul>                                  |
+| 3     | <ul><li>'The parishioners of St. Michael and All Angels stop to chat at the church door , as members here always have . '</li><li>'History , after all , is not on his side . '</li><li>"According to a nationwide survey taken a year ago , nearly a third of England 's church bells are no longer rung on Sundays because there is no one to ring them . "</li></ul>                                                                                                                                                                                       |
 | 2     | <ul><li>'Now , only one local ringer remains : 64-year-old Derek Hammond . '</li><li>'The others here today live elsewhere . '</li><li>'No one speaks , and the snaking of the ropes seems to make as much sound as the bells themselves , muffled by the ceiling . '</li></ul>                                                                                                                                                                                                                                                                               |
-| 3     | <ul><li>'`` To ring for even one service at this tower , we have to scrape , `` says Mr. Hammond , a retired water-authority worker . `` '</li><li>'When their changes are completed , and after they have worked up a sweat , ringers often skip off to the local pub , leaving worship for others below . '</li><li>"Two years ago , the Rev. Jeremy Hummerstone , vicar of Great Torrington , Devon , got so fed up with ringers who did n't attend service he sacked the entire band ; the ringers promptly set up a picket line in protest . "</li></ul> |
+| 1     | <ul><li>'`` To ring for even one service at this tower , we have to scrape , `` says Mr. Hammond , a retired water-authority worker . `` '</li><li>'When their changes are completed , and after they have worked up a sweat , ringers often skip off to the local pub , leaving worship for others below . '</li><li>"Two years ago , the Rev. Jeremy Hummerstone , vicar of Great Torrington , Devon , got so fed up with ringers who did n't attend service he sacked the entire band ; the ringers promptly set up a picket line in protest . "</li></ul> |
 
 ## Uses
 

model_head.pkl

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2821fd78958bdd8f4d95311a4be3a4ac873877a5e8d50eb3d23445d323fd20f0
+oid sha256:b6a88007898c76444b7e87e830b0561142d22972a75a50ac0acb3db724fcfaa7
 size 13824