Update README.md

README.md

@@ -32,16 +32,18 @@ This is a News Categorisation model for Setswana.
 
 ### News Categories
 
-0: arts_culture_entertainment_and_media 
-1: crime_law_and_justice 
-2: disaster_accident_and_emergency_incident 
-3: economy_business_and_finance 
-4: education 
-5: environment 
-6: health 
-7: politics 
-8: religion_and_belief 
-9: society
+We use the IPTC news codes [https://iptc.org/standards/newscodes/](https://iptc.org/standards/newscodes/)
+
+0. arts_culture_entertainment_and_media (Botsweretshi, setso, boitapoloso le bobegakgang)
+1. crime_law_and_justice (Bosenyi, molao le bosiamisi)
+2. disaster_accident_and_emergency_incident (Masetlapelo, kotsi le tiragalo ya maemo a tshoganyetso)
+3. economy_business_and_finance (Ikonomi, tsa kgwebo le tsa ditšhelete)
+4. education (Thuto)
+5. environment (Tikologo)
+6. health (Boitekanelo)
+7. politics (Dipolotiki)
+8. religion_and_belief (Bodumedi le tumelo)
+9. society (Setšhaba)
 
 ### Model Performance
 
@@ -51,8 +53,8 @@ Performance of models on Daily News Dikgang dataset
 |-----------------------------|--------------------------------------|-------------------|
 | Logistic Regression + TFIDF | 60.1                                 | 56.2              |
 | NCHLT TSN RoBERTa           | 64.7                                 | 60.3              |
-| PuoBERTa                    | 63.8                                 | 62.9              |
-| PuoBERTaJW300               | extbf{66.2}                          | **65.4**
+| PuoBERTa                    | **63.8**                             | **62.9**          |
+| PuoBERTaJW300               | 66.2                                 | *65.4*            |
 
 ### Usage