diff --git a/website/docs/api/large-language-models.mdx b/website/docs/api/large-language-models.mdx
index 993b77839..6f4ba344e 100644
--- a/website/docs/api/large-language-models.mdx
+++ b/website/docs/api/large-language-models.mdx
@@ -784,18 +784,19 @@ supports `.yml`, `.yaml`, `.json` and `.jsonl`.
 path = "textcat_examples.json"
 ```
 
-If you want to perform few-shot learning with a binary classifier, you can
-provide positive and negative examples - e. g.:
+If you want to perform few-shot learning with a binary classifier (i. e. a text either should or should not be assigned
+to a given class), you can provide positive and negative examples with the POS/NEG label. An example for spam
+classification:
 
 ```json
 [
   {
     "text": "You won the lottery! Wire a fee of 200$ to be able to withdraw your winnings.",
-    "answer": "Spam"
+    "answer": "POS"
   },
   {
     "text": "Your order #123456789 has arrived",
-    "answer": "NotSpam"
+    "answer": "NEG"
   }
 ]
 ```