update citation, comments

fixed_f1.py

@@ -13,12 +13,12 @@ F1 = 2 * (precision * recall) / (precision + recall)
 """
 
 _CITATION = """
-@online{MarioBarbeque@HuggingFace,
+@online{MarioBbq@HFf1,
   author = {John Graham Reynolds aka @MarioBarbeque},
   title = {{Fixed F1 Hugging Face Metric},
   year = 2024,
   url = {https://huggingface.co/spaces/MarioBarbeque/FixedF1},
-  urldate = {0000-00-00}
+  urldate = {2024-11-5}
 }
 """
 
@@ -28,7 +28,7 @@ If None, the scores for each class are returned. Otherwise, this determines the
 Options include: {‘micro’, ‘macro’, ‘samples’, ‘weighted’, ‘binary’} or None.
 """
 
-# could in principle subclass the F1 Metric, but ideally we can work the fix into the HF main F1 class to maintain SOLID code
+# could in principle subclass the F1 Metric, but ideally we can work the fix into HF evaluate's main F1 class to maintain SOLID code
 # for this fix we create a new class
 
 class FixedF1(evaluate.Metric):
@@ -58,6 +58,7 @@ class FixedF1(evaluate.Metric):
         )
     
     # could remove specific kwargs like average, sample_weight from _compute() method of F1
+    # but leaving for sake of potentially subclassing F1
 
     def _compute(self, predictions, references, labels=None, pos_label=1, average="binary", sample_weight=None):
         score = f1_score(