finalise message

app.py

@@ -178,19 +178,19 @@ if __name__ == "__main__":
         gr.Markdown(
             """
             One of the major claims of the <a href="https://arxiv.org/abs/2311.00430"> Distil-Whisper paper</a> is that 
-            that Distil-Whisper hallucinates less than Whisper on long-form audio. To demonstrate this, we'll analyse the
-            transcriptions generated by <a href="https://huggingface.co/openai/whisper-large-v2"> Whisper</a> 
-            and <a href="https://huggingface.co/distil-whisper/distil-large-v2"> Distil-Whisper</a> on the 
+            that Distil-Whisper hallucinates less than Whisper on long-form audio. To demonstrate this, we analyse the
+            transcriptions generated by Whisper <a href="https://huggingface.co/openai/whisper-large-v2"> large-v2</a> 
+            and Distil-Whisper <a href="https://huggingface.co/distil-whisper/distil-large-v2"> distil-large-v2</a> on the 
             <a href="https://huggingface.co/datasets/distil-whisper/tedlium-long-form"> TED-LIUM</a> validation set.
 
             To quantify the amount of repetition and hallucination in the predicted transcriptions, we measure the number 
             of repeated 5-gram word duplicates (5-Dup.) and the insertion error rate (IER). Analysis is performed on the 
-            overall level, where statistics are computed over the entire dataset, and also a per-sample level (i.e. an 
+            <b>overall level</b>, where statistics are computed over the entire dataset, and also a <b>per-sample level</b> (i.e. an 
             on an individual example basis).
             
             The transcriptions for both models are shown at the bottom of the demo. We compute a text difference for each 
             relative to the ground truth transcriptions. Insertions are displayed in <span style='background-color:Lightgreen'>green</span>,
-            and deletions in <span style='background-color:#FFCCCB'><s>red</s></span>. Multiple words in <span style='background-color:Lightgreen'>green</span>
+            and deletions in <span style='background-color:#FFCCCB'><s>red</s></span>. Multiple consecutive words in <span style='background-color:Lightgreen'>green</span>
             indicates that a model has hallucinated, since it has inserted words not present in the ground truth transcription.
             
             Overall, Distil-Whisper has roughly half the number of 5-Dup. and IER. This indicates that it has a lower