Update README.md

README.md

@@ -7,7 +7,32 @@ license: cc-by-4.0
 
 ## Example Video Analyses (Top 3 Emotions)
 <!-- This section will be populated by the HTML from Cell 0 -->
-{{YOUTUBE_PREVIEWS_HTML}}
+{{<div style='display: flex; flex-wrap: wrap; justify-content: flex-start; gap: 15px;'>
+            <div style='flex: 0 1 auto; margin-bottom: 15px; text-align: center; width: 480px; max-width: 480px;'>
+                <a href='https://www.youtube.com/watch?v=TsTVKCmqHhk' target='_blank' title='Watch video TsTVKCmqHhk'>
+                    <img src='https://img.youtube.com/vi/TsTVKCmqHhk/hqdefault.jpg' alt='YouTube Thumbnail for TsTVKCmqHhk' style='width: 100%; height: auto; border: 1px solid #ccc; border-radius: 4px; display: block;'>
+                </a>
+                <p style='font-size: 0.8em; margin-top: 5px; word-break: break-all;'>ID: TsTVKCmqHhk</p>
+            </div>
+            <div style='flex: 0 1 auto; margin-bottom: 15px; text-align: center; width: 480px; max-width: 480px;'>
+                <a href='https://www.youtube.com/watch?v=sErqFgL4vA8' target='_blank' title='Watch video sErqFgL4vA8'>
+                    <img src='https://img.youtube.com/vi/sErqFgL4vA8/hqdefault.jpg' alt='YouTube Thumbnail for sErqFgL4vA8' style='width: 100%; height: auto; border: 1px solid #ccc; border-radius: 4px; display: block;'>
+                </a>
+                <p style='font-size: 0.8em; margin-top: 5px; word-break: break-all;'>ID: sErqFgL4vA8</p>
+            </div>
+            <div style='flex: 0 1 auto; margin-bottom: 15px; text-align: center; width: 480px; max-width: 480px;'>
+                <a href='https://www.youtube.com/watch?v=BUnfuiwE_IM' target='_blank' title='Watch video BUnfuiwE_IM'>
+                    <img src='https://img.youtube.com/vi/BUnfuiwE_IM/hqdefault.jpg' alt='YouTube Thumbnail for BUnfuiwE_IM' style='width: 100%; height: auto; border: 1px solid #ccc; border-radius: 4px; display: block;'>
+                </a>
+                <p style='font-size: 0.8em; margin-top: 5px; word-break: break-all;'>ID: BUnfuiwE_IM</p>
+            </div>
+            <div style='flex: 0 1 auto; margin-bottom: 15px; text-align: center; width: 480px; max-width: 480px;'>
+                <a href='https://www.youtube.com/watch?v=dDrmjcUq8W4' target='_blank' title='Watch video dDrmjcUq8W4'>
+                    <img src='https://img.youtube.com/vi/dDrmjcUq8W4/hqdefault.jpg' alt='YouTube Thumbnail for dDrmjcUq8W4' style='width: 100%; height: auto; border: 1px solid #ccc; border-radius: 4px; display: block;'>
+                </a>
+                <p style='font-size: 0.8em; margin-top: 5px; word-break: break-all;'>ID: dDrmjcUq8W4</p>
+            </div>
+            </div>}}
 
 **Empathic-Insight-Voice-Small** is a suite of 40+ emotion and attribute regression models trained on the EMONET-VOICE benchmark dataset, which is derived from the large-scale, multilingual synthetic voice-acting dataset LAION'S GOT TALENT. Each model is designed to predict the intensity of a specific fine-grained emotion or attribute from speech audio. These models leverage embeddings from a fine-tuned Whisper model (mkrausio/EmoWhisper-AnS-Small-v0.1) followed by dedicated MLP regression heads for each dimension.