Update index.md

Author: soujanyaporia

index.md

@@ -9,12 +9,12 @@ related: false
 logo:
   - image_path: /assets/images/logos/square-light.png
     id: "big-home-logo"
-    excerpt: "Welcome fellow researchers to the DeCLaRe Lab! We are a small group of researchers working on challenging problems in AI. To know more about our work, please browse our catalog of [publications](/publications/)."
+    excerpt: "Welcome, fellow researchers, to the DeCLaRe Lab! We are a small group of researchers located at Nanyang Technological University (NTU) working on challenging problems in AI. To know more about our work, please browse our catalog of [publications](/publications/)."
 ---
 
 {% include feature_row_home_img id="logo" type="left" %}
 
-Here are some key research by our lab that got some attention:
+Here are some key research works by our lab that got some attention:
 - **Multimodal Representation Learning/Multimodal Fusion:** [One of the first works to show multimodal fusion can be achieved using self-attention - MISA](https://dl.acm.org/doi/pdf/10.1145/3394171.3413678), [TFN](https://arxiv.org/pdf/1707.07250), [MELD](https://arxiv.org/pdf/1810.02508), [MFN](https://ojs.aaai.org/index.php/AAAI/article/view/12021/11880), [Multimodal InfoMax](https://arxiv.org/abs/2109.00412)
 - **Emotion/Sentiment Recognition in Conversations/Context or Other Dialogue System Works:** [DialogueRNN](https://ojs.aaai.org/index.php/AAAI/article/download/4657/4535), [DialogueGCN](https://arxiv.org/pdf/1908.11540), [BC-LSTM](https://aclanthology.org/P17-1081.pdf), [MIME](https://arxiv.org/pdf/2010.01454), [CICERO](https://arxiv.org/pdf/2203.13926)
 - **Text-to-Audio Generative Models:** [Tango](https://dl.acm.org/doi/abs/10.1145/3581783.3612348), [TangoFlux](https://arxiv.org/pdf/2412.21037)