Update README.md

README.md

@@ -36,7 +36,7 @@ We are pleased to introduce **FinText-TSFM**, a comprehensive suite of **time se
   Our findings show that **off-the-shelf TSFMs** underperform in zero-shot forecasting, while **finance-pretrained models** achieve large gains in both predictive accuracy and portfolio Sharpe ratios.
 
 - **Evaluation Scope:**  
-  Models are benchmarked across **U.S. and international equities**, using rolling windows (5, 21, 252, 512 days) and **18M+ out-of-sample forecasts**.
+  Models are benchmarked across **U.S. and international markets**, using rolling windows (5, 21, 252, 512 days) and **18M+ out-of-sample forecasts**.
 
 
 ### 🧠 Technical Overview
@@ -67,19 +67,16 @@ This project was made possible through computational and institutional support f
 
 
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-<div style="display: flex; flex-direction: column; align-items: center; justify-content: center; margin-top: 20px; text-align: center;">
-  <p style="font-weight: bold; font-size: 1.2em; margin-bottom: 4px;">Developed by:</p>
-  <div style="display: flex; align-items: center; justify-content: center; gap: 30px; flex-wrap: wrap; margin-top: 0;">
-    <img src="https://fintext.ai/UoM-logo.svg" alt="University of Manchester Logo" style="width: 220px; height: auto;">
-    <img src="https://fintext.ai/UCL-logo.jpg" alt="UCL Logo" style="width: 110px; height: auto;">
+<div style="display: flex; flex-direction: column; align-items: center; justify-content: center; margin-top: 10px; text-align: center; line-height: 1.2;">
+  <p style="font-weight: bold; font-size: 1.1em; margin: 0;">Developed by:</p>
+  <div style="display: flex; align-items: center; justify-content: center; gap: 25px; flex-wrap: wrap; margin: 4px 0;">
+    <img src="https://fintext.ai/UoM-logo.svg" alt="University of Manchester Logo" style="width: 210px; height: auto; margin: 0;">
+    <img src="https://fintext.ai/UCL-logo.jpg" alt="UCL Logo" style="width: 100px; height: auto; margin: 0;">
   </div>
-  <p style="font-size: 0.8em; margin-top: 6px;">
+  <p style="font-size: 0.8em; margin: 0;">
     Alliance Manchester Business School, The University of Manchester<br>
     Department of Mathematics, University College London
   </p>
 </div>
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