Update README.md

README.md

@@ -26,7 +26,7 @@ An Awesome List of Artificial Intelligence-related Market Maps from 2025 and 202
 As these things go, this awesome list was inspired out of an ongoing personal frustration — I have been searching for a frequently updated and well-resourced list of recent AI-related market maps. Since I couldn't find a comprehensive resource which met my needs, I decided to set something up for the greater community.
 
 METHODOLOGY  
-The list is currently organized by quarter, to illustrate hot topics as they are discussed and how fast the industry is evolving, mostly focusing on market maps from 2025 and 2024. My current data collection workflow includes ChatGPT, Exa Websets, Liner and some other methods.
+The list is currently organized by quarter, to illustrate hot topics as they are discussed and how fast the industry is evolving, mostly focusing on market maps from 2025 and 2024. My current data collection workflow includes ChatGPT, Exa Websets, Liner, human-in-the-loop curation, and some other methods.
 
 ADD OR UPDATE A MARKET MAP  
 Named AI market maps, landscapes, blog posts with market maps, and related AI industry positioning (such as top XX lists) are fine.
@@ -44,9 +44,11 @@ OR
 - The CSV files will be named as to date of extraction and upload.   
 - The current column structure is: Date, Category, Author, Title, URL.  
 
-### Dataset Warning
+### Dataset Warnings
 
-⚠️ Please be on the lookout for stray commas in some of the fields.
+⚠️ Please be on the lookout for stray commas or other punctuation in some of the fields.
+⚠️ In some rows, data has been transformed to remove troublesome punctuation.
+⚠️ Dataset content will typically lag the GitHub repo.
 
 
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