Update my_pages/txt_pages.py

my_pages/txt_pages.py

@@ -23,9 +23,9 @@ def render():
             ("Since there is missing information, this leaves room for multiple possible ways to fill the gap.", 3),
             ("The existence of multiple equally correct interpretations of data (i.e., AI models), "
              "with no evidence to elevate one over another due to lack of information, "
-             "is known as the <u><i>Rashomon effect.</i></u>", 4),
+             "is known as the <b><i>Rashomon effect.</i></b>", 4),
             ("As these models represent different interpretations of data, they might disagree with each other, "
-             "thus creating conflicting predictions, known as <b><u><i>predictive multiplicity.</i></u></b>", 4),
+             "and produce varying predictions for the same input, known as <b><i>predictive multiplicity.</i></b>", 4),
             ("<br><br>Click 'Next' to observe the Rashomon effect and multiplicity on an actual dataset.", 1)
         ]
     
@@ -46,12 +46,12 @@ def render():
         add_navigation("developer_decisions", "ica")
         
         paragraphs = [
-            ("Welcome to the Multiplicity Interactive Demo 4.", 2),
-            ("In this demo, you will explore how developer choices create a multiverse of possible models, "
-            "and how these choices connect to concerns of arbitrariness and homogenization in AI.", 2),
-            ("The takeaway for the demo will be presented when you click 'Get Started'. "
-            "You may then navigate the demo by interacting with various concepts in the takeaway paragraph "
-            "and returning as you wish, or follow the guided tutorial which will go through all pieces in order.", 2)
+            ("With so many decisions to take, it is not possible to make sure each decision is deliberate and appropriately chosen.", 3),
+            ("We use the <b><i>intention-convention-arbitrariness (ICA)</b></i> framework to better understand these decisions.", 2),
+            ("Intentional decisions are taken with an understanding of how they will impact the resulting model.", 2),
+            ("Conventional decisions simply follow existing trends or conventions, without studying their impact in the context.", 2),
+            ("Arbitrary decisions force randomness in model design without any conventional bias or intentional understanding of their impact.", 2),
+            ("<br><br>Click 'Next' to discover how various developer decisions fit into the ICA framework.", 1)
         ]
     
         add_fadein_text(paragraphs)
@@ -60,12 +60,12 @@ def render():
         add_navigation("ica", "multiverse")
         
         paragraphs = [
-            ("Welcome to the Multiplicity Interactive Demo 5.", 2),
-            ("In this demo, you will explore how developer choices create a multiverse of possible models, "
-            "and how these choices connect to concerns of arbitrariness and homogenization in AI.", 2),
-            ("The takeaway for the demo will be presented when you click 'Get Started'. "
-            "You may then navigate the demo by interacting with various concepts in the takeaway paragraph "
-            "and returning as you wish, or follow the guided tutorial which will go through all pieces in order.", 2)
+            ("Conventional decisions by developers can lead to <b><i>homogenization</b></i>, as different models start to converge to similar behaviour. "
+             "Homogenization create concerns of systemic bias and reduced diversity.", 4),
+            ("Arbitrary decisions, on the other hand, can lead to <b><i>conflicting predictions</b></i> between different models. "
+             "Conflicting predictions create capriciousness, thus a 'lack of justification' for arbitrariness in predictions.", 4),
+            ("Let's get into the role of a developer to understand these concerns and why they matter.", 2),
+            ("<br><br>Click 'Next' to train your own models to traverse the multiverse.", 1)
         ]
     
         add_fadein_text(paragraphs)