diff --git a/fanography/data.yml b/fanography/data.yml
index 8ee6c07..fd6812a 100644
--- a/fanography/data.yml
+++ b/fanography/data.yml
@@ -389,7 +389,7 @@
     blowdown: ["1-11"]
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -406,7 +406,7 @@
     unirational: yes
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -424,7 +424,7 @@
     blowdown: ["1-12"]
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -444,7 +444,7 @@
     blowdown: ["1-17"]
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -468,7 +468,7 @@
     blowdown: ["1-13"]
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 3
     Kps: 3
     Kss: 3
@@ -494,7 +494,7 @@
     unirational: yes
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -520,7 +520,7 @@
     blowdown: ["1-16"]
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -545,7 +545,7 @@
     unirational: yes
 
     Kref:
-      - "2204.06709"
+      - "MR4530187"
     Kps: 4
     Kss: 4
 
@@ -750,6 +750,8 @@
     rational: yes
     blowdown: ["1-16", "1-17"]
 
+    Kref:
+      - "MR4767563"
     Kps: 3
     Kss: 3
 
@@ -768,6 +770,7 @@
 
     Kref:
       - "2304.11334"
+      - "2403.09557"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -1276,7 +1279,7 @@
     blowdown: ["2-34", "2-34"]
 
     Kref:
-      - "2206.08539"
+      - "MR4637147"
     Ks: 4
     Kps: 4
     Kss: 4
@@ -1324,7 +1327,7 @@
     blowdown: ["2-34"]
 
     Kref:
-      - "2403.09002"
+      - "MR4767555"
     Ks: 2
     Kps: 2
     Kss: 3
@@ -1352,7 +1355,7 @@
     blowdown: ["2-25", "2-33"]
 
     Kref:
-      - "2401.02818"
+      - "MR4837283"
     Ks: 3
     Kps: 3
     Kss: 3
@@ -1419,6 +1422,8 @@
     rational: yes
     blowdown: ["2-36", "2-36"]
 
+    Kref:
+      - "MR4846021"
     Kps: 4
     Kss: 4
 
@@ -1444,6 +1449,8 @@
     rational: yes
     blowdown: ["2-29", "2-29"]
 
+    Kref:
+      - "2309.12524"
     Kps: 2
     Kss: 4
 
@@ -1467,6 +1474,8 @@
     rational: yes
     blowdown: ["2-25", "2-34", "2-35"]
 
+    Kref:
+      - "MR4621852"
     Kps: 3
     Kss: 3
 
@@ -1489,7 +1498,7 @@
     blowdown: ["2-27", "2-33", "2-34"]
 
     Kref:
-      - "2210.14770"
+      - "MR4719816"
     Kps: 2
     Kss: 4
 
@@ -2009,7 +2018,7 @@
     blowdown: ["3-27", "3-27", "3-27", "3-27"]
 
     Kref:
-      - "2206.12208"
+      - "MR4632872"
     Kps: 4
     Kss: 4
 
@@ -2033,6 +2042,8 @@
     rational: yes
     blowdown: ["3-31", "3-31"]
 
+    Kref:
+      - "MR4846021"
     Kps: 4
     Kss: 4