diff --git a/latex/splash2024/len_dist_bifi.tex b/latex/splash2024/len_dist_bifi.tex
index 7663eb29..199d2ffb 100644
--- a/latex/splash2024/len_dist_bifi.tex
+++ b/latex/splash2024/len_dist_bifi.tex
@@ -6,8 +6,9 @@
     ybar,
     axis lines*=left,
     xtick={0, 10, 20, 30, 40, 50, 60, 70},
-    ytick={0, 0.1, 0.2, 0.3, 0.4},
-    ymax=0.4,
+    ytick={0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0},
+    ymax=1.0,
+    ymin=0.0,
     bar width=4pt,
   ]
 
diff --git a/latex/splash2024/len_dist_s2p.tex b/latex/splash2024/len_dist_s2p.tex
index c553dea5..c2d4264e 100644
--- a/latex/splash2024/len_dist_s2p.tex
+++ b/latex/splash2024/len_dist_s2p.tex
@@ -6,14 +6,15 @@
     ybar,
     axis lines*=left,
     xtick={0, 10, 20, 30, 40, 50, 60, 70},
-    ytick={0, 0.1, 0.2, 0.3, 0.4},
-    ymax=0.4,
+    ytick={0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0},
+    ymax=1.0,
+    ymin=0.0,
     bar width=4pt,
   ]
 
-    \addplot[green, fill=green] coordinates {(0, 0.368078) (10, 0.416931) (20, 0.393548) (30, 0.387001) (40, 0.3125) (50, 0.289926) (60, 0.258278) (70, 0.198157)};
-    \addplot[blue, fill=blue] coordinates {(0, 0.127450) (10, 0.131627) (20, 0.133111) (30, 0.107287) (40, 0.099537) (50, 0.104729) (60, 0.100418) (70, 0.123762)};
-    \addplot[orange, fill=orange] coordinates {(0, 0.037735) (10, 0.072) (20, 0.086093) (30, 0.08125) (40, 0.088235) (50, 0.022727) (60, 0.054945) (70, 0.061538)};
+  \addplot[green, fill=green] coordinates {(0, 0.352631) (10, 0.413115) (20, 0.400502) (30, 0.378440) (40, 0.308869) (50, 0.287755) (60, 0.268817) (70, 0.210526)};
+  \addplot[blue, fill=blue] coordinates {(0, 0.122529) (10, 0.126453) (20, 0.144192) (30, 0.118483) (40, 0.108007) (50, 0.106849) (60, 0.097403) (70, 0.122047)};
+  \addplot[orange, fill=orange] coordinates {(0, 0.03125) (10, 0.070922) (20, 0.077348) (30, 0.087629) (40, 0.094675) (50, 0.02) (60, 0.066038) (70, 0.063291)};
 
     \legend{Δ=1,Δ=2,Δ=3}
   \end{axis}
diff --git a/latex/splash2024/len_dist_tidy.tex b/latex/splash2024/len_dist_tidy.tex
index 7663eb29..df938ab4 100644
--- a/latex/splash2024/len_dist_tidy.tex
+++ b/latex/splash2024/len_dist_tidy.tex
@@ -2,19 +2,20 @@
   \begin{axis}[
     xlabel={$|\sigma|$},
     ylabel={Precision@1},
-    title={BIFI Repair Precision},
+    title={Tidyparse Repair Precision},
     ybar,
     axis lines*=left,
     xtick={0, 10, 20, 30, 40, 50, 60, 70},
-    ytick={0, 0.1, 0.2, 0.3, 0.4},
-    ymax=0.4,
+    ytick={0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0},
+    ymax=1.0,
+    ymin=0.0,
     bar width=4pt,
   ]
 
-    \addplot[green, fill=green] coordinates {(0, 0.196013) (10, 0.326401) (20, 0.318538) (30, 0.272843) (40, 0.213894) (50, 0.206651) (60, 0.247525) (70, 0.179245)};
-    \addplot[blue, fill=blue] coordinates {(0, 0.174603) (10, 0.176651) (20, 0.209573) (30, 0.19195) (40, 0.18851) (50, 0.176166) (60, 0.110787) (70, 0.106383)};
-    \addplot[orange, fill=orange] coordinates {(0, 0.015873) (10, 0.021858) (20, 0.030435) (30, 0.02439) (40, 0.032922) (50, 0.045) (60, 0.027397) (70, 0.017094)};
+  \addplot[green, fill=green] coordinates {(0, 1.0) (10, 1.0) (20, 1.0) (30, 1.0) (40, 1.0) (50, 1.0) (60, 1.0) (70, 1.0)};
+  \addplot[blue, fill=blue] coordinates {(0, 0.3) (10, 0.286) (20, 0.205) (30, 0.433) (40, 0.256) (50, 0.296) (60, 0.236) (70, 0.315)};
+  \addplot[orange, fill=orange] coordinates {(0, 0.46875) (10, 0.321) (20, 0.366) (30, 0.24) (40, 0.407) (50, 0.454) (60, 0.574) (70, 0.526)};
 
-    \legend{Δ=1,Δ=2,Δ=3}
+%  \legend{Δ=1,Δ=2,Δ=3}
   \end{axis}
 \end{tikzpicture}
\ No newline at end of file
diff --git a/latex/splash2024/splash.pdf b/latex/splash2024/splash.pdf
index 3a33a3ee..659a3c45 100644
Binary files a/latex/splash2024/splash.pdf and b/latex/splash2024/splash.pdf differ
diff --git a/latex/splash2024/splash.tex b/latex/splash2024/splash.tex
index 32f82ddb..00205e47 100644
--- a/latex/splash2024/splash.tex
+++ b/latex/splash2024/splash.tex
@@ -1018,7 +1018,7 @@
   We can also plot this for two other SoTA models, S2P and BIFI across length and distance.
 
   \begin{figure}[h!]
-    \resizebox{.32\textwidth}{!}{\input{len_dist_s2p}}
+    \resizebox{.32\textwidth}{!}{\input{len_dist_tidy}}
     \resizebox{.32\textwidth}{!}{\input{len_dist_s2p}}
     \resizebox{.32\textwidth}{!}{\input{len_dist_bifi}}
     \caption{Tidyparse, Seq2Parse and BIFI precision at various lengths and Levenshtein distances.}\label{fig:len_dist_prec}