Fix 2D example mode labels

Author: ponythewhite

README.md

@@ -96,10 +96,10 @@ At billion-vector scale, the algorithm is only half the story. Memory movement i
 
 This is the practical difference between a paper result and a pipeline you can actually operate.
 
-### A 2D example using k-means, clostera, and clostera-fastest
+### A 2D example using k-means, clostera-quality, and clostera-fastest
 
 <p align="center">
-  <img src="docs/assets/kmeans_vs_clostera_2d.png" alt="2D comparison of k-means, clostera, and clostera-fastest" width="100%">
+  <img src="docs/assets/kmeans_vs_clostera_2d.png" alt="2D comparison of k-means, clostera-quality, and clostera-fastest" width="100%">
 </p>
 
 ### Large-scale evaluation

docs/assets/kmeans_vs_clostera_2d.png

@@ -857,7 +857,7 @@ def render_original_style_teaser(output_path: Path) -> None:
     axes[2].scatter(vectors[:, 0], vectors[:, 1], c="black", s=13, marker="D", linewidths=0.0, alpha=0.92)
     axes[2].scatter(fast_centers[:, 0], fast_centers[:, 1], c="red", s=78, edgecolors="white", linewidths=0.7)
 
-    for axis, title in zip(axes, ["(a) k-means", "(b) clostera", "(c) clostera-fastest"]):
+    for axis, title in zip(axes, ["(a) k-means", "(b) clostera-quality", "(c) clostera-fastest"]):
         axis.set_xlim(x_min, x_max)
         axis.set_ylim(y_min, y_max)
         axis.set_xticks([])