diff --git a/docs/nerfology/methods/nerfacto.md b/docs/nerfology/methods/nerfacto.md
index c1137884a..63684848f 100644
--- a/docs/nerfology/methods/nerfacto.md
+++ b/docs/nerfology/methods/nerfacto.md
@@ -55,7 +55,7 @@ It is not uncommon to have errors in the predicted camera poses. This is even mo
 
 ### Piecewise Sampler
 
-We use a Piecewise sampler to produce the initial set of samples of the scene. This sampler allocates half of the samples uniformly up to a distance of 1 from the camera. The remaining samples are distributed such that the step size increases with each sample. The step size is chosen such that the [frustums](../model_components/visualize_samples.ipynb) are scaled versions of themselves. By increasing the step sizes, we are able to sample distant objects will still having a dense set of samples for nearby objects.
+We use a Piecewise sampler to produce the initial set of samples of the scene. This sampler allocates half of the samples uniformly up to a distance of 1 from the camera. The remaining samples are distributed such that the step size increases with each sample. The step size is chosen such that the [frustums](../model_components/visualize_samples.ipynb) are scaled versions of themselves. By increasing the step sizes, we are able to sample distant objects while still having a dense set of samples for nearby objects.
 
 ### Proposal Sampler