diff --git a/doc/tutorials/linear_regression/linear_regression.txt b/doc/tutorials/linear_regression/linear_regression.txt
index 8ca71e28b5..f58187e0d3 100644
--- a/doc/tutorials/linear_regression/linear_regression.txt
+++ b/doc/tutorials/linear_regression/linear_regression.txt
@@ -32,8 +32,7 @@ offset term (or intercept term) \f$\beta_0\f$.
 
 \b mlpack provides:
 
- - a \ref cli_lrtut "simple command-line executable" to run nearest-neighbors search
-   (and furthest-neighbors search)
+ - a \ref cli_lrtut "simple command-line executable" to perform linear regression
  - a \ref linreg_lrtut "simple C++ interface" to perform linear regression
 
 @section toc_lrtut Table of Contents