diff --git a/second-edition/tools/src/bin/remove_markup.rs b/second-edition/tools/src/bin/remove_markup.rs
index 8bc66f8d0..c8cbc1c18 100644
--- a/second-edition/tools/src/bin/remove_markup.rs
+++ b/second-edition/tools/src/bin/remove_markup.rs
@@ -31,6 +31,10 @@ fn write_md(output: String) {
 
 fn remove_markup(input: String) -> String {
     let filename_regex = Regex::new(r#"\A<span class="filename">(.*)</span>\z"#).unwrap();
+    // Captions sometimes take up multiple lines
+    let caption_start_regex = Regex::new(r#"\A<span class="caption">(.*)\z"#).unwrap();
+    let caption_end_regex = Regex::new(r#"(.*)</span>\z"#).unwrap();
+    let regexen = vec![filename_regex, caption_start_regex, caption_end_regex];
 
     let lines: Vec<_> = input.lines().flat_map(|line| {
         // Remove our figure and caption markup
@@ -43,10 +47,12 @@ fn remove_markup(input: String) -> String {
         // Remove our syntax highlighting and rustdoc markers
         } else if line.starts_with("```") {
             Some(String::from("```"))
-        // Remove the span around filenames
+        // Remove the span around filenames and captions
         } else {
-            let result = filename_regex.replace_all(line, |caps: &Captures| {
-                caps.at(1).unwrap().to_owned()
+            let result = regexen.iter().fold(line.to_string(), |result, regex| {
+                regex.replace_all(&result, |caps: &Captures| {
+                    caps.at(1).unwrap().to_owned()
+                })
             });
             Some(result)
         }