Fix missing hyphens

burn-book/src/import/pytorch-model.md

@@ -208,13 +208,13 @@ let model = Net::<Backend>::new_with(record);
 with both an encoder and a decoder, it's possible to load only the encoder weights. This is done by
 defining the encoder in Burn, allowing the loading of its weights while excluding the decoder's.
 
-### Specifying the top-level-key for state_dict
+### Specifying the top-level key for state_dict
 
 Sometimes the [`state_dict`](https://pytorch.org/tutorials/beginner/saving_loading_models.html#what-is-a-state-dict)
-is nested under a top-level-key along with other metadata as in a
+is nested under a top-level key along with other metadata as in a
 [general checkpoint](https://pytorch.org/tutorials/beginner/saving_loading_models.html#saving-loading-a-general-checkpoint-for-inference-and-or-resuming-training).
 For example, the `state_dict` of the whisper model is nested under `model_state_dict` key.
-In this case, you can specify the top-level-key in `LoadArgs`:
+In this case, you can specify the top-level key in `LoadArgs`:
 
 ```rust
 let device = Default::default();

burn-core/src/record/serde/de.rs

@@ -458,7 +458,7 @@ impl<A: BurnModuleAdapter> IntoDeserializer<'_, Error> for NestedValueWrapper<A>
 
 /// A default deserializer that always returns the default value.
 struct DefaultDeserializer {
-    /// The originator field name (the top level missing field name)
+    /// The originator field name (the top-level missing field name)
     originator_field_name: Option<String>,
 }
 

burn-import/src/pytorch/reader.rs

@@ -30,7 +30,7 @@ use serde::{de::DeserializeOwned, Serialize};
 ///
 /// * `path` - A string slice that holds the path of the file to read.
 /// * `key_remap` - A vector of tuples containing a regular expression and a replacement string.
-/// * `top_level_key` - An optional top level key to load state_dict from a dictionary.
+/// * `top_level_key` - An optional top-level key to load state_dict from a dictionary.
 pub fn from_file<PS, D, B>(
     path: &Path,
     key_remap: Vec<(Regex, String)>,

burn-import/src/pytorch/recorder.rs

@@ -89,8 +89,8 @@ pub struct LoadArgs {
     /// A list of key remappings.
     pub key_remap: Vec<(Regex, String)>,
 
-    /// Top level key to load state_dict from the file.
-    /// Sometimes the state_dict is nested under a top level key in a dict.
+    /// Top-level key to load state_dict from the file.
+    /// Sometimes the state_dict is nested under a top-level key in a dict.
     pub top_level_key: Option<String>,
 }
 
@@ -125,12 +125,12 @@ impl LoadArgs {
         self
     }
 
-    /// Set top level key to load state_dict from the file.
-    /// Sometimes the state_dict is nested under a top level key in a dict.
+    /// Set top-level key to load state_dict from the file.
+    /// Sometimes the state_dict is nested under a top-level key in a dict.
     ///
     /// # Arguments
     ///
-    /// * `key` - The top level key to load state_dict from the file.
+    /// * `key` - The top-level key to load state_dict from the file.
     pub fn with_top_level_key(mut self, key: &str) -> Self {
         self.top_level_key = Some(key.into());
         self