Update README.md

README.md

@@ -166,4 +166,4 @@ pytest
 
 # Support
 
-The best way to get support is to open an issue on this repo or post in #inductive-biases in the [EleutherAI Discord server](https://discord.gg/eleutherai). If you've used the library and have had a positive (or negative) experience, we'd love to hear from you!
+The best way to get support is to open an issue on this repo or post in #interp-across-time in the [EleutherAI Discord server](https://discord.gg/eleutherai). If you've used the library and have had a positive (or negative) experience, we'd love to hear from you!

src/bindings/in_memory_index.rs

@@ -171,7 +171,7 @@ impl InMemoryIndex {
     /// Warning: O(k**n) where k is vocabulary size, use with caution.
     /// Improve smoothed model quality by replacing the default delta hyperparameters
     /// for models of order n and below with improved estimates over the entire index.
-    /// https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf, page 16."""
+    /// <https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf/>, page 16.
     pub fn estimate_deltas(&mut self, n: usize) {
         self.index.estimate_deltas(n);
     }

src/bindings/memmap_index.rs

@@ -141,7 +141,7 @@ impl MemmapIndex {
     /// Warning: O(k**n) where k is vocabulary size, use with caution.
     /// Improve smoothed model quality by replacing the default delta hyperparameters
     /// for models of order n and below with improved estimates over the entire index.
-    /// https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf, page 16."""
+    /// <https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf/>, page 16.
     pub fn estimate_deltas(&mut self, n: usize) {
         self.index.estimate_deltas(n);
     }

src/bindings/sharded_memmap_index.rs

@@ -122,7 +122,7 @@ impl ShardedMemmapIndex {
     /// Warning: O(k**n) where k is vocabulary size, use with caution.
     /// Improve smoothed model quality by replacing the default delta hyperparameters
     /// for models of order n and below with improved estimates over the entire index.
-    /// https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf, page 16."""
+    /// <https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf/>, page 16.
     pub fn estimate_deltas(&mut self, n: usize) {
         self.index.estimate_deltas(n);
     }

src/sharded_memmap_index.rs

@@ -216,7 +216,7 @@ impl<T: Unsigned> ShardedMemmapIndexTrait for ShardedMemmapIndexRs<T> {
     /// Warning: O(k**n) where k is vocabulary size, use with caution.
     /// Improve smoothed model quality by replacing the default delta hyperparameters
     /// for models of order n and below with improved estimates over the entire index.
-    /// https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf, page 16."""
+    /// <https://people.eecs.berkeley.edu/~klein/cs294-5/chen_goodman.pdf/>, page 16.
     fn estimate_deltas(&mut self, n: usize) {
         <Self as Sample<T>>::estimate_deltas(self, n);
     }