diff --git a/docs/src/callbacks.md b/docs/src/callbacks.md
index bbf7783e..0156f238 100644
--- a/docs/src/callbacks.md
+++ b/docs/src/callbacks.md
@@ -122,7 +122,7 @@ cb = mcmc_callback(
     name_filter=(
         include=["mu", "sigma"],  # Only log these parameters
         exclude=["_internal"],     # Exclude matching names
-        stats=true,                # Include step-level statistics
+        stats=false,               # Include step-level statistics
         extras=true,               # Include extra diagnostics
     ),
 )
@@ -143,8 +143,8 @@ cb = mcmc_callback(
     stats_options=(skip=50, thin=2),
     name_filter=(
         exclude=["_internal"],
+        stats=false,
         extras=true,
-        hyperparams=true,
     ),
 )
 
diff --git a/src/callbacks.jl b/src/callbacks.jl
index 393f54a6..9c43b17a 100644
--- a/src/callbacks.jl
+++ b/src/callbacks.jl
@@ -278,7 +278,7 @@ Create a TensorBoard logging callback. **Requires TensorBoardLogger.jl to be loa
   - `true` or `:default`: Use default statistics (Mean, Variance, KHist) - requires OnlineStats
   - An OnlineStat or tuple of OnlineStats - requires OnlineStats
 - `stats_options`: NamedTuple with `thin`, `skip`, `window`
-- `name_filter`: NamedTuple with `include`, `exclude`, `stats`, `hyperparams`
+- `name_filter`: NamedTuple with `include`, `exclude`, `stats`, `extras`
 
 # Examples
 ```julia