diff --git a/datasketches/src/bloom/mod.rs b/datasketches/src/bloom/mod.rs
index 5b2fbce2..e5d67652 100644
--- a/datasketches/src/bloom/mod.rs
+++ b/datasketches/src/bloom/mod.rs
@@ -33,6 +33,18 @@
 //! [`difference()`](BloomFilter::difference) excludes the right filter's items exactly, but
 //! may also drop left items whose hash positions collide with the right filter.
 //!
+//! # Cross-language hashing
+//!
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`natural_extend`](crate::hash::value::natural_extend)
+//!   for narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! Skip empty strings and byte slices before inserting into the filter. For these inputs,
+//! return `false` without querying the filter, including for queries combined with insertion.
+//!
 //! # Usage
 //!
 //! ```
diff --git a/datasketches/src/bloom/sketch.rs b/datasketches/src/bloom/sketch.rs
index 4dce8ab2..b6dfbe19 100644
--- a/datasketches/src/bloom/sketch.rs
+++ b/datasketches/src/bloom/sketch.rs
@@ -38,6 +38,8 @@ const EMPTY_FLAG_MASK: u8 = 1 << 2;
 /// * No false negatives (inserted items always return `true`)
 /// * Tunable false positive rate
 /// * Constant space usage
+///
+/// See the [module level documentation](super) for more.
 #[derive(Debug, Clone, PartialEq)]
 pub struct BloomFilter {
     /// Hash seed for all hash functions
diff --git a/datasketches/src/countmin/mod.rs b/datasketches/src/countmin/mod.rs
index 03c92838..14855a15 100644
--- a/datasketches/src/countmin/mod.rs
+++ b/datasketches/src/countmin/mod.rs
@@ -20,30 +20,70 @@
 //! The CountMin sketch provides approximate frequency counts for streaming data
 //! with configurable relative error and confidence bounds.
 //!
-//! Serial version 2 sketches with `i64` counters support cross-language binary interchange when
-//! items use compatible hashing; see [`CountMinSketch`] and [`hash::value`](crate::hash::value).
+//! # Cross-language hashing
+//!
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`natural_extend`](crate::hash::value::natural_extend)
+//!   for narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! Use `i64` counters for cross-language interchange. Skip empty strings and byte slices before
+//! updating the sketch. For these inputs, return zero for the estimate and both bounds without
+//! querying the sketch.
 //!
 //! # Usage
 //!
+//! Choose the number of buckets and hash functions from the desired relative error and
+//! confidence, then update the sketch as items arrive:
+//!
 //! ```
 //! use datasketches::countmin::CountMinSketch;
-//! use datasketches::hash::value::raw_bytes;
 //!
-//! let mut sketch = CountMinSketch::<i64>::new(5, 256).unwrap();
-//! sketch.update(raw_bytes::from_str("apple"));
-//! sketch.update_with_weight(raw_bytes::from_str("banana"), 3);
-//! assert!(sketch.estimate(raw_bytes::from_str("banana")) >= 3);
+//! let buckets = CountMinSketch::<i64>::suggest_num_buckets(0.01)?;
+//! let hashes = CountMinSketch::<i64>::suggest_num_hashes(0.99)?;
+//! let mut sketch = CountMinSketch::<i64>::new(hashes, buckets)?;
+//! sketch.update(42i64);
+//! sketch.update_with_weight(42i64, 5);
+//!
+//! assert_eq!(sketch.estimate(42i64), 6);
+//! assert!(sketch.lower_bound(42i64) <= 6);
+//! assert!(sketch.upper_bound(42i64) >= 6);
+//! # Ok::<(), datasketches::error::Error>(())
 //! ```
 //!
-//! # Configuration Helpers
+//! ## Empty inputs
+//!
+//! This example handles empty strings before updating or querying. Byte slices use the same
+//! `is_empty()` checks with `raw_bytes::from_slice`.
 //!
 //! ```
 //! use datasketches::countmin::CountMinSketch;
+//! use datasketches::hash::value::raw_bytes;
+//!
+//! let mut sketch = CountMinSketch::<i64>::new(3, 1000)?;
+//! for input in ["", "apple", ""] {
+//!     let item = raw_bytes::from_str(input);
+//!     if !item.is_empty() {
+//!         sketch.update_with_weight(item, 5);
+//!     }
+//! }
+//! assert_eq!(sketch.total_weight(), 5);
+//! assert_eq!(sketch.estimate(raw_bytes::from_str("apple")), 5);
 //!
-//! let buckets = CountMinSketch::<i64>::suggest_num_buckets(0.01).unwrap();
-//! let hashes = CountMinSketch::<i64>::suggest_num_hashes(0.99).unwrap();
-//! let sketch = CountMinSketch::<i64>::new(hashes, buckets).unwrap();
-//! assert_eq!(sketch.estimate(1i64), 0);
+//! let item = raw_bytes::from_str("");
+//! let (estimate, lower, upper) = if item.is_empty() {
+//!     (0, 0, 0)
+//! } else {
+//!     (
+//!         sketch.estimate(item),
+//!         sketch.lower_bound(item),
+//!         sketch.upper_bound(item),
+//!     )
+//! };
+//! assert_eq!((estimate, lower, upper), (0, 0, 0));
+//! # Ok::<(), datasketches::error::Error>(())
 //! ```
 
 mod sketch;
diff --git a/datasketches/src/countmin/sketch.rs b/datasketches/src/countmin/sketch.rs
index f36b2fee..88bf2876 100644
--- a/datasketches/src/countmin/sketch.rs
+++ b/datasketches/src/countmin/sketch.rs
@@ -45,14 +45,7 @@ const MAX_TABLE_ENTRIES: usize = 1 << 30;
 /// The sketch provides upper and lower bounds on estimated item frequencies
 /// with configurable relative error and confidence.
 ///
-/// New sketches use serial version 2. Deserialized version 1 sketches retain their legacy
-/// hashing and serialization format, and sketches of different versions cannot be merged.
-///
-/// For cross-language version 2 interchange, use `i64` counters and encode inputs consistently:
-/// * `i64` and `u64` values are hashed as eight little-endian bytes; use
-///   [`crate::hash::value::natural_extend`] for narrower integers.
-/// * Use [`crate::hash::value::raw_bytes`] for UTF-8 strings and byte slices, and skip empty inputs
-///   when interoperating with implementations that ignore them.
+/// See the [module level documentation](super) for more.
 #[derive(Debug, Clone, PartialEq)]
 pub struct CountMinSketch<T: CountMinValue> {
     num_hashes: u8,
@@ -320,9 +313,6 @@ impl<T: CountMinValue> CountMinSketch<T> {
 
     /// Updates the sketch with a single occurrence of the item.
     ///
-    /// Use [`hash::value`](crate::hash::value) wrappers to select an input encoding for
-    /// cross-language hashing.
-    ///
     /// # Panics
     ///
     /// Panics without modifying the sketch if the total absolute weight would exceed `T::MAX`.
@@ -342,9 +332,6 @@ impl<T: CountMinValue> CountMinSketch<T> {
 
     /// Updates the sketch with the given item and weight.
     ///
-    /// Use [`hash::value`](crate::hash::value) wrappers to select an input encoding for
-    /// cross-language hashing.
-    ///
     /// # Panics
     ///
     /// Panics without modifying the sketch if the absolute weight or the total absolute weight
@@ -452,11 +439,7 @@ impl<T: CountMinValue> CountMinSketch<T> {
 
     /// Serializes this sketch into the Count-Min binary format.
     ///
-    /// New sketches are written as version 2. A sketch deserialized from a version 1 image
-    /// retains its legacy hashing for queries and updates and is written back as version 1.
-    ///
-    /// Version 1 images are not portable across implementations. Version 2 supports cross-language
-    /// interchange with `i64` counters and the input encodings documented on [`CountMinSketch`].
+    /// A sketch restored by [`deserialize`](Self::deserialize) retains its original format.
     ///
     /// # Examples
     ///
@@ -507,13 +490,15 @@ impl<T: CountMinValue> CountMinSketch<T> {
 
     /// Deserializes a sketch from bytes using the default seed.
     ///
-    /// Accepts versions 1 and 2, preserving the image's hashing and serialization version.
-    /// Counter values must fit `T`. See [`CountMinSketch`] for input encodings and compatibility.
+    /// Accepts the current format and legacy version 1 images. Legacy images retain their original
+    /// hashing and serialization format and cannot be merged with newly created sketches. Use the
+    /// same input encodings that were used to create the image; version 1 images are not portable
+    /// across implementations. Counter values must fit `T`.
     ///
     /// # Errors
     ///
-    /// Returns `InvalidData` if the image is malformed or its seed hash does not match the default
-    /// seed.
+    /// Returns `InvalidData` if the image is malformed, its serialization version is unsupported,
+    /// or its seed hash does not match the default seed.
     ///
     /// # Examples
     ///
@@ -532,13 +517,13 @@ impl<T: CountMinValue> CountMinSketch<T> {
 
     /// Deserializes a sketch from bytes using the provided seed.
     ///
-    /// Accepts versions 1 and 2, preserving the image's hashing and serialization version.
-    /// Counter values must fit `T`. See [`CountMinSketch`] for input encodings and compatibility.
+    /// The format and counter requirements are the same as for [`deserialize`](Self::deserialize).
     ///
     /// # Errors
     ///
-    /// Returns `InvalidData` if the image is malformed, its seed hash does not match `seed`, or
-    /// `seed` itself computes to the reserved zero seed hash.
+    /// Returns `InvalidData` if the image is malformed, its serialization version is unsupported,
+    /// its seed hash does not match `seed`, or `seed` itself computes to the reserved zero seed
+    /// hash.
     ///
     /// # Examples
     ///
diff --git a/datasketches/src/cpc/mod.rs b/datasketches/src/cpc/mod.rs
index 6102deaf..10c81b39 100644
--- a/datasketches/src/cpc/mod.rs
+++ b/datasketches/src/cpc/mod.rs
@@ -34,6 +34,17 @@
 //! configurations of K.
 //!
 //! For additional security this sketch can be configured with a user-specified hash seed.
+//!
+//! # Cross-language hashing
+//!
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`sign_extend`](crate::hash::value::sign_extend) for
+//!   narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! Skip empty strings and byte slices before updating the sketch.
 
 mod compression;
 mod compression_data;
diff --git a/datasketches/src/cpc/sketch.rs b/datasketches/src/cpc/sketch.rs
index d4f688a2..9e0eee5a 100644
--- a/datasketches/src/cpc/sketch.rs
+++ b/datasketches/src/cpc/sketch.rs
@@ -179,9 +179,6 @@ impl CpcSketch {
 
     /// Updates the sketch with a hashable value.
     ///
-    /// Use [`hash::value`](crate::hash::value) wrappers to select an input encoding for
-    /// cross-language hashing.
-    ///
     /// # Examples
     ///
     /// ```rust
diff --git a/datasketches/src/hash/value/canonical_float.rs b/datasketches/src/hash/value/canonical_float.rs
index 8b31232e..56a1e082 100644
--- a/datasketches/src/hash/value/canonical_float.rs
+++ b/datasketches/src/hash/value/canonical_float.rs
@@ -20,8 +20,6 @@
 //! [`CanonicalFloat`] maps `f32` and `f64` values through a canonical `f64` bit pattern before
 //! hashing. Signed zero values hash the same, all NaN values use one canonical NaN bit pattern,
 //! and equal `f32`/`f64` values hash the same.
-//!
-//! Use this encoding to match floating-point hashing in DataSketches Java and DataSketches C++.
 
 use std::hash::Hash;
 use std::hash::Hasher;
diff --git a/datasketches/src/hash/value/mod.rs b/datasketches/src/hash/value/mod.rs
index 803aba5d..e84df554 100644
--- a/datasketches/src/hash/value/mod.rs
+++ b/datasketches/src/hash/value/mod.rs
@@ -19,58 +19,20 @@
 //!
 //! Sketch update APIs accept any value that implements [`Hash`]. For most Rust values,
 //! passing the value directly is sufficient. This module provides value wrappers for
-//! cases where the default implementation does not match a sketch's compatibility rules.
+//! cases where the default implementation does not match the required input encoding.
 //!
-//! ## Floating-point Numbers
+//! ## Encoding strategies
 //!
-//! [`canonical_float::CanonicalFloat`] maps `f32` and `f64` values through a canonical `f64` bit
-//! pattern before hashing. Signed zero values hash the same, all NaN values use one canonical NaN
-//! bit pattern, and equal `f32`/`f64` values hash the same.
+//! * [`canonical_float`] widens floating-point values to `f64`, normalizes signed zero to `+0.0`,
+//!   and maps all NaNs to one bit pattern before hashing.
+//! * [`sign_extend`] interprets integers as signed at their original width and sign-extends them to
+//!   64 bits before hashing.
+//! * [`natural_extend`] widens signed integers to `i64` and unsigned integers to `u64` before
+//!   hashing.
+//! * [`raw_bytes`] hashes byte slices as their contents and strings as UTF-8 bytes, without length
+//!   prefixes or terminators.
 //!
-//! Use this encoding to match floating-point hashing in DataSketches Java and DataSketches C++.
-//!
-//! The concrete wrapper documentation provides more details and examples.
-//!
-//! * [`canonical_float::from_f32`]
-//! * [`canonical_float::from_f64`]
-//!
-//! ## Integers
-//!
-//! [`sign_extend::SignExtend`] first sign-extends values to 64-bits, and then hashes the resulting
-//! integers. Use this encoding to match short-integer hashing in DataSketches C++'s HLL and CPC
-//! sketches.
-//!
-//! The concrete wrapper documentation provides more details and examples.
-//!
-//! * [`sign_extend::from_i8`], [`sign_extend::from_u8`]
-//! * [`sign_extend::from_i16`], [`sign_extend::from_u16`]
-//! * [`sign_extend::from_i32`], [`sign_extend::from_u32`]
-//!
-//! [`natural_extend::NaturalExtend`] first widens signed values to `i64` and unsigned values to
-//! `u64`, and then hashes the resulting integers. Use this encoding to match short-integer hashing
-//! in DataSketches C++'s Bloom filters and Count-Min sketches.
-//!
-//! The concrete wrapper documentation provides more details and examples.
-//!
-//! * [`natural_extend::from_i8`], [`natural_extend::from_u8`]
-//! * [`natural_extend::from_i16`], [`natural_extend::from_u16`]
-//! * [`natural_extend::from_i32`], [`natural_extend::from_u32`]
-//!
-//! ## Raw Bytes
-//!
-//! [`raw_bytes::RawBytes`] hashes byte and string inputs as raw bytes without Rust's slice or
-//! string length prefix.
-//!
-//! Use this encoding to match byte and UTF-8 string hashing in DataSketches Java and
-//! DataSketches C++. Their string update APIs skip empty strings; check `is_empty` before updating
-//! here as well.
-//!
-//! The concrete wrapper documentation provides more details and examples.
-//!
-//! * [`raw_bytes::from_vec`]
-//! * [`raw_bytes::from_string`]
-//! * [`raw_bytes::from_slice`]
-//! * [`raw_bytes::from_str`]
+//! Each strategy module provides constructors and examples.
 
 pub mod canonical_float;
 pub mod natural_extend;
diff --git a/datasketches/src/hash/value/natural_extend.rs b/datasketches/src/hash/value/natural_extend.rs
index 780116f6..6d437bde 100644
--- a/datasketches/src/hash/value/natural_extend.rs
+++ b/datasketches/src/hash/value/natural_extend.rs
@@ -19,9 +19,6 @@
 //!
 //! [`NaturalExtend`] first widens signed values to `i64` and unsigned values to `u64`, and then
 //! hashes the resulting integers.
-//!
-//! Use this encoding to match short-integer hashing in DataSketches C++'s Bloom filters and
-//! Count-Min sketches.
 
 use std::hash::Hash;
 use std::hash::Hasher;
diff --git a/datasketches/src/hash/value/raw_bytes.rs b/datasketches/src/hash/value/raw_bytes.rs
index a31c3978..cc6299a7 100644
--- a/datasketches/src/hash/value/raw_bytes.rs
+++ b/datasketches/src/hash/value/raw_bytes.rs
@@ -17,12 +17,8 @@
 
 //! Raw byte and string hash value wrappers.
 //!
-//! [`RawBytes`] hashes byte and string inputs as raw bytes without Rust's slice or string length
-//! prefix.
-//!
-//! Use this encoding to match byte and UTF-8 string hashing in DataSketches Java and
-//! DataSketches C++. Their string update APIs skip empty strings; check `is_empty` before updating
-//! here as well.
+//! [`RawBytes`] hashes byte slices as their contents and strings as UTF-8 bytes, without length
+//! prefixes or terminators.
 
 use std::hash::Hasher;
 
@@ -62,7 +58,7 @@ pub fn from_vec(v: Vec<u8>) -> RawBytes<Vec<u8>> {
 
 /// Creates a raw-byte hashable value from a string.
 ///
-/// This hashes the UTF-8 bytes of the string without Rust's string length prefix.
+/// This hashes the UTF-8 bytes of the string without a length prefix or terminator.
 ///
 /// # Examples
 ///
@@ -106,7 +102,7 @@ pub fn from_slice(v: &[u8]) -> RawBytes<&[u8]> {
 
 /// Creates a raw-byte hashable value from a string slice.
 ///
-/// This hashes the UTF-8 bytes of the string slice without Rust's string length prefix.
+/// This hashes the UTF-8 bytes of the string slice without a length prefix or terminator.
 ///
 /// # Examples
 ///
diff --git a/datasketches/src/hash/value/sign_extend.rs b/datasketches/src/hash/value/sign_extend.rs
index eaaec9d5..5486c0a8 100644
--- a/datasketches/src/hash/value/sign_extend.rs
+++ b/datasketches/src/hash/value/sign_extend.rs
@@ -18,8 +18,7 @@
 //! Sign-extended integer hash value wrappers.
 //!
 //! [`SignExtend`] first sign-extends values to 64-bits and then hashes the resulting integers.
-//!
-//! Use this encoding to match short-integer hashing in DataSketches C++'s HLL and CPC sketches.
+//! Unsigned values are interpreted as signed at their original width before extension.
 
 use std::hash::Hash;
 use std::hash::Hasher;
diff --git a/datasketches/src/hll/mod.rs b/datasketches/src/hll/mod.rs
index 06db8d35..ed6651c6 100644
--- a/datasketches/src/hll/mod.rs
+++ b/datasketches/src/hll/mod.rs
@@ -21,8 +21,17 @@
 //! [`HllType`] controls register storage; `lg_k` controls the register count and accuracy.
 //!
 //! The binary serialization format supports cross-language interchange.
-//! Cross-language updates must also use compatible hashing; see
-//! [`hash::value`](crate::hash::value).
+//!
+//! # Cross-language hashing
+//!
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`sign_extend`](crate::hash::value::sign_extend) for
+//!   narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! Skip empty strings and byte slices before updating the sketch.
 //!
 //! # Usage
 //!
@@ -113,6 +122,8 @@ const RESIZE_DENOMINATOR: u32 = 4;
 /// Compute a coupon once with [`Coupon::from_value`] and pass it to
 /// [`HllSketch::update_with_coupon`] on sketches with any `lg_k` or [`HllType`].
 ///
+/// See the [module level documentation](crate::hll) for more.
+///
 /// # Examples
 ///
 /// ```
@@ -149,9 +160,6 @@ impl Coupon {
 
     /// Computes the HLL coupon for a hashable value.
     ///
-    /// Use [`hash::value`](crate::hash::value) wrappers to select an input encoding for
-    /// cross-language hashing.
-    ///
     /// # Examples
     ///
     /// ```
diff --git a/datasketches/src/hll/sketch.rs b/datasketches/src/hll/sketch.rs
index 910a730c..a62bea95 100644
--- a/datasketches/src/hll/sketch.rs
+++ b/datasketches/src/hll/sketch.rs
@@ -137,9 +137,6 @@ impl HllSketch {
 
     /// Updates the sketch with a value.
     ///
-    /// Use [`hash::value`](crate::hash::value) wrappers to select an input encoding for
-    /// cross-language hashing.
-    ///
     /// To reuse the hash across sketches, see [`Coupon`] and
     /// [`update_with_coupon`](Self::update_with_coupon).
     ///
diff --git a/datasketches/src/thetafamily/theta/mod.rs b/datasketches/src/thetafamily/theta/mod.rs
index c65fa09e..2c8bb049 100644
--- a/datasketches/src/thetafamily/theta/mod.rs
+++ b/datasketches/src/thetafamily/theta/mod.rs
@@ -30,6 +30,17 @@
 //! * [`ThetaSketch`]: Mutable sketch for building from input data.
 //! * [`CompactThetaSketch`]: Immutable sketch with a compact memory layout.
 //!
+//! # Cross-language hashing
+//!
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`sign_extend`](crate::hash::value::sign_extend) for
+//!   narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! Skip empty strings and byte slices before updating the sketch.
+//!
 //! # Usage
 //!
 //! ```
diff --git a/datasketches/src/thetafamily/theta/sketch.rs b/datasketches/src/thetafamily/theta/sketch.rs
index 4ec71b79..e7d0b9b6 100644
--- a/datasketches/src/thetafamily/theta/sketch.rs
+++ b/datasketches/src/thetafamily/theta/sketch.rs
@@ -203,6 +203,8 @@ impl<'a> From<&'a CompactThetaSketch> for ThetaSketchView<'a> {
 }
 
 /// Mutable theta sketch for building from input data.
+///
+/// See the [module level documentation](super) for more.
 #[derive(Debug)]
 pub struct ThetaSketch {
     table: ThetaHashTable,
@@ -218,9 +220,6 @@ impl ThetaSketch {
 
     /// Updates the sketch with a hashable value.
     ///
-    /// Use [`hash::value`](crate::hash::value) wrappers to select an input encoding for
-    /// cross-language hashing.
-    ///
     /// # Examples
     ///
     /// ```
diff --git a/datasketches/src/thetafamily/tuple/mod.rs b/datasketches/src/thetafamily/tuple/mod.rs
index c057ee54..c6424b0b 100644
--- a/datasketches/src/thetafamily/tuple/mod.rs
+++ b/datasketches/src/thetafamily/tuple/mod.rs
@@ -28,6 +28,17 @@
 //! summaries of shared keys through [`SummaryCombinePolicy`]; the union defaults to
 //! [`DefaultUnionPolicy`].
 //!
+//! # Cross-language hashing
+//!
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`sign_extend`](crate::hash::value::sign_extend) for
+//!   narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! These encodings apply to keys. Skip empty string and byte-slice keys before updating the sketch.
+//!
 //! # Usage
 //!
 //! ```
diff --git a/datasketches/src/thetafamily/tuple/sketch.rs b/datasketches/src/thetafamily/tuple/sketch.rs
index 0fee8218..37bd946d 100644
--- a/datasketches/src/thetafamily/tuple/sketch.rs
+++ b/datasketches/src/thetafamily/tuple/sketch.rs
@@ -245,6 +245,8 @@ impl<'a, S> From<&'a CompactTupleSketch<S>> for TupleSketchView<'a, S> {
 /// [`P::Summary`](SummaryPolicy::Summary), while each accepted update type is selected by a
 /// [`SummaryUpdatePolicy<U>`] implementation.
 ///
+/// See the [module level documentation](super) for more.
+///
 /// # Examples
 ///
 /// ```
diff --git a/datasketches/src/xor/filter.rs b/datasketches/src/xor/filter.rs
index b378c8ae..8cd8c1ff 100644
--- a/datasketches/src/xor/filter.rs
+++ b/datasketches/src/xor/filter.rs
@@ -101,6 +101,8 @@ impl Fingerprints {
 ///
 /// Query values with [`XorFilter::contains`] and precomputed hashes with
 /// [`XorFilter::contains_hash`].
+///
+/// See the [module level documentation](super) for more.
 #[derive(Debug)]
 pub struct XorFilterBuilder {
     filter_type: XorFilterType,
@@ -161,6 +163,8 @@ impl XorFilterBuilder {
 /// `true` may be a false positive, with probability determined by [`XorFilterType`], even for an
 /// empty input set. Values cannot be added after construction; rebuild the filter when the set
 /// changes.
+///
+/// See the [module level documentation](super) for more.
 #[derive(Debug, Clone, PartialEq, Eq)]
 pub struct XorFilter {
     // Cache the derived length to avoid division on every query.
diff --git a/datasketches/src/xor/mod.rs b/datasketches/src/xor/mod.rs
index 3f146744..f31448a3 100644
--- a/datasketches/src/xor/mod.rs
+++ b/datasketches/src/xor/mod.rs
@@ -22,14 +22,18 @@
 //!
 //! # Cross-language hashing
 //!
-//! Rust's [`Hash`](std::hash::Hash) may encode a value differently from other languages. Use
-//! [`crate::hash::value`] to match the input encoding of another DataSketches implementation.
-//! For precomputed hashes, use the same hash function when building and querying the filter.
-//!
-//! Java hashes integer scalars as 64-bit little-endian values and strings as UTF-8 bytes with
-//! xxHash64 seed `0`. Use `u64`/`i64` and [`crate::hash::value::raw_bytes`] accordingly. Java
-//! skips empty strings; callers must do so explicitly here. External hashes (for example XXH3)
-//! must use the precomputed-hash APIs throughout; Java's typed query API will not match them.
+//! For cross-language use, apply the following input conventions:
+//!
+//! * Use `i64`/`u64` for 64-bit integers and [`natural_extend`](crate::hash::value::natural_extend)
+//!   for narrower integers.
+//! * Use [`canonical_float`](crate::hash::value::canonical_float) for floating-point values.
+//! * Use [`raw_bytes`](crate::hash::value::raw_bytes) for UTF-8 strings and byte slices.
+//!
+//! Skip empty strings and byte slices when building the filter. For these inputs, return
+//! `false` without querying the filter.
+//!
+//! Value-based APIs use xxHash64 with seed `0`. For precomputed hashes, use the same hash function
+//! when building and querying the filter, and use the precomputed-hash APIs throughout.
 //!
 //! # Examples
 //!