diff --git a/app/src/main/java/com/example/research/core/util/NaturalSort.kt b/app/src/main/java/com/example/research/core/util/NaturalSort.kt
index 581ed6c..680e226 100644
--- a/app/src/main/java/com/example/research/core/util/NaturalSort.kt
+++ b/app/src/main/java/com/example/research/core/util/NaturalSort.kt
@@ -118,7 +118,12 @@ private fun compareNatural(a: String, b: String): Int {
                 j = endB
             }
             else -> {
-                if (ca != cb) return ca.compareTo(cb)
+                if (ca != cb) {
+                    val numeralA = !asciiA && isNumeralChar(ca)
+                    val numeralB = !asciiB && isNumeralChar(cb)
+                    if (numeralA != numeralB) return if (numeralA) -1 else 1
+                    return ca.compareTo(cb)
+                }
                 i++
                 j++
             }
diff --git a/app/src/main/java/com/example/research/data/paging/IndexEntryPagingSource.kt b/app/src/main/java/com/example/research/data/paging/IndexEntryPagingSource.kt
index ec29031..6e6efe6 100644
--- a/app/src/main/java/com/example/research/data/paging/IndexEntryPagingSource.kt
+++ b/app/src/main/java/com/example/research/data/paging/IndexEntryPagingSource.kt
@@ -5,10 +5,9 @@ import androidx.paging.PagingState
 import com.example.research.core.domain.model.Dictionary
 import com.example.research.core.domain.model.IndexEntry
 import com.example.research.core.performance.ReSearchTrace
-import com.example.research.core.util.sanitizeQuery
 import com.example.research.data.parser.IndexSearcher
-import com.example.research.data.parser.SearchRankingContext
-import com.example.research.data.parser.rankBySearchRelevance
+import com.example.research.data.parser.sortByCharCountThenNatural
+
 import kotlinx.coroutines.async
 import kotlinx.coroutines.awaitAll
 import kotlinx.coroutines.coroutineScope
@@ -68,9 +67,8 @@ class IndexEntryPagingSource(
                     }
                 }
 
-                val normalizedQuery = query.sanitizeQuery().lowercase().trim()
                 val ranked = rawResults
-                    .rankBySearchRelevance(SearchRankingContext(normalizedQuery))
+                    .sortByCharCountThenNatural()
                     .distinctBy { Triple(it.dictionaryPath, it.word, it.offset.value) }
 
                 LoadResult.Page(
diff --git a/app/src/main/java/com/example/research/data/parser/IndexSearcher.kt b/app/src/main/java/com/example/research/data/parser/IndexSearcher.kt
index 6b5efd9..0cf6817 100644
--- a/app/src/main/java/com/example/research/data/parser/IndexSearcher.kt
+++ b/app/src/main/java/com/example/research/data/parser/IndexSearcher.kt
@@ -122,9 +122,7 @@ class IndexSearcher(private val context: Context) {
                         }
                     }
                 }
-                (prefixMatches + substringMatches)
-                    .rankBySearchRelevance(SearchRankingContext(normalizedQuery, foldedQuery))
-                    .distinctBy { it.articleKey() }
+                (prefixMatches + substringMatches).distinctBy { it.articleKey() }
             }
             resultsCache.put(cacheKey, results)
             results
diff --git a/app/src/main/java/com/example/research/data/parser/SearchRanking.kt b/app/src/main/java/com/example/research/data/parser/SearchRanking.kt
index e3887ef..70ae872 100644
--- a/app/src/main/java/com/example/research/data/parser/SearchRanking.kt
+++ b/app/src/main/java/com/example/research/data/parser/SearchRanking.kt
@@ -2,50 +2,37 @@ package com.example.research.data.parser
 
 import com.example.research.core.domain.model.IndexEntry
 import com.example.research.core.util.NaturalStringComparator
-import com.example.research.core.util.foldLatinDiacritics
 
-internal data class SearchRankingContext(
-    val normalizedQuery: String,
-    val foldedQuery: String = normalizedQuery.foldLatinDiacritics(),
-)
-
-private data class SortKey(
-    val matchTier: Int,
-    val exactMatch: Int,
-    val charCount: Int,
-    val word: String,
-    val entry: IndexEntry,
-)
-
-internal fun List<IndexEntry>.rankBySearchRelevance(
-    ranking: SearchRankingContext
-): List<IndexEntry> {
+internal fun List<IndexEntry>.sortByCharCountThenNatural(): List<IndexEntry> {
     if (size < 2) return this
 
-    return map { entry ->
-        val word = entry.word
+    val charCounts = IntArray(size)
+    var minCount = Int.MAX_VALUE
+    var maxCount = Int.MIN_VALUE
+    for (i in indices) {
+        val entry = this[i]
         val displayKey = entry.originalWord
             .trim()
             .ifEmpty { entry.word.trim() }
-
-        SortKey(
-            matchTier = when {
-                !entry.isAlias && word.startsWith(ranking.normalizedQuery) -> 0
-                entry.isAlias && word.startsWith(ranking.foldedQuery) -> 1
-                !entry.isAlias && word.foldLatinDiacritics().startsWith(ranking.foldedQuery) -> 1
-                else -> 2
-            },
-            exactMatch = if (word == ranking.normalizedQuery) 0 else 1,
-            charCount = displayKey.codePointCount(0, displayKey.length),
-            word = word,
-            entry = entry,
-        )
+        val count = displayKey.codePointCount(0, displayKey.length)
+        charCounts[i] = count
+        if (count < minCount) minCount = count
+        if (count > maxCount) maxCount = count
     }
-        .sortedWith(
-            compareBy<SortKey> { it.matchTier }
-                .thenBy { it.exactMatch }
-                .thenBy { it.charCount }
-                .thenBy(NaturalStringComparator) { it.word }
-        )
-        .map { it.entry }
+
+    val buckets = arrayOfNulls<ArrayList<IndexEntry>>(maxCount - minCount + 1)
+    for (i in indices) {
+        val bucketIndex = charCounts[i] - minCount
+        (buckets[bucketIndex] ?: ArrayList<IndexEntry>().also { buckets[bucketIndex] = it })
+            .add(this[i])
+    }
+
+    val naturalOrder = compareBy<IndexEntry, String>(NaturalStringComparator) { it.word }
+    val result = ArrayList<IndexEntry>(size)
+    for (bucket in buckets) {
+        if (bucket == null) continue
+        if (bucket.size > 1) bucket.sortWith(naturalOrder)
+        result.addAll(bucket)
+    }
+    return result
 }
diff --git a/app/src/main/java/com/example/research/feature/search/SearchViewModel.kt b/app/src/main/java/com/example/research/feature/search/SearchViewModel.kt
index 0621eca..a02cc58 100644
--- a/app/src/main/java/com/example/research/feature/search/SearchViewModel.kt
+++ b/app/src/main/java/com/example/research/feature/search/SearchViewModel.kt
@@ -112,9 +112,7 @@ class SearchViewModel(
             Pager(
                 config = PagingConfig(
                     pageSize = 12,
-                    prefetchDistance = 1,
-                    enablePlaceholders = false,
-                    initialLoadSize = 12
+                    enablePlaceholders = false
                 ),
                 pagingSourceFactory = {
                     IndexEntryPagingSource(