diff --git a/app/build.gradle.kts b/app/build.gradle.kts
index 0432276..81dac8d 100644
--- a/app/build.gradle.kts
+++ b/app/build.gradle.kts
@@ -23,7 +23,7 @@ android {
         minSdk = 24
         targetSdk = 34
         versionCode = 67
-        versionName = "2.3-alpha02"
+        versionName = "2.3-alpha03"
 
         testInstrumentationRunner = "androidx.test.runner.AndroidJUnitRunner"
         vectorDrawables {
diff --git a/app/src/main/java/com/skyd/rays/model/respository/SearchRepository.kt b/app/src/main/java/com/skyd/rays/model/respository/SearchRepository.kt
index 17beea7..9e181d2 100644
--- a/app/src/main/java/com/skyd/rays/model/respository/SearchRepository.kt
+++ b/app/src/main/java/com/skyd/rays/model/respository/SearchRepository.kt
@@ -14,6 +14,7 @@ import com.skyd.rays.model.bean.StickerBean
 import com.skyd.rays.model.bean.StickerWithTags
 import com.skyd.rays.model.bean.TagBean
 import com.skyd.rays.model.db.dao.SearchDomainDao
+import com.skyd.rays.model.db.dao.cache.StickerShareTimeDao
 import com.skyd.rays.model.db.dao.sticker.StickerDao
 import com.skyd.rays.model.preference.ExportStickerDirPreference
 import com.skyd.rays.model.preference.search.IntersectSearchBySpacePreference
@@ -28,6 +29,7 @@ import dagger.hilt.android.EntryPointAccessors
 import dagger.hilt.components.SingletonComponent
 import kotlinx.coroutines.Dispatchers
 import kotlinx.coroutines.flow.Flow
+import kotlinx.coroutines.flow.combine
 import kotlinx.coroutines.flow.debounce
 import kotlinx.coroutines.flow.distinctUntilChanged
 import kotlinx.coroutines.flow.first
@@ -39,9 +41,11 @@ import kotlinx.coroutines.flow.flowOn
 import kotlinx.coroutines.flow.map
 import kotlinx.coroutines.runBlocking
 import javax.inject.Inject
+import kotlin.math.pow
 
 class SearchRepository @Inject constructor(
     private val stickerDao: StickerDao,
+    private val stickerShareTimeDao: StickerShareTimeDao,
 ) : BaseRepository() {
     fun requestStickerWithTagsList(keyword: String): List<StickerWithTags> = runBlocking {
         stickerDao.getStickerWithTagsList(genSql(k = keyword)).first()
@@ -118,49 +122,42 @@ class SearchRepository @Inject constructor(
         }
     }
 
-    fun requestSearchBarPopularTags(count: Int): Flow<List<Pair<String, Float>>> {
-        return stickerDao.getPopularStickersList(count = count)
+    fun requestSearchBarPopularTags(count: Int): Flow<List<String>> {
+        return combine(
+            stickerDao.getRecentSharedStickers(count = count shr 1),
+            stickerDao.getPopularStickersList(count = count shr 1),
+        ) { recentSharedStickers, popularStickers ->
+            recentSharedStickers.toMutableSet().apply {
+                addAll(popularStickers)
+            }.map {
+                it to stickerShareTimeDao.getShareTimeByUuid(it.sticker.uuid)
+            }
+        }
             .distinctUntilChanged()
-            .map { popularStickersList ->
-                val tagsMap: MutableMap<Pair<String, String>, Long> = mutableMapOf()
-                val tagsCountMap: MutableMap<Pair<String, String>, Long> = mutableMapOf()
-                val stickerUuidCountMap: MutableMap<String, Long> = mutableMapOf()
-                popularStickersList.forEach {
-                    it.tags.forEach { tag ->
-                        val tagString = tag.tag
-                        if (tagString.length < 6) {
-                            tagsCountMap[tagString to it.sticker.uuid] = tagsCountMap
-                                .getOrDefault(tagString to it.sticker.uuid, 0) + 1
-                            tagsMap[tagString to it.sticker.uuid] = tagsMap
-                                .getOrDefault(
-                                    tagString to it.sticker.uuid,
-                                    0
-                                ) + it.sticker.shareCount
-                        }
+            .map { stickersList ->
+                // Step 2: Sort the list
+                val sortedDataList = stickersList.sortedWith(
+                    compareByDescending<Pair<StickerWithTags, List<Long>>> {
+                        it.second.sum()
+                    }.thenByDescending { it.first.sticker.shareCount },
+                )
+
+                // Step 3: Count tag frequencies and add weights
+                val tagFrequency = mutableMapOf<String, Double>()
+                for ((index, data) in sortedDataList.withIndex()) {
+                    val weight = (sortedDataList.size - index).toDouble().pow(4)  // weight factor
+                    for (tag in data.first.tags) {
+                        // As the number of times a tag appears increases,
+                        // reduce its new weight to avoid the first few tags being difficult to change
+                        val newWeight = weight *
+                                (1f / tagFrequency.getOrDefault(tag.tag, 1.0)
+                                    .coerceAtLeast(1.0)).pow(4)
+                        tagFrequency[tag.tag] = tagFrequency.getOrDefault(tag.tag, 0.0) + newWeight
                     }
-                    stickerUuidCountMap[it.sticker.uuid] = 0
                 }
-                tagsCountMap.forEach { (t, u) ->
-                    tagsMap[t] = tagsMap.getOrDefault(t, 0) * u
-                }
-                var result = tagsMap.toList().sortedByDescending { (_, value) -> value }
-                result = result.filter {
-                    val stickUuid = it.first.second
-                    val cnt = stickerUuidCountMap[stickUuid]
-                    if (cnt != null) {
-                        // 限制每个表情包只能推荐两个标签
-                        if (cnt >= 2) {
-                            false
-                        } else {
-                            stickerUuidCountMap[stickUuid] = cnt + 1
-                            true
-                        }
-                    } else {
-                        false
-                    }
-                }.distinctBy { it.first.first }
-                val maxPopularValue = result.getOrNull(0)?.second ?: 1
-                result.map { it.first.first to it.second.toFloat() / maxPopularValue }
+
+                // Step 4: Sort tags by their frequencies
+                tagFrequency.entries.sortedByDescending { it.value }.map { it.key }
             }.flowOn(Dispatchers.IO)
     }
 
diff --git a/app/src/main/java/com/skyd/rays/ui/screen/search/SearchPartialStateChange.kt b/app/src/main/java/com/skyd/rays/ui/screen/search/SearchPartialStateChange.kt
index bb26d20..3964ce7 100644
--- a/app/src/main/java/com/skyd/rays/ui/screen/search/SearchPartialStateChange.kt
+++ b/app/src/main/java/com/skyd/rays/ui/screen/search/SearchPartialStateChange.kt
@@ -47,7 +47,7 @@ internal sealed interface SearchPartialStateChange {
         data class Failed(val msg: String) : SearchDataResult
         data class Success(
             val stickerWithTagsList: List<StickerWithTags>,
-            val popularTags: List<Pair<String, Float>>
+            val popularTags: List<String>
         ) : SearchDataResult
     }
 
diff --git a/app/src/main/java/com/skyd/rays/ui/screen/search/SearchScreen.kt b/app/src/main/java/com/skyd/rays/ui/screen/search/SearchScreen.kt
index 73b54f5..6d86c73 100644
--- a/app/src/main/java/com/skyd/rays/ui/screen/search/SearchScreen.kt
+++ b/app/src/main/java/com/skyd/rays/ui/screen/search/SearchScreen.kt
@@ -41,17 +41,13 @@ import androidx.compose.material.icons.filled.ExpandMore
 import androidx.compose.material3.HorizontalDivider
 import androidx.compose.material3.Icon
 import androidx.compose.material3.MaterialTheme
-import androidx.compose.material3.RichTooltip
 import androidx.compose.material3.Scaffold
 import androidx.compose.material3.SnackbarHost
 import androidx.compose.material3.SnackbarHostState
 import androidx.compose.material3.Text
 import androidx.compose.material3.TextField
 import androidx.compose.material3.TextFieldDefaults
-import androidx.compose.material3.TooltipBox
-import androidx.compose.material3.TooltipDefaults
 import androidx.compose.material3.VerticalDivider
-import androidx.compose.material3.rememberTooltipState
 import androidx.compose.runtime.Composable
 import androidx.compose.runtime.LaunchedEffect
 import androidx.compose.runtime.derivedStateOf
@@ -367,33 +363,16 @@ fun TrailingIcon(
 @Composable
 fun PopularTagsBar(
     onTagClicked: (String) -> Unit,
-    tags: List<Pair<String, Float>>,
+    tags: List<String>,
 ) {
-    val eachTag: @Composable (Pair<String, Float>) -> Unit = { item ->
-        TooltipBox(
-            positionProvider = TooltipDefaults.rememberRichTooltipPositionProvider(),
-            tooltip = {
-                RichTooltip(
-                    title = { Text(item.first) },
-                    text = {
-                        Text(
-                            text = stringResource(
-                                R.string.home_screen_popular_tags_popular_value, item.second
-                            )
-                        )
-                    }
-                )
-            },
-            state = rememberTooltipState(),
-        ) {
-            Text(
-                modifier = Modifier
-                    .clip(RoundedCornerShape(6.dp))
-                    .clickable { onTagClicked(item.first) }
-                    .padding(horizontal = 10.dp, vertical = 6.dp),
-                text = item.first
-            )
-        }
+    val eachTag: @Composable (String) -> Unit = { item ->
+        Text(
+            modifier = Modifier
+                .clip(RoundedCornerShape(6.dp))
+                .clickable { onTagClicked(item) }
+                .padding(horizontal = 10.dp, vertical = 6.dp),
+            text = item
+        )
     }
 
     Box {
diff --git a/app/src/main/java/com/skyd/rays/ui/screen/search/SearchState.kt b/app/src/main/java/com/skyd/rays/ui/screen/search/SearchState.kt
index 83aef37..61f861d 100644
--- a/app/src/main/java/com/skyd/rays/ui/screen/search/SearchState.kt
+++ b/app/src/main/java/com/skyd/rays/ui/screen/search/SearchState.kt
@@ -21,6 +21,6 @@ sealed class SearchDataState {
     data object Init : SearchDataState()
     data class Success(
         val stickerWithTagsList: List<StickerWithTags>,
-        val popularTags: List<Pair<String, Float>>,
+        val popularTags: List<String>,
     ) : SearchDataState()
 }
diff --git a/app/src/main/java/com/skyd/rays/ui/screen/settings/appearance/style/SearchScreenPreview.kt b/app/src/main/java/com/skyd/rays/ui/screen/settings/appearance/style/SearchScreenPreview.kt
index 1924615..0b311d8 100644
--- a/app/src/main/java/com/skyd/rays/ui/screen/settings/appearance/style/SearchScreenPreview.kt
+++ b/app/src/main/java/com/skyd/rays/ui/screen/settings/appearance/style/SearchScreenPreview.kt
@@ -71,7 +71,7 @@ private fun RaysSearchBarPreview() {
                 AnimatedVisibility(visible = LocalShowPopularTags.current) {
                     PopularTagsBar(
                         onTagClicked = {},
-                        tags = listOf("Tag" to 1f, "LOL" to 0.9f),
+                        tags = listOf("Tag", "LOL"),
                     )
                 }
                 SearchResultList(
diff --git a/app/src/main/res/values-pt-rBR/strings.xml b/app/src/main/res/values-pt-rBR/strings.xml
index c195eb7..8f14ccf 100644
--- a/app/src/main/res/values-pt-rBR/strings.xml
+++ b/app/src/main/res/values-pt-rBR/strings.xml
@@ -211,7 +211,6 @@
     <string name="image_scale_fill_bounds">Preencher limites</string>
     <string name="empty_tip">Vazio~</string>
     <string name="webdav_screen_remote_recycle_bin">Lixeira remota</string>
-    <string name="home_screen_popular_tags_popular_value">Valor popular: %.2f</string>
     <string name="send_sticker">Enviar sticker</string>
     <string name="webdav_screen_upload_tip">Ao enviar dados locais para o remoto, os stickers locais substituirão o conteúdo remoto se houver um conflito. Se um sticker não estiver existente no local, mas no remoto, o sticker será movido para a lixeira remota.</string>
     <string name="webdav_screen_remote_recycle_bin_description">Visualizar a lixeira remota (logicamente excluída)</string>
diff --git a/app/src/main/res/values-zh-rCN/strings.xml b/app/src/main/res/values-zh-rCN/strings.xml
index 56a290c..207172c 100644
--- a/app/src/main/res/values-zh-rCN/strings.xml
+++ b/app/src/main/res/values-zh-rCN/strings.xml
@@ -217,7 +217,6 @@
     <string name="detail_screen_sticker_info_last_modified_time">上次修改时间</string>
     <string name="home_screen_select_export_folder">选择导出文件夹</string>
     <string name="home_screen_select_export_folder_tip">请选择导出文件夹</string>
-    <string name="home_screen_popular_tags_popular_value">热门值：%.2f</string>
     <string name="db_sticker_table">表情包表</string>
     <string name="db_sticker_table_uuid">UUID</string>
     <string name="db_sticker_table_title">标题</string>
diff --git a/app/src/main/res/values-zh-rTW/strings.xml b/app/src/main/res/values-zh-rTW/strings.xml
index f858861..37cfb4d 100644
--- a/app/src/main/res/values-zh-rTW/strings.xml
+++ b/app/src/main/res/values-zh-rTW/strings.xml
@@ -292,7 +292,6 @@
     <string name="webdav_screen_progress_delete">刪除本地資料 + 表情包</string>
     <string name="api_grant_repo_no_package">沒有軟體包可用：%s</string>
     <string name="add_screen_suggest_tag">建議的標籤</string>
-    <string name="home_screen_popular_tags_popular_value">熱門值：%.2f</string>
     <string name="sticker_modify_time">修改時間</string>
     <string name="image_scale_inside">內部</string>
     <string name="db_tag_table">標籤表</string>
diff --git a/app/src/main/res/values/strings.xml b/app/src/main/res/values/strings.xml
index 44926bf..be08ba3 100644
--- a/app/src/main/res/values/strings.xml
+++ b/app/src/main/res/values/strings.xml
@@ -223,7 +223,6 @@
     <string name="detail_screen_sticker_info_last_modified_time">Last modified time</string>
     <string name="home_screen_select_export_folder">Select export folder</string>
     <string name="home_screen_select_export_folder_tip">Please select an export folder</string>
-    <string name="home_screen_popular_tags_popular_value">Popular value: %.2f</string>
     <string name="db_sticker_table">Sticker table</string>
     <string name="db_sticker_table_uuid">UUID</string>
     <string name="db_sticker_table_title">Title</string>