diff --git a/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/language_model_dict_content.cpp b/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/language_model_dict_content.cpp
index 61435c8d0..a7296a302 100644
--- a/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/language_model_dict_content.cpp
+++ b/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/language_model_dict_content.cpp
@@ -43,18 +43,18 @@ const WordAttributes LanguageModelDictContent::getWordAttributes(const WordIdArr
         const int wordId, const HeaderPolicy *const headerPolicy) const {
     int bitmapEntryIndices[MAX_PREV_WORD_COUNT_FOR_N_GRAM + 1];
     bitmapEntryIndices[0] = mTrieMap.getRootBitmapEntryIndex();
-    int maxLevel = 0;
+    int maxPrevWordCount = 0;
     for (size_t i = 0; i < prevWordIds.size(); ++i) {
         const int nextBitmapEntryIndex =
                 mTrieMap.get(prevWordIds[i], bitmapEntryIndices[i]).mNextLevelBitmapEntryIndex;
         if (nextBitmapEntryIndex == TrieMap::INVALID_INDEX) {
             break;
         }
-        maxLevel = i + 1;
+        maxPrevWordCount = i + 1;
         bitmapEntryIndices[i + 1] = nextBitmapEntryIndex;
     }
 
-    for (int i = maxLevel; i >= 0; --i) {
+    for (int i = maxPrevWordCount; i >= 0; --i) {
         const TrieMap::Result result = mTrieMap.get(wordId, bitmapEntryIndices[i]);
         if (!result.mIsValid) {
             continue;
@@ -69,9 +69,24 @@ const WordAttributes LanguageModelDictContent::getWordAttributes(const WordIdArr
                 // The entry should not be treated as a valid entry.
                 continue;
             }
-            probability = std::min(rawProbability
-                    + ForgettingCurveUtils::getProbabilityBiasForNgram(i + 1 /* n */),
-                            MAX_PROBABILITY);
+            if (i == 0) {
+                // unigram
+                probability = rawProbability;
+            } else {
+                const ProbabilityEntry prevWordProbabilityEntry = getNgramProbabilityEntry(
+                        prevWordIds.skip(1 /* n */).limit(i - 1), prevWordIds[0]);
+                if (!prevWordProbabilityEntry.isValid()) {
+                    continue;
+                }
+                if (prevWordProbabilityEntry.representsBeginningOfSentence()) {
+                    probability = rawProbability;
+                } else {
+                    const int prevWordRawProbability = ForgettingCurveUtils::decodeProbability(
+                            prevWordProbabilityEntry.getHistoricalInfo(), headerPolicy);
+                    probability = std::min(MAX_PROBABILITY - prevWordRawProbability
+                            + rawProbability, MAX_PROBABILITY);
+                }
+            }
         } else {
             probability = probabilityEntry.getProbability();
         }
diff --git a/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/probability_entry.h b/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/probability_entry.h
index fa1415633..f4d340f86 100644
--- a/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/probability_entry.h
+++ b/native/jni/src/suggest/policyimpl/dictionary/structure/v4/content/probability_entry.h
@@ -98,17 +98,17 @@ class ProbabilityEntry {
     }
 
     uint64_t encode(const bool hasHistoricalInfo) const {
-        uint64_t encodedEntry = static_cast<uint64_t>(mFlags);
+        uint64_t encodedEntry = static_cast<uint8_t>(mFlags);
         if (hasHistoricalInfo) {
             encodedEntry = (encodedEntry << (Ver4DictConstants::TIME_STAMP_FIELD_SIZE * CHAR_BIT))
-                    ^ static_cast<uint64_t>(mHistoricalInfo.getTimestamp());
+                    | static_cast<uint32_t>(mHistoricalInfo.getTimestamp());
             encodedEntry = (encodedEntry << (Ver4DictConstants::WORD_LEVEL_FIELD_SIZE * CHAR_BIT))
-                    ^ static_cast<uint64_t>(mHistoricalInfo.getLevel());
+                    | static_cast<uint8_t>(mHistoricalInfo.getLevel());
             encodedEntry = (encodedEntry << (Ver4DictConstants::WORD_COUNT_FIELD_SIZE * CHAR_BIT))
-                    ^ static_cast<uint64_t>(mHistoricalInfo.getCount());
+                    | static_cast<uint8_t>(mHistoricalInfo.getCount());
         } else {
             encodedEntry = (encodedEntry << (Ver4DictConstants::PROBABILITY_SIZE * CHAR_BIT))
-                    ^ static_cast<uint64_t>(mProbability);
+                    | static_cast<uint8_t>(mProbability);
         }
         return encodedEntry;
     }