diff --git a/antlr/src/main/antlr4/org/apache/iotdb/db/qp/sql/SqlLexer.g4 b/antlr/src/main/antlr4/org/apache/iotdb/db/qp/sql/SqlLexer.g4
index b30831d67127..757b61e60bf2 100644
--- a/antlr/src/main/antlr4/org/apache/iotdb/db/qp/sql/SqlLexer.g4
+++ b/antlr/src/main/antlr4/org/apache/iotdb/db/qp/sql/SqlLexer.g4
@@ -961,11 +961,11 @@ fragment CN_CHAR
     ;
 
 fragment DQUOTA_STRING
-    : '"' ( '\\"' | '""' | ~('"') )* '"'
+    : '"' ( '""' | ~('"') )* '"'
     ;
 
 fragment SQUOTA_STRING
-    : '\'' ( '\\\'' | '\'\'' | ~('\'') )* '\''
+    : '\'' ( '\'\'' | ~('\'') )* '\''
     ;
 
 fragment BQUOTA_STRING
diff --git a/docs/UserGuide/Reference/Syntax-Conventions.md b/docs/UserGuide/Reference/Syntax-Conventions.md
index cc5b3ef05774..35e88a5a25a5 100644
--- a/docs/UserGuide/Reference/Syntax-Conventions.md
+++ b/docs/UserGuide/Reference/Syntax-Conventions.md
@@ -246,7 +246,6 @@ Usages of string literals:
 
 There are several ways to include quote characters within a string:
 
- - Precede the quote character by an escape character (\\).
  - `'` inside a string quoted with `"` needs no special treatment and need not be doubled or escaped. In the same way, `"` inside a string quoted with `'` needs no special treatment.
  - A `'` inside a string quoted with `'` may be written as `''`.
 - A `"` inside a string quoted with `"` may be written as `""`.
@@ -256,15 +255,11 @@ The following examples demonstrate how quoting and escaping work:
 'string'  // string
 '"string"'  // "string"
 '""string""'  // ""string""
-'str\'ing'  // str'ing
-'\'string'  // 'string
 '''string'  // 'string
 
 "string" // string
 "'string'"  // 'string'
 "''string''"  // ''string''
-"str\"ing"  // str"ing
-"\"string"  // "string
 """string"  // "string
 ```
 
diff --git a/docs/zh/UserGuide/Reference/Syntax-Conventions.md b/docs/zh/UserGuide/Reference/Syntax-Conventions.md
index 1f543a4c6b72..d2cc8d60f312 100644
--- a/docs/zh/UserGuide/Reference/Syntax-Conventions.md
+++ b/docs/zh/UserGuide/Reference/Syntax-Conventions.md
@@ -243,11 +243,7 @@ MySQL 对字符串的定义可以参考:[MySQL :: MySQL 8.0 Reference Manual :
 #### 如何在字符串内使用引号
 
 - 在单引号引起的字符串内,双引号无需特殊处理。同理,在双引号引起的字符串内,单引号无需特殊处理。
-
-- 在引号前使用转义符 (\\)。
-
 - 在单引号引起的字符串里,可以通过双写单引号来表示一个单引号,即单引号 ' 可以表示为 ''。
-
 - 在双引号引起的字符串里,可以通过双写双引号来表示一个双引号,即双引号 " 可以表示为 ""。
 
 字符串内使用引号的示例如下:
@@ -256,15 +252,11 @@ MySQL 对字符串的定义可以参考:[MySQL :: MySQL 8.0 Reference Manual :
 'string'  // string
 '"string"'  // "string"
 '""string""'  // ""string""
-'str\'ing'  // str'ing
-'\'string'  // 'string
 '''string'  // 'string
 
 "string" // string
 "'string'"  // 'string'
 "''string''"  // ''string''
-"str\"ing"  // str"ing
-"\"string"  // "string
 """string"  // "string
 ```
 
diff --git a/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionIdentifierIT.java b/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionIdentifierIT.java
index 74862440a4df..167a4caee830 100644
--- a/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionIdentifierIT.java
+++ b/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionIdentifierIT.java
@@ -513,6 +513,16 @@ public void testExpression() {
         }
         Assert.assertEquals(0, cnt);
       }
+
+      cnt = 0;
+      try (ResultSet resultSet =
+          statement.executeQuery(
+              "SELECT text FROM root.sg1.d1 where text = '\\' and text = 'asdf'")) {
+        while (resultSet.next()) {
+          cnt++;
+        }
+        Assert.assertEquals(0, cnt);
+      }
     } catch (SQLException e) {
       e.printStackTrace();
       fail();
diff --git a/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionStringLiteralIT.java b/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionStringLiteralIT.java
index 04642156339a..0104ad8d4e0f 100644
--- a/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionStringLiteralIT.java
+++ b/integration-test/src/test/java/org/apache/iotdb/db/it/IoTDBSyntaxConventionStringLiteralIT.java
@@ -64,9 +64,7 @@ public void testStringLiteralWithSingleQuote() {
       "'``string'",
       "'\"string\"'",
       "'\"\"string'",
-      "'\\\"string\\\"'",
       "'''string'",
-      "'\\'string'",
       "'\\nstring'",
       "'\\rstring'",
       "'@#$%^&*()string'",
@@ -78,8 +76,6 @@ public void testStringLiteralWithSingleQuote() {
       "``string",
       "\"string\"",
       "\"\"string",
-      "\"string\"",
-      "'string",
       "'string",
       "\\nstring",
       "\\rstring",
@@ -126,9 +122,7 @@ public void testStringLiteralWithDoubleQuote() {
       "\"``string\"",
       "\"'string'\"",
       "\"''string\"",
-      "\"\\'string\\'\"",
       "\"\"\"string\"",
-      "\"\\\"string\"",
       "\"\\nstring\"",
       "\"\\rstring\"",
       "\"@#$%^&*()string\"",
@@ -140,8 +134,6 @@ public void testStringLiteralWithDoubleQuote() {
       "``string",
       "'string'",
       "''string",
-      "'string'",
-      "\"string",
       "\"string",
       "\\nstring",
       "\\rstring",
diff --git a/server/src/main/java/org/apache/iotdb/db/mpp/plan/parser/ASTVisitor.java b/server/src/main/java/org/apache/iotdb/db/mpp/plan/parser/ASTVisitor.java
index bb90418eb455..c766671e841e 100644
--- a/server/src/main/java/org/apache/iotdb/db/mpp/plan/parser/ASTVisitor.java
+++ b/server/src/main/java/org/apache/iotdb/db/mpp/plan/parser/ASTVisitor.java
@@ -1590,8 +1590,7 @@ public long parseDateFormat(String timestampStr, long currentTime) throws SQLPar
   private String parseStringLiteral(String src) {
     if (2 <= src.length()) {
       // do not unescape string
-      String unWrappedString =
-          src.substring(1, src.length() - 1).replace("\\\"", "\"").replace("\\'", "'");
+      String unWrappedString = src.substring(1, src.length() - 1);
       if (src.charAt(0) == '\"' && src.charAt(src.length() - 1) == '\"') {
         // replace "" with "
         String replaced = unWrappedString.replace("\"\"", "\"");
diff --git a/server/src/main/java/org/apache/iotdb/db/qp/sql/IoTDBSqlVisitor.java b/server/src/main/java/org/apache/iotdb/db/qp/sql/IoTDBSqlVisitor.java
index 0551aec282f8..153ebb274dbd 100644
--- a/server/src/main/java/org/apache/iotdb/db/qp/sql/IoTDBSqlVisitor.java
+++ b/server/src/main/java/org/apache/iotdb/db/qp/sql/IoTDBSqlVisitor.java
@@ -3290,8 +3290,7 @@ private boolean hasDecidedQueryType() {
   private String parseStringLiteral(String src) {
     if (2 <= src.length()) {
       // do not unescape string
-      String unWrappedString =
-          src.substring(1, src.length() - 1).replace("\\\"", "\"").replace("\\'", "'");
+      String unWrappedString = src.substring(1, src.length() - 1);
       if (src.charAt(0) == '\"' && src.charAt(src.length() - 1) == '\"') {
         // replace "" with "
         String replaced = unWrappedString.replace("\"\"", "\"");