diff --git a/packages/core/src/schema/index.ts b/packages/core/src/schema/index.ts
index 12bee5d..283df63 100644
--- a/packages/core/src/schema/index.ts
+++ b/packages/core/src/schema/index.ts
@@ -1,18 +1,16 @@
-import type { BaseNode, NodeEntry, Path } from "doc-editor-delta";
-import { Editor } from "doc-editor-delta";
-import { isBlock, setBlockNode, setUnBlockNode } from "doc-editor-utils";
+import type { BaseNode } from "doc-editor-delta";
+import type { Editor } from "doc-editor-delta";
+import { isBlock } from "doc-editor-utils";
 
 import type { EditorSuite } from "../editor/types";
+import { Normalize } from "./normalize";
 import type { EditorSchema } from "./types";
 
-export class Schema {
-  private wrap: Map<string, string> = new Map();
-  private pair: Map<string, string> = new Map();
-  private void: Set<string> = new Set<string>();
-  private block: Set<string> = new Set<string>();
+export class Schema extends Normalize {
   public readonly raw: EditorSchema;
 
   constructor(schema: EditorSchema) {
+    super();
     this.raw = schema;
     for (const [key, value] of Object.entries(schema)) {
       if (value.void) {
@@ -27,53 +25,21 @@ export class Schema {
         this.wrap.set(value.wrap, key);
         this.pair.set(key, value.wrap);
       }
-    }
-  }
-
-  private normalizeNode(editor: Editor, entry: NodeEntry) {
-    const [node, path] = entry;
-    // 如果不是块级元素则返回 会继续处理默认的`Normalize`
-    if (!isBlock(editor, node)) return void 0;
-    // 对块级节点的属性值进行处理
-    for (const key of Object.keys(node)) {
-      // --- 当前节点是`Wrap Node`的`Normalize` ---
-      if (this.wrap.has(key)) {
-        const pairKey = this.wrap.get(key) as string;
-        // 子节点上一定需要存在`Pair Key`
-        // 否则需要在子节点加入`Pair Key`
-        const children = node.children || [];
-        children.forEach((child, index) => {
-          if (isBlock(editor, child) && !child[pairKey]) {
-            const location: Path = [...path, index];
-            if (process.env.NODE_ENV === "development") {
-              console.log("NormalizeWrapNode: ", location, `${key}->${pairKey}`);
-            }
-            setBlockNode(editor, { [pairKey]: true }, { node: child });
-          }
-        });
-      }
-      // --- --- ---
-
-      // --- 当前节点如果是`Pair Node`的`Normalize` ---
-      if (this.pair.has(key)) {
-        const wrapKey = this.pair.get(key) as string;
-        const ancestor = Editor.parent(editor, path);
-        const parent = ancestor && ancestor[0];
-        // 父节点上一定需要存在`Wrap Node`
-        // 否则在当前节点上删除`Pair Key`
-        if (!parent || !isBlock(editor, parent) || !parent[wrapKey]) {
-          if (process.env.NODE_ENV === "development") {
-            console.log("NormalizePairNode: ", path, `${wrapKey}<-${key}`);
-          }
-          setUnBlockNode(editor, [key], { node });
-        }
+      if (value.inline) {
+        this.inline.add(key);
       }
-      // --- --- ---
     }
   }
 
   public with(editor: Editor): EditorSuite {
-    const { isVoid, normalizeNode } = editor;
+    const { isVoid, normalizeNode, isInline } = editor;
+
+    editor.isInline = element => {
+      for (const key of Object.keys(element)) {
+        if (this.inline.has(key)) return true;
+      }
+      return isInline(element);
+    };
 
     editor.isVoid = element => {
       for (const key of Object.keys(element)) {
@@ -88,13 +54,7 @@ export class Schema {
         normalizeNode(entry);
         return void 0;
       }
-      try {
-        Editor.withoutNormalizing(editor, () => {
-          this.normalizeNode(editor, entry);
-        });
-      } catch (error) {
-        console.error("Normalize Error: ", error);
-      }
+      this.normalize(editor, entry);
       normalizeNode(entry);
     };
 
diff --git a/packages/core/src/schema/normalize.ts b/packages/core/src/schema/normalize.ts
new file mode 100644
index 0000000..2ec0252
--- /dev/null
+++ b/packages/core/src/schema/normalize.ts
@@ -0,0 +1,82 @@
+import type { NodeEntry, Path } from "doc-editor-delta";
+import { Editor } from "doc-editor-delta";
+import { setUnWrapNodesExactly } from "doc-editor-utils";
+import { isBlock, setUnBlockNode } from "doc-editor-utils";
+
+export class Normalize {
+  /** Wrap - Pair */
+  protected wrap: Map<string, string> = new Map();
+  /** Pair - Wrap */
+  protected pair: Map<string, string> = new Map();
+  /** Void */
+  protected void: Set<string> = new Set<string>();
+  /** Block */
+  protected block: Set<string> = new Set<string>();
+  /** Inline */
+  protected inline: Set<string> = new Set<string>();
+
+  protected normalize(editor: Editor, entry: NodeEntry) {
+    try {
+      Editor.withoutNormalizing(editor, () => {
+        this.normalizeWrapNode(editor, entry);
+        this.normalizePairNode(editor, entry);
+      });
+    } catch (error) {
+      console.error("Normalize Error: ", error);
+    }
+  }
+
+  private normalizeWrapNode(editor: Editor, entry: NodeEntry) {
+    const [node, path] = entry;
+    // 如果不是块级元素则返回 会继续处理默认的`Normalize`
+    if (!isBlock(editor, node)) return void 0;
+    for (const key of Object.keys(node)) {
+      // --- 当前节点是`Wrap Node`的`Normalize` ---
+      if (this.wrap.has(key)) {
+        const pairKey = this.wrap.get(key) as string;
+        const children = node.children || [];
+        // 子节点上一定需要存在`Pair Key`
+        // 否则需要在子节点的父节点移除`Wrap Key`
+        children.forEach((child, index) => {
+          if (isBlock(editor, child) && !child[pairKey]) {
+            const location: Path = [...path, index];
+            if (process.env.NODE_ENV === "development") {
+              console.log("NormalizeWrapNode: ", location, `${key}->${pairKey}`);
+            }
+            // COMPAT: 为什么不在子节点加入`Pair Key`而是移除`Wrap Key`?
+            // 因为在`setBlockNode`时无法确定该节点的`value` 只能给予默认值`true`
+            // 当然这里也可以交予插件化本身做`Normalize`来解决这个问题
+            setUnWrapNodesExactly(editor, {
+              wrapKey: key,
+              pairKey: pairKey,
+              wrapNode: node,
+              pairPath: location,
+            });
+          }
+        });
+      }
+    }
+  }
+
+  private normalizePairNode(editor: Editor, entry: NodeEntry) {
+    const [node, path] = entry;
+    // 如果不是块级元素则返回 会继续处理默认的`Normalize`
+    if (!isBlock(editor, node)) return void 0;
+    for (const key of Object.keys(node)) {
+      // --- 当前节点如果是`Pair Node`的`Normalize` ---
+      if (this.pair.has(key)) {
+        const wrapKey = this.pair.get(key) as string;
+        const ancestor = Editor.parent(editor, path);
+        const parent = ancestor && ancestor[0];
+        // 父节点上一定需要存在`Wrap Node`
+        // 否则在当前节点上删除`Pair Key`
+        if (!parent || !isBlock(editor, parent) || !parent[wrapKey]) {
+          if (process.env.NODE_ENV === "development") {
+            console.log("NormalizePairNode: ", path, `${wrapKey}<-${key}`);
+          }
+          setUnBlockNode(editor, [key], { node });
+        }
+      }
+    }
+  }
+}
diff --git a/packages/utils/src/index.ts b/packages/utils/src/index.ts
index cb701de..88349a1 100644
--- a/packages/utils/src/index.ts
+++ b/packages/utils/src/index.ts
@@ -37,6 +37,7 @@ export {
   setUnBlockNode,
   setUnTextNode,
   setUnWrapNodes,
+  setUnWrapNodesExactly,
   setWrapNodes,
 } from "./set";
 export type { Object, Reflex, String } from "laser-utils";
diff --git a/packages/utils/src/set.ts b/packages/utils/src/set.ts
index 733263e..d1366d6 100644
--- a/packages/utils/src/set.ts
+++ b/packages/utils/src/set.ts
@@ -105,17 +105,17 @@ export const setUnWrapNodes = (
   options: {
     at?: Location;
     wrapKey: string;
-    itemKey: string;
+    pairKey: string;
   }
 ) => {
-  const { at, wrapKey, itemKey } = options;
+  const { at, wrapKey, pairKey } = options;
   const wrap = getAboveNode(editor, { match: n => existKey(n, wrapKey), at });
-  const pair = getAboveNode(editor, { match: n => existKey(n, itemKey), at });
+  const pair = getAboveNode(editor, { match: n => existKey(n, pairKey), at });
   if (!wrap || !pair) return void 0;
   const wrapAttrs = getBlockAttributes(wrap.node, [wrapKey]);
   Editor.withoutNormalizing(editor, () => {
     Transforms.setNodes(editor, wrapAttrs, { at: pair.path });
-    Transforms.unsetNodes(editor, [itemKey], { at: pair.path });
+    Transforms.unsetNodes(editor, [pairKey], { at: pair.path });
     Transforms.unwrapNodes(editor, {
       match: (_, p) => Path.equals(p, wrap.path),
       split: true,
@@ -127,3 +127,21 @@ export const setUnWrapNodes = (
     });
   });
 };
+
+export const setUnWrapNodesExactly = (
+  editor: Editor,
+  options: {
+    wrapKey: string;
+    pairKey: string;
+    pairPath: Path;
+    wrapNode: BlockElement;
+  }
+) => {
+  const { wrapNode, pairPath, wrapKey, pairKey } = options;
+  const wrapAttrs = getBlockAttributes(wrapNode, [wrapKey]);
+  Editor.withoutNormalizing(editor, () => {
+    Transforms.setNodes(editor, wrapAttrs, { at: pairPath });
+    Transforms.unsetNodes(editor, [pairKey], { at: pairPath });
+    Transforms.unwrapNodes(editor, { split: true, at: pairPath });
+  });
+};