diff --git a/package.json b/package.json
index 88e8f3a9..4e1ef815 100644
--- a/package.json
+++ b/package.json
@@ -76,6 +76,7 @@
         "react-virtualized-auto-sizer": "^1.0.7",
         "react-window": "^1.8.8",
         "recharts": "^2.4.3",
+        "rouge": "^1.0.3",
         "seedrandom": "^3.0.5",
         "shallowequal": "^1.1.0",
         "short-uuid": "^4.2.2",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 9847ebd2..c0407c55 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -1,5 +1,9 @@
 lockfileVersion: '6.0'
 
+settings:
+  autoInstallPeers: true
+  excludeLinksFromLockfile: false
+
 dependencies:
   '@floating-ui/react':
     specifier: ^0.19.2
@@ -148,6 +152,9 @@ dependencies:
   recharts:
     specifier: ^2.4.3
     version: 2.4.3(prop-types@15.8.1)(react-dom@18.2.0)(react@18.2.0)
+  rouge:
+    specifier: ^1.0.3
+    version: 1.0.3
   seedrandom:
     specifier: ^3.0.5
     version: 3.0.5
@@ -5376,6 +5383,11 @@ packages:
       p-locate: 5.0.0
     dev: true
 
+  /lodash-node@2.4.1:
+    resolution: {integrity: sha512-egEt8eNQp2kZWRmngahiqMoDCDCENv3uM188S7Ed5t4k3v6RrLELXC+FqLNMUnhCo7gvQX3G1V8opK/Lcslahg==}
+    deprecated: This package is discontinued. Use lodash@^4.0.0.
+    dev: false
+
   /lodash.castarray@4.4.0:
     resolution: {integrity: sha512-aVx8ztPv7/2ULbArGJ2Y42bG1mEQ5mGjpdvrbJcJFU3TbYybe+QlLS4pst9zV52ymy2in1KpFPiZnAOATxD4+Q==}
     dev: false
@@ -6565,6 +6577,12 @@ packages:
       fsevents: 2.3.3
     dev: true
 
+  /rouge@1.0.3:
+    resolution: {integrity: sha512-YCt74Dxsi99E8/uh943FTa80EmGboaOu1ij4q8WD4EAGyvyWYaH7MRHorrDbGgLY7iFUwDwyW/g9KJZx7D5fUQ==}
+    dependencies:
+      lodash-node: 2.4.1
+    dev: false
+
   /run-parallel@1.2.0:
     resolution: {integrity: sha512-5l4VyZR86LZ/lDxZTR6jqL8AFE2S0IFLMP26AbjsLVADxHdhB/c0GUsH+y39UfCi3dzz8OlQuPmnaJOMoDHQBA==}
     dependencies:
@@ -7653,7 +7671,3 @@ packages:
       react: 18.2.0
       use-sync-external-store: 1.2.0(react@18.2.0)
     dev: false
-
-settings:
-  autoInstallPeers: true
-  excludeLinksFromLockfile: false
diff --git a/src/lenses/RougeScoreLens.tsx b/src/lenses/RougeScoreLens.tsx
new file mode 100644
index 00000000..9ee86dbf
--- /dev/null
+++ b/src/lenses/RougeScoreLens.tsx
@@ -0,0 +1,39 @@
+import { Lens } from '../types';
+import 'twin.macro';
+import rouge from 'rouge';
+import { formatNumber } from '../dataformat';
+
+const RougeScoreLens: Lens = ({ values }) => {
+    const rouge1 = rouge.n(values[0], values[1], 1);
+    const rouge2 = rouge.n(values[0], values[1], 2);
+    return (
+        <div>
+            <div tw="text-sm truncate px-1 py-0.5 flex items-center h-full">
+                Rouge 1: {formatNumber(rouge1)}
+            </div>
+            <div tw="text-sm truncate px-1 py-0.5 flex items-center h-full">
+                Rouge 2: {formatNumber(rouge2)}
+            </div>
+        </div>
+    );
+};
+
+RougeScoreLens.key = 'RougeScoreView';
+RougeScoreLens.dataTypes = ['str'];
+RougeScoreLens.defaultHeight = 50;
+RougeScoreLens.minHeight = 50;
+RougeScoreLens.maxHeight = 100;
+RougeScoreLens.multi = true;
+RougeScoreLens.displayName = 'ROUGE Score';
+RougeScoreLens.filterAllowedColumns = (allColumns, selectedColumns) => {
+    if (selectedColumns.length === 2) return [];
+    const selectedKeys = selectedColumns.map((selectedCol) => selectedCol.key);
+    return allColumns.filter(({ type, key }) => {
+        return type.kind === 'str' && !selectedKeys.includes(key);
+    });
+};
+RougeScoreLens.isSatisfied = (columns) => {
+    if (columns.length === 2) return true;
+    return false;
+};
+export default RougeScoreLens;
diff --git a/src/lenses/index.ts b/src/lenses/index.ts
index 0a170cb5..35051f2d 100644
--- a/src/lenses/index.ts
+++ b/src/lenses/index.ts
@@ -10,6 +10,7 @@ import SequenceLens from './SequenceLens';
 import SpectrogramLens from './SpectrogramLens';
 import TextLens from './TextLens';
 import VideoLens from './VideoLens';
+import RougeScoreLens from './RougeScoreLens';
 
 export const ALL_LENSES = [
     ArrayLens,
@@ -24,4 +25,5 @@ export const ALL_LENSES = [
     HtmlLens,
     MarkdownLens,
     ScalarLens,
+    RougeScoreLens,
 ];
diff --git a/src/rougeScore.d.ts b/src/rougeScore.d.ts
new file mode 100644
index 00000000..a294f4d3
--- /dev/null
+++ b/src/rougeScore.d.ts
@@ -0,0 +1 @@
+declare module 'rouge';