diff --git a/CHANGELOG.md b/CHANGELOG.md
index b3a6c3b83d7c9..fd3df74bca81b 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -28,11 +28,11 @@ No changes to highlight.
 
 ## Full Changelog:
 
+- Allow users to submit with enter in Interfaces with textbox / number inputs [@aliabid94](https://github.com/aliabid94) in [PR 4090](https://github.com/gradio-app/gradio/pull/4090).
 - Updates gradio's requirements.txt to requires uvicorn>=0.14.0 by [@abidlabs](https://github.com/abidlabs) in [PR 4086](https://github.com/gradio-app/gradio/pull/4086) 
 - Updates some error messaging by [@abidlabs](https://github.com/abidlabs) in [PR 4086](https://github.com/gradio-app/gradio/pull/4086) 
 - Renames simplified Chinese translation file from `zh-cn.json` to `zh-CN.json` by [@abidlabs](https://github.com/abidlabs) in [PR 4086](https://github.com/gradio-app/gradio/pull/4086) 
 
-
 ## Contributors Shoutout:
 
 No changes to highlight.
diff --git a/gradio/interface.py b/gradio/interface.py
index f32afa0cc4e4f..5d82e9bd4c7df 100644
--- a/gradio/interface.py
+++ b/gradio/interface.py
@@ -25,7 +25,7 @@
     get_component_instance,
 )
 from gradio.data_classes import InterfaceTypes
-from gradio.events import Changeable, Streamable
+from gradio.events import Changeable, Streamable, Submittable
 from gradio.flagging import CSVLogger, FlaggingCallback, FlagMethod
 from gradio.layouts import Column, Row, Tab, Tabs
 from gradio.pipelines import load_from_pipeline
@@ -625,17 +625,37 @@ def fn(*args):
                         ] + [Button.update(visible=True), Button.update(visible=False)]
 
                 extra_output = [submit_btn, stop_btn]
-            pred = submit_btn.click(
-                fn,
-                self.input_components,
-                self.output_components + extra_output,
-                api_name="predict",
-                scroll_to_output=True,
-                preprocess=not (self.api_mode),
-                postprocess=not (self.api_mode),
-                batch=self.batch,
-                max_batch_size=self.max_batch_size,
-            )
+            triggers = [submit_btn.click] + [
+                component.submit
+                for component in self.input_components
+                if isinstance(component, Submittable)
+            ]
+            predict_events = []
+            for i, trigger in enumerate(triggers):
+                predict_events.append(
+                    trigger(
+                        fn,
+                        self.input_components,
+                        self.output_components + extra_output,
+                        api_name="predict" if i == 0 else None,
+                        scroll_to_output=True,
+                        preprocess=not (self.api_mode),
+                        postprocess=not (self.api_mode),
+                        batch=self.batch,
+                        max_batch_size=self.max_batch_size,
+                    )
+                )
+                if stop_btn:
+                    trigger(
+                        lambda: (
+                            submit_btn.update(visible=False),
+                            stop_btn.update(visible=True),
+                        ),
+                        inputs=None,
+                        outputs=[submit_btn, stop_btn],
+                        queue=False,
+                    )
+
             if stop_btn:
                 submit_btn.click(
                     lambda: (
@@ -653,7 +673,7 @@ def fn(*args):
                     ),
                     inputs=None,
                     outputs=[submit_btn, stop_btn],
-                    cancels=[pred],
+                    cancels=predict_events,
                     queue=False,
                 )
 
diff --git a/test/test_examples.py b/test/test_examples.py
index 505417fd4a5e8..3771448e70a2a 100644
--- a/test/test_examples.py
+++ b/test/test_examples.py
@@ -327,10 +327,10 @@ def concatenate(str1, str2):
         app, _, _ = io.launch(prevent_thread_lock=True)
         client = TestClient(app)
 
-        response = client.post("/api/predict/", json={"fn_index": 5, "data": [0]})
+        response = client.post("/api/predict/", json={"fn_index": 7, "data": [0]})
         assert response.json()["data"] == ["Hello,"]
 
-        response = client.post("/api/predict/", json={"fn_index": 5, "data": [1]})
+        response = client.post("/api/predict/", json={"fn_index": 7, "data": [1]})
         assert response.json()["data"] == ["Michael"]
 
     def test_end_to_end_cache_examples(self):
@@ -348,8 +348,8 @@ def concatenate(str1, str2):
         app, _, _ = io.launch(prevent_thread_lock=True)
         client = TestClient(app)
 
-        response = client.post("/api/predict/", json={"fn_index": 5, "data": [0]})
+        response = client.post("/api/predict/", json={"fn_index": 7, "data": [0]})
         assert response.json()["data"] == ["Hello,", "World", "Hello, World"]
 
-        response = client.post("/api/predict/", json={"fn_index": 5, "data": [1]})
+        response = client.post("/api/predict/", json={"fn_index": 7, "data": [1]})
         assert response.json()["data"] == ["Michael", "Jordan", "Michael Jordan"]