Update README.md

README.md

@@ -3,47 +3,54 @@ language:
 - en
 pipeline_tag: text-classification
 widget:
-  - title: Rating Example
-    text: '4.7'
-  - title: Reviews Example
-    text: '(188)'
-  - title: Reviews Example 2
-    text: '188'
-  - title: Reviews Example 3
-    text: 'No Reviews'
-  - title: Price Example
-    text: '$'
-  - title: Type Example
-    text: 'Coffee shop'
-  - title: Address Example
-    text: 'Frederick, MD'
-  - title: Address Example 2
-    text: '552 W 48th St'
-  - title: Address Example 3
-    text: 'In Hilton Hotel'
-  - title: Hours Example
-    text: 'Closed'
-  - title: Hours Example 2
-    text: 'Opens 7 AM Fri'
-  - title: Hours Example 3
-    text: 'Permanently closed'
-  - title: Service Option Example
-    text: 'Dine-in'
-  - title: Service Option Example 2
-    text: 'Takeout'
-  - title: Service Option Example 3
-    text: 'Delivery'
-  - title: Phone Example
-    text: '(301) 000-0000'
-  - title: Years In Business Example
-    text: '5+ Years in Business'
-  - title: Button Text Example
-    text: 'Directions'
-  - title: Description Example
-    text: 'Provides: Auto maintenance'
+- title: Rating Example
+  text: '4.7'
+- title: Reviews Example
+  text: (188)
+- title: Reviews Example 2
+  text: '188'
+- title: Reviews Example 3
+  text: No Reviews
+- title: Price Example
+  text: $
+- title: Type Example
+  text: Coffee shop
+- title: Address Example
+  text: Frederick, MD
+- title: Address Example 2
+  text: 552 W 48th St
+- title: Address Example 3
+  text: In Hilton Hotel
+- title: Hours Example
+  text: Closed
+- title: Hours Example 2
+  text: Opens 7 AM Fri
+- title: Hours Example 3
+  text: Permanently closed
+- title: Service Option Example
+  text: Dine-in
+- title: Service Option Example 2
+  text: Takeout
+- title: Service Option Example 3
+  text: Delivery
+- title: Phone Example
+  text: (301) 000-0000
+- title: Years In Business Example
+  text: 5+ Years in Business
+- title: Button Text Example
+  text: Directions
+- title: Description Example
+  text: 'Provides: Auto maintenance'
+license: mit
+datasets:
+- serpapi/local-results-en
 ---
 
-<h1 align="center">BERT-based Classification Model for Google Local Listing</h1>
+<h1 align="center">BERT-based Classification Model for Google Local Listings</h1>
+
+<p align="center">
+  <img src="https://camo.githubusercontent.com/6c920f0b551360ca3257308e0f3547fe538496b9cb332d6a208992030abf6c3d/68747470733a2f2f736572706170692e636f6d2f616e64726f69642d6368726f6d652d353132783531322e706e67" alt="The Logo of SerpApi" width="200" height="200">
+</p>
 
 <p align="center">
 This repository contains a BERT-based classification model developed using the Hugging Face library, and a dataset gathered by <a href='https://serpapi.com/google-local-api'>SerpApi's Google Local API</a>. The model is designed to classify different texts extracted from Google Local Listings.
@@ -154,8 +161,10 @@ Please refer to the documentation of SerpApi's Google Local API and Google Local
 
 <strong>References:</strong>
 
-<li>SerpApi's Google Local API: <a href ="https://serpapi.com/google-local-api">https://serpapi.com/google-local-api</a></li>
-<li>SerpApi's Google Local Pack API: <a href="https://serpapi.com/local-pack">https://serpapi.com/local-pack</a></li>
+<ul style="text-align: center; list-style-position: inside;">
+  <li>SerpApi's Google Local API: <a href ="https://serpapi.com/google-local-api">https://serpapi.com/google-local-api</a></li>
+  <li>SerpApi's Google Local Pack API: <a href="https://serpapi.com/local-pack">https://serpapi.com/local-pack</a></li>
+</ul>
 
 </div>
 
@@ -183,8 +192,8 @@ Please refer to the documentation of SerpApi's Google Local API and Google Local
         </li>
         <li>The model may be susceptible to error in one word entries. This is a minority of the cases, and it could be fixed with assurance scores.For Example:
           <ul style="list-style-type: circle">
-            <li><code>"Sushi"</code> &rarr; <code>address(0.984), type(0.0493)</code></li>
-            <li><code>"Diagorou 4"</code> &rarr; <code>address(0.999)</code></li>
+            <li><code>"Sushi"</code> &rarr; <code>address(0.984), type(0.0493) [Correct Label is type]</code></li>
+            <li><code>"Diagorou 4"</code> &rarr; <code>address(0.999) [Correct address in same listing]</code></li>
           </ul>
         </li>
         <li>The model cannot differentiate between extra parts that are extracted in SerpApi's Google Local API and Google Local Pack API. These parts are not feasible to extract via Classification Models.</li>
@@ -210,4 +219,4 @@ While we understand the value of transparency, we also recognize the need to str
 </p>
 <p align="center">
 We appreciate your understanding and support in our commitment to responsible and ethical data practices. If you have any further questions or concerns, please feel free to reach out to us.
-</p>
+</p>