From 761c0961b246240c7880b53447afbb6e11e21d3e Mon Sep 17 00:00:00 2001
From: Dzmitry Pihulski <dim.pigulsky@gmail.com>
Date: Thu, 5 Mar 2026 07:58:18 +0100
Subject: [PATCH 1/2] new page section

---
 docs/_templates/index.html | 71 +++++++++++++++++++++++++++++++++-----
 1 file changed, 62 insertions(+), 9 deletions(-)

diff --git a/docs/_templates/index.html b/docs/_templates/index.html
index 925447d..96dcb27 100644
--- a/docs/_templates/index.html
+++ b/docs/_templates/index.html
@@ -30,7 +30,7 @@
     <h4>ON THIS PAGE</h4>
     <ul>
       <li><a href="#description">Description</a></li>
-      <li><a href="#improvements">Key improvements</a></li>
+      <li><a href="#latest-news">Latest News</a></li>
       <li><a href="#documentation">Documentation</a></li>
       <li><a href="#quick-start">Quick Start</a></li>
       <li><a href="#links">Links</a></li>
@@ -68,21 +68,20 @@ <h1>Welcome to LLMSQL Project</h1>
       <p style="margin-top:10px;">LLMSQL is a Python package for evaluation Hugging Face models on LLMSQL benchmark with transformers and vLLM.</p>
     </div>
 
-    <h2 id="description">💡 Description</h2>
+    <h2 id="description">Description</h2>
     <p><strong>LLMSQL Benchmark</strong> is an <strong>open-source framework</strong> providing a <strong>modernized, cleaned, and extended version of the original WikiSQL dataset</strong>, specifically designed for evaluating Hugging Face style <strong>Large Language Models (LLMs)</strong> on <strong>Text-to-SQL</strong> tasks.</p>
 
-    <h2 id="improvements">Key improvements</h2>
-    <ul>
-      <li><strong>Data Cleaning:</strong> Resolved duplicates, datatype mismatches, and inconsistent casing, reducing the widespread occurrence of empty query results.</li>
-      <li><strong>LLM-Ready Format:</strong> Reformatted SQL queries stored in WikiSQL’s custom encoding into standard SQL syntax.</li>
-    </ul>
+    <h2 id="latest-news">📣 Latest News</h2>
+    <div id="latest-news-container" class="custom-highlight-box">
+      <p>Loading latest news...</p>
+    </div>
 
-    <h2 id="documentation">📚 Documentation</h2>
+    <h2 id="documentation">Documentation</h2>
     <div class="note-box">
       <p><strong>Note:</strong> Documentation pages (installation guide, API reference) are <strong>under construction</strong>. <br> See <strong>Quick Start</strong> below or the README files inside the <a href="https://github.com/LLMSQL/llmsql-benchmark/" target="_blank">repo</a>.</p>
     </div>
 
-    <h2 id="quick-start">⚡ Quick Start</h2>
+    <h2 id="quick-start">Quick Start</h2>
     <div class="custom-highlight-box">
   <p><strong>⚠️ WARNING — Reproducibility</strong></p>
 
@@ -150,6 +149,7 @@ <h2 id="links">🔗 Resources</h2>
         <tr><td>📦 <strong>PyPI Project</strong></td><td><a href="https://pypi.org/project/llmsql/">llmsql on PyPI</a></td></tr>
         <tr><td>💾 <strong>Dataset on Hugging Face</strong></td><td><a href="https://huggingface.co/datasets/llmsql-bench/llmsql-benchmark">llmsql-bench dataset</a></td></tr>
         <tr><td>💻 <strong>Source Code</strong></td><td><a href="https://github.com/LLMSQL/llmsql-benchmark">GitHub repo</a></td></tr>
+        <tr><td>💻 <strong>Playground</strong></td><td><a href="https://huggingface.co/spaces/pihull/llmsql-interactive-q-a">HF Space</a></td></tr>
       </tbody>
     </table>
 
@@ -200,6 +200,59 @@ <h2 id="citation">📄 Citation</h2>
   });
 });
 </script>
+<script>
+async function loadLatestNews() {
+  const container = document.getElementById("latest-news-container");
+
+  try {
+    const response = await fetch(
+      "https://api.github.com/repos/LLMSQL/llmsql-benchmark/readme"
+    );
+
+    const data = await response.json();
+
+    const content = atob(data.content);
+
+    const match = content.match(
+      /## Latest News[\s\S]*?(?=\n## |\n# |$)/
+    );
+
+    if (!match) {
+      container.innerHTML = "<p>No latest news found.</p>";
+      return;
+    }
+
+    const newsMarkdown = match[0]
+      .replace("## Latest News 📣", "")
+      .trim();
+
+    const lines = newsMarkdown.split("\n").filter(l => l.startsWith("*"));
+
+    const htmlList = `
+      <ul>
+        ${lines.map(line => {
+          const text = line.replace(/^\*\s*/, "");
+
+          const withLinks = text.replace(
+            /\[([^\]]+)\]\(([^)]+)\)/g,
+            '<a href="https://github.com/LLMSQL/llmsql-benchmark/blob/main/$2" target="_blank">$1</a>'
+          );
+
+          return `<li>${withLinks}</li>`;
+        }).join("")}
+      </ul>
+    `;
+
+    container.innerHTML = htmlList;
+
+  } catch (error) {
+    container.innerHTML =
+      "<p>Unable to load latest news from GitHub.</p>";
+  }
+}
+
+document.addEventListener("DOMContentLoaded", loadLatestNews);
+</script>
 
 
 </body>

From 52f7e3149b7ab4171ace22206f277254b45c3d93 Mon Sep 17 00:00:00 2001
From: Dzmitry Pihulski <dim.pigulsky@gmail.com>
Date: Thu, 5 Mar 2026 08:07:27 +0100
Subject: [PATCH 2/2] fetching updated

---
 docs/_templates/index.html | 24 ++++++++++++++++++++----
 1 file changed, 20 insertions(+), 4 deletions(-)

diff --git a/docs/_templates/index.html b/docs/_templates/index.html
index 96dcb27..d81ed4f 100644
--- a/docs/_templates/index.html
+++ b/docs/_templates/index.html
@@ -210,7 +210,6 @@ <h2 id="citation">📄 Citation</h2>
     );
 
     const data = await response.json();
-
     const content = atob(data.content);
 
     const match = content.match(
@@ -226,7 +225,9 @@ <h2 id="citation">📄 Citation</h2>
       .replace("## Latest News 📣", "")
       .trim();
 
-    const lines = newsMarkdown.split("\n").filter(l => l.startsWith("*"));
+    const lines = newsMarkdown
+      .split("\n")
+      .filter(l => l.startsWith("*"));
 
     const htmlList = `
       <ul>
@@ -235,7 +236,22 @@ <h2 id="citation">📄 Citation</h2>
 
           const withLinks = text.replace(
             /\[([^\]]+)\]\(([^)]+)\)/g,
-            '<a href="https://github.com/LLMSQL/llmsql-benchmark/blob/main/$2" target="_blank">$1</a>'
+            (match, label, url) => {
+              if (url.startsWith("http://") || url.startsWith("https://")) {
+                return `<a href="${url}" target="_blank" rel="noopener">${label}</a>`;
+              }
+
+              const cleanPath = url.replace(/^\.\//, "");
+
+              const [path, anchor] = cleanPath.split("#");
+
+              const githubUrl =
+                "https://github.com/LLMSQL/llmsql-benchmark/blob/main/" +
+                path +
+                (anchor ? `#${anchor}` : "");
+
+              return `<a href="${githubUrl}" target="_blank" rel="noopener">${label}</a>`;
+            }
           );
 
           return `<li>${withLinks}</li>`;
@@ -247,7 +263,7 @@ <h2 id="citation">📄 Citation</h2>
 
   } catch (error) {
     container.innerHTML =
-      "<p>Unable to load latest news from GitHub.</p>";
+      "<p>Unable to load latest news from GitHub. See the repo yourself: https://github.com/LLMSQL/llmsql-benchmark/blob/main/</p>";
   }
 }