Update benchmark leaderboard

index.html

@@ -6,250 +6,333 @@
   <title>Text Quality Rating Benchmark</title>
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+
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   </style>
 </head>
 <body>
   <h1>Text Quality Rating Benchmark</h1>
-  <p class="subtitle">Accuracy of LLMs at rating text quality on a 1–6 scale &middot; across multiple languages</p>
+  <p class="subtitle">LLM accuracy at rating text quality on a 1–6 scale across multiple languages</p>
+
+  <div class="scoring-note">
+    <span><span class="dot" style="background:#22c55e"></span>Exact match = 1.0 pt</span>
+    <span><span class="dot" style="background:#eab308"></span>Off by ±1 = 0.5 pt</span>
+    <span><span class="dot" style="background:#ef4444"></span>Off by ≥2 = 0.0 pt</span>
+  </div>
 
   <div class="filter-label">Filter by language</div>
   <div id="chips"></div>
 
+  <div class="metric-toggle">
+    <button class="mt-btn active" id="btn-wp" onclick="setMetric('wp')">Weighted Score</button>
+    <button class="mt-btn"        id="btn-ex" onclick="setMetric('ex')">Exact Accuracy</button>
+  </div>
+
   <div class="table-wrap">
     <table id="lb-table">
       <thead id="lb-head"></thead>
       <tbody id="lb-body"></tbody>
     </table>
   </div>
+
+  <p class="section-title">Global Model Comparison</p>
+  <p class="subtitle" style="margin-bottom:20px">Weighted Score vs Exact Accuracy — all languages combined, sorted by Weighted Score</p>
+  <div class="chart-wrap">
+    <canvas id="globalChart"></canvas>
+  </div>
+
   <div class="footer" id="footer"></div>
 
-  <script>
-  (function() {
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-    const ALL_LANGS  = ["ar", "az", "be", "bg", "bo", "ca", "cn", "cs", "da", "de", "el", "en", "es", "et", "eu", "fa", "fi", "fr", "gl", "hu", "hv", "is", "it", "ka", "la", "li", "lv", "mk", "mt", "nl", "no", "pl", "pt", "ro", "ru", "sk", "sl", "sq", "sr", "stack", "sv", "tr", "uk"];
-    const LANG_NAMES = {"af": "Afrikaans", "ar": "Arabic", "az": "Azerbaijani", "be": "Belarusian", "bg": "Bulgarian", "bn": "Bengali", "ca": "Catalan", "cs": "Czech", "cy": "Welsh", "da": "Danish", "de": "German", "el": "Greek", "en": "English", "eo": "Esperanto", "es": "Spanish", "et": "Estonian", "eu": "Basque", "fa": "Persian", "fi": "Finnish", "fr": "French", "ga": "Irish", "gl": "Galician", "gu": "Gujarati", "he": "Hebrew", "hi": "Hindi", "hr": "Croatian", "hu": "Hungarian", "hy": "Armenian", "id": "Indonesian", "is": "Icelandic", "it": "Italian", "ja": "Japanese", "ka": "Georgian", "kk": "Kazakh", "km": "Khmer", "kn": "Kannada", "ko": "Korean", "lt": "Lithuanian", "lv": "Latvian", "mk": "Macedonian", "ml": "Malayalam", "mn": "Mongolian", "mr": "Marathi", "ms": "Malay", "mt": "Maltese", "my": "Burmese", "ne": "Nepali", "nl": "Dutch", "no": "Norwegian", "pa": "Punjabi", "pl": "Polish", "pt": "Portuguese", "ro": "Romanian", "ru": "Russian", "si": "Sinhala", "sk": "Slovak", "sl": "Slovenian", "sq": "Albanian", "sr": "Serbian", "sv": "Swedish", "sw": "Swahili", "ta": "Tamil", "te": "Telugu", "th": "Thai", "tl": "Filipino", "tr": "Turkish", "uk": "Ukrainian", "ur": "Urdu", "uz": "Uzbek", "vi": "Vietnamese", "zh": "Chinese", "zu": "Zulu"};
+<script>
+(function() {
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"da": 0.225, "de": 0.5, "el": 0.2, "en": 0.25, "es": 0.25, "et": 0.25, "eu": 0.2, "fa": 0.2, "fi": 0.225, "fr": 0.225, "gl": 0.183333, "hu": 0.125, "hv": 0.175, "is": 0.15, "it": 0.25, "ka": 0.025, "la": 0.35, "li": 0.05, "lv": 0.125, "mk": 0.225, "mt": 0.25, "nl": 0.175, "no": 0.225, "pl": 0.233333, "pt": 0.225, "ro": 0.1, "ru": 0.0, "sk": 0.15, "sl": 0.225, "sq": 0.025, "sr": 0.0, "stack": 0.25, "sv": 0.25, "tr": 0.075, "uk": 0.075}, "lang_wp": {"ar": 0.225, "az": 0.45, "be": 0.3125, "bg": 0.4375, "bo": 0.3875, "ca": 0.3625, "cn": 0.457627, "cs": 0.3375, "da": 0.375, "de": 0.5, "el": 0.35, "en": 0.4125, "es": 0.4125, "et": 0.4125, "eu": 0.358333, "fa": 0.4, "fi": 0.3375, "fr": 0.375, "gl": 0.291667, "hu": 0.275, "hv": 0.35, "is": 0.375, "it": 0.4, "ka": 0.2625, "la": 0.516667, "li": 0.3, "lv": 0.3625, "mk": 0.375, "mt": 0.4, "nl": 0.3375, "no": 0.3625, "pl": 0.416667, "pt": 0.4125, "ro": 0.225, "ru": 0.28125, "sk": 0.325, "sl": 0.475, "sq": 0.375, "sr": 0.225, "stack": 0.475, "sv": 0.4, "tr": 0.275, "uk": 0.325}}, {"model": "mistralai/ministral-14b-2512", "avg_exact": 0.196945, "avg_wp": 0.355701, "total": 1833, "lang_exact": {"ar": 0.15, "az": 0.225, "be": 0.175, "bg": 0.2, "bo": 0.25, "ca": 0.225, "cn": 0.233333, "cs": 0.25, "da": 0.175, "de": 0.25, "el": 0.25, "en": 0.275, "es": 0.175, "et": 0.075, "eu": 0.266667, "fa": 0.216667, "fi": 0.125, "fr": 0.25, "gl": 0.216667, "hu": 0.175, "hv": 0.2, "is": 0.325, "it": 0.125, "ka": 0.05, "la": 0.416667, "li": 0.125, "lv": 0.1, "mk": 0.175, "mt": 0.05, "nl": 0.1, "no": 0.125, "pl": 0.233333, "pt": 0.15, "ro": 0.175, "ru": 0.181818, "sk": 0.175, "sl": 0.125, "sq": 0.175, "sr": 0.225, "stack": 0.2, "sv": 0.275, "tr": 0.225, "uk": 0.2}, "lang_wp": {"ar": 0.3125, "az": 0.3625, "be": 0.35, "bg": 0.4125, "bo": 0.35, "ca": 0.4, "cn": 0.425, "cs": 0.4125, "da": 0.325, "de": 0.35, "el": 0.375, "en": 0.4125, "es": 0.35, "et": 0.225, "eu": 0.425, "fa": 0.441667, "fi": 0.275, "fr": 0.375, "gl": 0.383333, "hu": 0.3, "hv": 0.3375, "is": 0.4875, "it": 0.3125, "ka": 0.2125, "la": 0.533333, "li": 0.2625, "lv": 0.2875, "mk": 0.3375, "mt": 0.175, "nl": 0.225, "no": 0.225, "pl": 0.433333, "pt": 0.2875, "ro": 0.3375, "ru": 0.333333, "sk": 0.3375, "sl": 0.325, "sq": 0.3375, "sr": 0.325, "stack": 0.425, "sv": 0.4, "tr": 0.425, "uk": 0.375}}, {"model": "meta-llama/llama-3.1-8b-instruct", "avg_exact": 0.211044, "avg_wp": 0.344997, "total": 1829, "lang_exact": {"ar": 0.135135, "az": 0.2, "be": 0.3, "bg": 0.175, "bo": 0.2, "ca": 0.225, "cn": 0.3, "cs": 0.25, "da": 0.25, "de": 0.35, "el": 0.225, "en": 0.275, "es": 0.075, "et": 0.275, "eu": 0.116667, "fa": 0.083333, "fi": 0.333333, "fr": 0.1, "gl": 0.133333, "hu": 0.175, "hv": 0.375, "is": 0.25, "it": 0.2, "ka": 0.225, "la": 0.116667, "li": 0.2, "lv": 0.225, "mk": 0.275, "mt": 0.2, "nl": 0.225, "no": 0.225, "pl": 0.083333, "pt": 0.225, "ro": 0.075, "ru": 0.242424, "sk": 0.225, "sl": 0.25, "sq": 0.225, "sr": 0.25, "stack": 0.216667, "sv": 0.375, "tr": 0.275, "uk": 0.225}, "lang_wp": {"ar": 0.297297, "az": 0.275, "be": 0.4625, "bg": 0.3375, "bo": 0.3125, "ca": 0.35, "cn": 0.441667, "cs": 0.4, "da": 0.3875, "de": 0.375, "el": 0.325, "en": 0.4, "es": 0.2125, "et": 0.3875, "eu": 0.191667, "fa": 0.216667, "fi": 0.5, "fr": 0.2375, "gl": 0.266667, "hu": 0.3375, "hv": 0.5375, "is": 0.375, "it": 0.325, "ka": 0.35, "la": 0.325, "li": 0.3, "lv": 0.4, "mk": 0.4, "mt": 0.3, "nl": 0.3625, "no": 0.3375, "pl": 0.258333, "pt": 0.35, "ro": 0.2, "ru": 0.30303, "sk": 0.3625, "sl": 0.375, "sq": 0.3375, "sr": 0.375, "stack": 0.45, "sv": 0.475, "tr": 0.4, "uk": 0.3625}}, {"model": "speakleash/Bielik-11B-v2.6-Instruct", "avg_exact": 0.152459, "avg_wp": 0.343989, "total": 1830, "lang_exact": {"ar": 0.05, "az": 0.075, "be": 0.0, "bg": 0.175, "bo": 0.2, "ca": 0.175, "cn": 0.186441, "cs": 0.1, "da": 0.225, "de": 0.0, "el": 0.275, "en": 0.025, "es": 0.2, "et": 0.2, "eu": 0.166667, "fa": 0.266667, "fi": 0.125, "fr": 0.225, "gl": 0.216667, "hu": 0.2, "hv": 0.225, "is": 0.0, "it": 0.125, "ka": 0.0, "la": 0.2, "li": 0.225, "lv": 0.125, "mk": 0.2, "mt": 0.15, "nl": 0.225, "no": 0.15, "pl": 0.183333, "pt": 0.075, "ro": 0.075, "ru": 0.090909, "sk": 0.125, "sl": 0.225, "sq": 0.0, "sr": 0.05, "stack": 0.266667, "sv": 0.15, "tr": 0.225, "uk": 0.076923}, "lang_wp": {"ar": 0.175, "az": 0.25, "be": 0.1875, "bg": 0.3875, "bo": 0.4, "ca": 0.425, "cn": 0.29661, "cs": 0.3, "da": 0.4125, "de": 0.25, "el": 0.45, "en": 0.2, "es": 0.4625, "et": 0.4375, "eu": 0.333333, "fa": 0.433333, "fi": 0.35, "fr": 0.4375, "gl": 0.333333, "hu": 0.3375, "hv": 0.4375, "is": 0.1125, "it": 0.375, "ka": 0.128205, "la": 0.308333, "li": 0.4375, "lv": 0.3875, "mk": 0.4125, "mt": 0.35, "nl": 0.4625, "no": 0.4125, "pl": 0.4, "pt": 0.4125, "ro": 0.2625, "ru": 0.30303, "sk": 0.2875, "sl": 0.4375, "sq": 0.2, "sr": 0.2, "stack": 0.483333, "sv": 0.3375, "tr": 0.375, "uk": 0.25641}}, {"model": "CYFRAGOVPL/Llama-PLLuM-70B-chat-250801", "avg_exact": 0.232533, "avg_wp": 0.342522, "total": 1832, "lang_exact": {"ar": 0.15, "az": 0.275, "be": 0.25, "bg": 0.175, "bo": 0.25, "ca": 0.175, "cn": 0.152542, "cs": 0.225, "da": 0.175, "de": 0.5, "el": 0.225, "en": 0.225, "es": 0.125, "et": 0.25, "eu": 0.1, "fa": 0.35, "fi": 0.25, "fr": 0.225, "gl": 0.133333, "hu": 0.175, "hv": 0.375, "is": 0.4, "it": 0.2, "ka": 0.175, "la": 0.3, "li": 0.25, "lv": 0.325, "mk": 0.225, "mt": 0.275, "nl": 0.25, "no": 0.25, "pl": 0.1, "pt": 0.25, "ro": 0.25, "ru": 0.30303, "sk": 0.2, "sl": 0.175, "sq": 0.25, "sr": 0.325, "stack": 0.3, "sv": 0.25, "tr": 0.275, "uk": 0.15}, "lang_wp": {"ar": 0.35, "az": 0.4, "be": 0.3625, "bg": 0.275, "bo": 0.4, "ca": 0.2375, "cn": 0.194915, "cs": 0.375, "da": 0.2875, "de": 0.525, "el": 0.3125, "en": 0.2375, "es": 0.125, "et": 0.375, "eu": 0.183333, "fa": 0.508333, "fi": 0.3625, "fr": 0.35, "gl": 0.2, "hu": 0.2125, "hv": 0.55, "is": 0.5875, "it": 0.275, "ka": 0.2375, "la": 0.5, "li": 0.35, "lv": 0.4625, "mk": 0.275, "mt": 0.4625, "nl": 0.3625, "no": 0.3125, "pl": 0.141667, "pt": 0.3625, "ro": 0.3625, "ru": 0.439394, "sk": 0.325, "sl": 0.2875, "sq": 0.375, "sr": 0.475, "stack": 0.483333, "sv": 0.375, "tr": 0.4125, "uk": 0.2375}}, {"model": "CYFRAGOVPL/pllum-12b-nc-chat-250715", "avg_exact": 0.144651, "avg_wp": 0.232533, "total": 1832, "lang_exact": {"ar": 0.075, "az": 0.175, "be": 0.275, "bg": 0.125, "bo": 0.325, "ca": 0.275, "cn": 0.101695, "cs": 0.075, "da": 0.125, "de": 0.15, "el": 0.175, "en": 0.15, "es": 0.2, "et": 0.075, "eu": 0.083333, "fa": 0.216667, "fi": 0.075, "fr": 0.25, "gl": 0.1, "hu": 0.025, "hv": 0.325, "is": 0.15, "it": 0.125, "ka": 0.075, "la": 0.133333, "li": 0.15, "lv": 0.1, "mk": 0.075, "mt": 0.1, "nl": 0.075, "no": 0.2, "pl": 0.116667, "pt": 0.1, "ro": 0.35, "ru": 0.212121, "sk": 0.15, "sl": 0.15, "sq": 0.075, "sr": 0.175, "stack": 0.083333, "sv": 0.125, "tr": 0.15, "uk": 0.075}, "lang_wp": {"ar": 0.0875, "az": 0.3375, "be": 0.3625, "bg": 0.2, "bo": 0.4875, "ca": 0.3625, "cn": 0.144068, "cs": 0.1125, "da": 0.2125, "de": 0.25, "el": 0.25, "en": 0.275, "es": 0.275, "et": 0.15, "eu": 0.116667, "fa": 0.35, "fi": 0.1375, "fr": 0.3875, "gl": 0.183333, "hu": 0.125, "hv": 0.475, "is": 0.225, "it": 0.225, "ka": 0.1125, "la": 0.308333, "li": 0.2125, "lv": 0.2375, "mk": 0.15, "mt": 0.2, "nl": 0.15, "no": 0.275, "pl": 0.141667, "pt": 0.1375, "ro": 0.425, "ru": 0.30303, "sk": 0.2625, "sl": 0.3, "sq": 0.1375, "sr": 0.25, "stack": 0.183333, "sv": 0.1625, "tr": 0.2625, "uk": 0.175}}];
+  const ALL_LANGS  = ["ar", "az", "be", "bg", "bo", "ca", "cn", "cs", "da", "de", "el", "en", "es", "et", "eu", "fa", "fi", "fr", "gl", "hu", "hv", "is", "it", "ka", "la", "li", "lv", "mk", "mt", "nl", "no", "pl", "pt", "ro", "ru", "sk", "sl", "sq", "sr", "stack", "sv", "tr", "uk"];
+  const LANG_NAMES = {"af": "Afrikaans", "ar": "Arabic", "az": "Azerbaijani", "be": "Belarusian", "bg": "Bulgarian", "bn": "Bengali", "ca": "Catalan", "cs": "Czech", "cy": "Welsh", "da": "Danish", "de": "German", "el": "Greek", "en": "English", "eo": "Esperanto", "es": "Spanish", "et": "Estonian", "eu": "Basque", "fa": "Persian", "fi": "Finnish", "fr": "French", "ga": "Irish", "gl": "Galician", "gu": "Gujarati", "he": "Hebrew", "hi": "Hindi", "hr": "Croatian", "hu": "Hungarian", "hy": "Armenian", "id": "Indonesian", "is": "Icelandic", "it": "Italian", "ja": "Japanese", "ka": "Georgian", "kk": "Kazakh", "km": "Khmer", "kn": "Kannada", "ko": "Korean", "lt": "Lithuanian", "lv": "Latvian", "mk": "Macedonian", "ml": "Malayalam", "mn": "Mongolian", "mr": "Marathi", "ms": "Malay", "mt": "Maltese", "my": "Burmese", "ne": "Nepali", "nl": "Dutch", "no": "Norwegian", "pa": "Punjabi", "pl": "Polish", "pt": "Portuguese", "ro": "Romanian", "ru": "Russian", "si": "Sinhala", "sk": "Slovak", "sl": "Slovenian", "sq": "Albanian", "sr": "Serbian", "sv": "Swedish", "sw": "Swahili", "ta": "Tamil", "te": "Telugu", "th": "Thai", "tl": "Filipino", "tr": "Turkish", "uk": "Ukrainian", "ur": "Urdu", "uz": "Uzbek", "vi": "Vietnamese", "zh": "Chinese", "zu": "Zulu"};
 
-    function langName(c) { return LANG_NAMES[c] || c.toUpperCase(); }
+  function langName(c) { return LANG_NAMES[c] || c.toUpperCase(); }
 
-    // ── colour helpers ──
-    function scoreColor(v) {
-      const r = v < 0.5 ? 220 : Math.round(220 - (v-0.5)*2*160);
-      const g = v > 0.5 ? 160 : Math.round(v*2*160);
-      return `rgb(${r},${g},40)`;
-    }
-    function textColor(v) { return v > 0.35 ? '#fff' : '#ccc'; }
-
-    // ── state ──
-    let selLangs = [];
-    let sortCol  = 'avg';
-    let sortDir  = -1;   // -1 = desc
-
-    // ── chips ──
-    const chipsEl = document.getElementById('chips');
-
-    function renderChips() {
-      chipsEl.innerHTML = '';
-      const mkChip = (label, key, active) => {
-        const s = document.createElement('span');
-        s.className = 'chip' + (active ? ' active' : '');
-        s.textContent = label;
-        s.addEventListener('click', () => {
-          if (key === '__all__') { selLangs = []; }
-          else {
-            const idx = selLangs.indexOf(key);
-            if (idx >= 0) selLangs.splice(idx, 1); else selLangs.push(key);
-          }
-          render();
-        });
-        chipsEl.appendChild(s);
+  function scoreColor(v) {
+    const r = v < 0.5 ? 220 : Math.round(220 - (v - 0.5) * 2 * 160);
+    const g = v > 0.5 ? 160 : Math.round(v * 2 * 160);
+    return `rgb(${r},${g},40)`;
+  }
+  function textColor(v) { return v > 0.35 ? '#fff' : '#ccc'; }
+
+  let selLangs = [];
+  let sortCol  = 'avg';
+  let sortDir  = -1;
+  let metric   = 'wp';
+
+  window.setMetric = function(m) {
+    metric = m;
+    document.getElementById('btn-wp').classList.toggle('active', m === 'wp');
+    document.getElementById('btn-ex').classList.toggle('active', m === 'ex');
+    render();
+  };
+
+  function getScore(row, lang) {
+    if (lang) return metric === 'wp' ? row.lang_wp[lang]   : row.lang_exact[lang];
+    return          metric === 'wp' ? row.avg_wp           : row.avg_exact;
+  }
+
+  // chips
+  const chipsEl = document.getElementById('chips');
+  function renderChips() {
+    chipsEl.innerHTML = '';
+    function mk(label, key, active) {
+      const s = document.createElement('span');
+      s.className = 'chip' + (active ? ' active' : '');
+      s.textContent = label;
+      s.onclick = () => {
+        if (key === '__all__') { selLangs = []; }
+        else {
+          const i = selLangs.indexOf(key);
+          i >= 0 ? selLangs.splice(i, 1) : selLangs.push(key);
+        }
+        render();
       };
-      mkChip('All', '__all__', selLangs.length === 0);
-      ALL_LANGS.forEach(l => mkChip(langName(l), l, selLangs.includes(l)));
+      chipsEl.appendChild(s);
     }
+    mk('All', '__all__', selLangs.length === 0);
+    ALL_LANGS.forEach(l => mk(langName(l), l, selLangs.includes(l)));
+  }
+
+  // chart
+  let chartInstance = null;
+  function renderChart() {
+    const sorted = [...ALL_ROWS].sort((a, b) => b.avg_wp - a.avg_wp);
+    const labels = sorted.map(r => r.model);
+    const wpData = sorted.map(r => +(r.avg_wp    * 100).toFixed(1));
+    const exData = sorted.map(r => +(r.avg_exact * 100).toFixed(1));
+
+    const ctx = document.getElementById('globalChart').getContext('2d');
+    if (chartInstance) chartInstance.destroy();
 
-    // ── main render ──
-    function render() {
-      renderChips();
-
-      // visible langs
-      const visLangs = selLangs.length > 0 ? [...selLangs].sort() : [...ALL_LANGS];
-
-      // filter rows to only include data for visible langs
-      let rows = ALL_ROWS.map(row => {
-        const ls = {};
-        visLangs.forEach(l => { if (row.lang_scores[l] !== undefined) ls[l] = row.lang_scores[l]; });
-        const vals = Object.values(ls);
-        const avg = selLangs.length === 0 ? row.avg :
-                    (vals.length ? vals.reduce((a,b)=>a+b,0)/vals.length : null);
-        return { ...row, _avg: avg, _ls: ls };
-      }).filter(r => r._avg !== null);
-
-      // sort
-      rows.sort((a, b) => {
-        const va = sortCol === 'avg' ? a._avg : (a._ls[sortCol] ?? -1);
-        const vb = sortCol === 'avg' ? b._avg : (b._ls[sortCol] ?? -1);
-        return sortDir * (vb - va);
-      });
-
-      // ── header ──
-      const head = document.getElementById('lb-head');
-      const mkSortBtn = (label, col) => {
-        const active = sortCol === col;
-        const arrow  = active ? (sortDir === -1 ? ' ↓' : ' ↑') : '';
-        return `<button class="sort-btn${active?' active':''}" data-col="${col}">${label}${arrow}</button>`;
+    const h = Math.max(320, sorted.length * 32 + 80);
+    document.getElementById('globalChart').style.height = h + 'px';
+
+    chartInstance = new Chart(ctx, {
+      type: 'bar',
+      data: {
+        labels,
+        datasets: [
+          {
+            label: 'Weighted Score',
+            data: wpData,
+            backgroundColor: '#2563eb',
+            borderRadius: 3,
+            barPercentage: 0.72,
+          },
+          {
+            label: 'Exact Accuracy',
+            data: exData,
+            backgroundColor: '#16a34a',
+            borderRadius: 3,
+            barPercentage: 0.72,
+          },
+        ]
+      },
+      options: {
+        indexAxis: 'y',
+        responsive: true,
+        maintainAspectRatio: false,
+        animation: { duration: 500 },
+        plugins: {
+          legend: {
+            position: 'bottom',
+            labels: {
+              color: '#94a3b8',
+              font: { family: 'JetBrains Mono', size: 11 },
+              boxWidth: 14, padding: 20,
+            }
+          },
+          tooltip: {
+            backgroundColor: '#1e2a3a',
+            titleColor: '#e2e8f0',
+            bodyColor: '#94a3b8',
+            callbacks: {
+              label: ctx => ` ${ctx.dataset.label}: ${ctx.parsed.x}%`
+            }
+          },
+        },
+        scales: {
+          x: {
+            min: 0, max: 108,
+            grid: { color: '#1a2236' },
+            ticks: {
+              color: '#64748b',
+              font: { family: 'JetBrains Mono', size: 10 },
+              callback: v => v + '%',
+            },
+            title: {
+              display: true, text: 'Percent (%)',
+              color: '#64748b',
+              font: { family: 'JetBrains Mono', size: 11 },
+            }
+          },
+          y: {
+            grid: { display: false },
+            ticks: {
+              color: '#cbd5e1',
+              font: { family: 'JetBrains Mono', size: 11 },
+            }
+          }
+        }
+      }
+    });
+  }
+
+  // table
+  function render() {
+    renderChips();
+
+    const visLangs = selLangs.length > 0 ? [...selLangs].sort() : [...ALL_LANGS];
+
+    let rows = ALL_ROWS.map(row => {
+      const ls = {};
+      visLangs.forEach(l => { const v = getScore(row, l); if (v !== undefined) ls[l] = v; });
+      const vals = Object.values(ls);
+      const avg = selLangs.length === 0
+        ? getScore(row, null)
+        : (vals.length ? vals.reduce((a, b) => a + b, 0) / vals.length : null);
+      return { ...row, _avg: avg, _ls: ls };
+    }).filter(r => r._avg !== null);
+
+    rows.sort((a, b) => {
+      const va = sortCol === 'avg' ? a._avg : (a._ls[sortCol] ?? -1);
+      const vb = sortCol === 'avg' ? b._avg : (b._ls[sortCol] ?? -1);
+      return sortDir * (vb - va);
+    });
+
+    // header
+    const head = document.getElementById('lb-head');
+    const mkBtn = (label, col) => {
+      const active = sortCol === col;
+      const arrow  = active ? (sortDir === -1 ? ' ↓' : ' ↑') : '';
+      return `<button class="sort-btn${active ? ' active' : ''}" data-col="${col}">${label}${arrow}</button>`;
+    };
+    const ml = metric === 'wp' ? 'Wtd Score' : 'Exact Acc';
+    head.innerHTML = `<tr>
+      <th class="rank-col"></th>
+      <th class="model-col"><span style="font-size:10px;text-transform:uppercase;letter-spacing:.08em;color:#475569">Model</span></th>
+      <th class="avg-col">${mkBtn(ml + ' avg', 'avg')}</th>
+      ${visLangs.map(l => `<th class="lang-col">${mkBtn(langName(l), l)}</th>`).join('')}
+    </tr>`;
+    head.querySelectorAll('.sort-btn').forEach(btn => {
+      btn.onclick = () => {
+        const col = btn.dataset.col;
+        sortCol === col ? (sortDir = -sortDir) : (sortCol = col, sortDir = -1);
+        render();
       };
-      head.innerHTML = `<tr>
-        <th class="rank-col"></th>
-        <th class="model-col"><span style="font-size:10px;text-transform:uppercase;letter-spacing:.08em;color:#475569">Model</span></th>
-        <th class="avg-col">${mkSortBtn('Avg Acc', 'avg')}</th>
-        ${visLangs.map(l => `<th class="lang-col">${mkSortBtn(langName(l), l)}</th>`).join('')}
-      </tr>`;
+    });
 
-      head.querySelectorAll('.sort-btn').forEach(btn => {
-        btn.addEventListener('click', () => {
-          const col = btn.dataset.col;
-          if (sortCol === col) sortDir = -sortDir;
-          else { sortCol = col; sortDir = -1; }
-          render();
-        });
-      });
-
-      // ── body ──
-      const body = document.getElementById('lb-body');
-      body.innerHTML = rows.map((row, i) => {
-        const avgPct = (row._avg * 100).toFixed(1) + '%';
-        const langCells = visLangs.map(l => {
-          const v = row._ls[l];
-          if (v === undefined) return `<td class="empty">—</td>`;
-          return `<td class="score" style="background:${scoreColor(v)};color:${textColor(v)}">${(v*100).toFixed(1)}%</td>`;
-        }).join('');
-        return `<tr>
-          <td class="rank">${i+1}</td>
-          <td class="model" title="${row.model}">${row.model}</td>
-          <td class="score" style="background:${scoreColor(row._avg)};color:${textColor(row._avg)};font-size:13px">${avgPct}</td>
-          ${langCells}
-        </tr>`;
+    // body
+    const body = document.getElementById('lb-body');
+    body.innerHTML = rows.map((row, i) => {
+      const avgPct   = (row._avg * 100).toFixed(1) + '%';
+      const langCells = visLangs.map(l => {
+        const v = row._ls[l];
+        if (v === undefined) return `<td class="empty">—</td>`;
+        return `<td class="score" style="background:${scoreColor(v)};color:${textColor(v)}">${(v * 100).toFixed(1)}%</td>`;
       }).join('');
+      return `<tr>
+        <td class="rank">${i + 1}</td>
+        <td class="model" title="${row.model}">${row.model}</td>
+        <td class="score" style="background:${scoreColor(row._avg)};color:${textColor(row._avg)};font-size:13px;font-weight:800">${avgPct}</td>
+        ${langCells}
+      </tr>`;
+    }).join('');
 
-      // ── footer ──
-      document.getElementById('footer').textContent =
-        `${ALL_ROWS.reduce((s,r)=>s+r.total,0)} predictions · ${ALL_LANGS.length} languages · click column headers to sort`;
-    }
+    document.getElementById('footer').textContent =
+      `63371 predictions · ${ALL_LANGS.length} languages · ${ALL_ROWS.length} models`;
+  }
 
-    render();
-  })();
-  </script>
+  render();
+  renderChart();
+})();
+</script>
 </body>
-</html>
+</html>