diff --git "a/tests/golden/stress.output.html" "b/tests/golden/stress.output.html"
new file mode 100644--- /dev/null
+++ "b/tests/golden/stress.output.html"
@@ -0,0 +1,813 @@
+<!DOCTYPE html>
+<html>
+<head>
+    <meta charset="UTF-8">
+    <title>Model Comparison</title>
+    <style>
+        body {
+            font-family: Consolas, 'Courier New', monospace;
+            margin: 0;
+            padding: 0;
+            background-color: #f5f5f5;
+        }
+        .header {
+            background-color: #333;
+            color: white;
+            padding: 20px;
+            position: sticky;
+            top: 0;
+            z-index: 100;
+        }
+        .header h1 {
+            margin: 0 0 15px 0;
+            font-size: 18px;
+        }
+        .meta {
+            display: flex;
+            flex-wrap: wrap;
+            gap: 20px;
+            font-size: 12px;
+            color: #c8c8c8;
+        }
+        .legend {
+            display: flex;
+            gap: 15px;
+            margin-top: 10px;
+        }
+        .legend-item {
+            display: flex;
+            align-items: center;
+            gap: 5px;
+        }
+        .legend-box {
+            width: 20px;
+            height: 12px;
+            border: 1px solid #666;
+        }
+        .content {
+            background-color: white;
+            margin: 10px;
+            padding: 15px;
+            border: 1px solid #ccc;
+            font-size: 14px;
+            line-height: 1.8;
+            white-space: pre-wrap;
+            overflow-wrap: anywhere;
+            word-wrap: break-word;
+            position: relative;
+        }
+        .content span {
+            padding: 1px 0;
+        }
+        .word {
+            cursor: pointer;
+            position: relative;
+        }
+        .word:hover {
+            outline: 2px solid #007bff;
+            outline-offset: 1px;
+        }
+        .word.highlighted {
+            outline: 2px solid #ff6b6b;
+            outline-offset: 1px;
+        }
+        #svg-overlay {
+            position: fixed;
+            top: 0;
+            left: 0;
+            width: 100%;
+            height: 100%;
+            pointer-events: none;
+            z-index: 1000;
+        }
+        .link-line {
+            stroke: #007bff;
+            stroke-width: 2;
+            fill: none;
+            opacity: 0.7;
+        }
+        .link-dot {
+            fill: #007bff;
+            opacity: 0.8;
+        }
+        .token {
+            position: relative;
+            cursor: help;
+        }
+        .token:hover {
+            outline: 1px dashed #666;
+        }
+        .token-kind-control {
+            color: #f59e0b;
+        }
+        .token-kind-raw {
+            color: #fb7185;
+        }
+        #tooltip {
+            position: fixed;
+            background-color: rgba(0, 0, 0, 0.9);
+            color: white;
+            padding: 10px 14px;
+            border-radius: 6px;
+            font-size: 12px;
+            max-width: 500px;
+            z-index: 2000;
+            pointer-events: none;
+            display: none;
+            line-height: 1.6;
+            box-shadow: 0 2px 10px rgba(0,0,0,0.3);
+        }
+        #tooltip .label {
+            color: #aaa;
+            font-weight: bold;
+        }
+        #tooltip .bytes {
+            color: #a5f3fc;
+            font-family: monospace;
+        }
+        #tooltip .loss-a {
+            color: #86efac;
+            font-family: monospace;
+        }
+        #tooltip .loss-b {
+            color: #fca5a5;
+            font-family: monospace;
+        }
+        #tooltip .model-a {
+            color: #fcd34d;
+        }
+        #tooltip .model-b {
+            color: #7dd3fc;
+        }
+        #tooltip .topk-section {
+            margin-top: 8px;
+            padding-top: 8px;
+            border-top: 1px solid #555;
+        }
+        #tooltip .topk-container {
+            display: flex;
+            gap: 16px;
+        }
+        #tooltip .topk-column {
+            flex: 1;
+            min-width: 180px;
+        }
+        #tooltip .topk-title {
+            color: #aaa;
+            font-weight: bold;
+            margin-bottom: 4px;
+            font-size: 11px;
+        }
+        #tooltip .topk-title.model-a {
+            color: #86efac;
+        }
+        #tooltip .topk-title.model-b {
+            color: #fca5a5;
+        }
+        #tooltip .topk-list {
+            font-size: 11px;
+        }
+        #tooltip .topk-item {
+            display: flex;
+            gap: 4px;
+            padding: 1px 0;
+            align-items: flex-start;
+        }
+        #tooltip .token-block {
+            margin-top: 6px;
+            display: flex;
+            align-items: center;
+            gap: 6px;
+            white-space: nowrap;
+        }
+        #tooltip .token-chips {
+            display: flex;
+            flex-wrap: nowrap;
+            gap: 4px;
+        }
+        #tooltip .token-chip-group {
+            display: inline-flex;
+            align-items: center;
+            gap: 4px;
+        }
+        #tooltip .token-id {
+            color: #888;
+            font-family: monospace;
+        }
+        #tooltip .token-chip {
+            max-width: 100%;
+        }
+        #tooltip .topk-rank {
+            color: #888;
+            min-width: 18px;
+        }
+        #tooltip .topk-rank.hit {
+            color: #ffd700;
+        }
+        #tooltip .topk-token {
+            color: #a5f3fc;
+            white-space: pre-wrap;
+            overflow-wrap: anywhere;
+            word-break: break-word;
+            font-family: monospace;
+            background-color: rgba(255, 255, 255, 0.08);
+            padding: 0 4px;
+            border-radius: 3px;
+            display: inline-block;
+            max-width: 100%;
+        }
+        #tooltip .esc-control {
+            color: #fbbf24;
+        }
+        #tooltip .esc-raw {
+            color: #fb7185;
+        }
+        #tooltip .topk-prob {
+            color: #86efac;
+            min-width: 45px;
+            text-align: right;
+        }
+        #tooltip .topk-hit {
+            color: #22c55e;
+        }
+        #tooltip .topk-miss {
+            color: #ef4444;
+            font-style: italic;
+        }
+    
+    </style>
+</head>
+<body>
+    <svg id="svg-overlay"></svg>
+    <div id="tooltip"></div>
+        <div class="header">
+            <div class="meta">
+                <div>Model A: RWKV7 (dummy)</div>
+                <div>Model B: Qwen3 (dummy)</div>
+                <div>RWKV Compression: 9.02%</div>
+                <div>Qwen Compression: 10.82%</div>
+                <div style="color: #64ff64">Avg Delta: -1.80%</div>
+            </div>
+            <div class="legend">
+                <div class="legend-item">
+                    <div class="legend-box" style="background-color: rgb(77, 255, 77)"></div>
+                    <span>RWKV better than avg</span>
+                </div>
+                <div class="legend-item">
+                    <div class="legend-box" style="background-color: rgb(255, 255, 255)"></div>
+                    <span>Equal to avg</span>
+                </div>
+                <div class="legend-item">
+                    <div class="legend-box" style="background-color: rgb(255, 77, 77)"></div>
+                    <span>RWKV worse than avg</span>
+                </div>
+                <div class="legend-item" style="margin-left: 20px;">
+                    <span style="color: #aaa;">Color Range:</span>
+                    <input type="range" id="color-range-slider" min="0" max="100" value="10" step="0.1" style="width: 200px; vertical-align: middle;">
+                    <span id="color-range-value" style="color: #fff; min-width: 45px; display: inline-block;">10%</span>
+                </div>
+            </div>
+        </div>
+    
+    <div class="content"></div>
+    <script id="render-model" type="application/json">{"text": "BEGIN TEST\n  Leading spaces (2) + trailing spaces (2)··\nTAB_LITERAL: [START]\t[END]   (there is a real TAB between)\n\nRaw escape-like text: \\n \\r \\t \\\\n \\\\r \\\\t \\\\x00 \\\\x1f \\\\x7f \\\\xff \\u0000 \\u202E \\u200F \\u200E\nBytes-ish hex: e5 bd 93 e7 84 b6 | 00 1f 7f ff | 0x00 0x1F 0x7F 0xFF | b\"\\x00\\x1f\\x7f\\xff\"\n\nHTML tags (should render as text, not tags):\n\u003cthink\u003e\u003c/think\u003e \u003cthink\u003einner\u003c/think\u003e \u003cscript\u003ealert('x')\u003c/script\u003e \u003cstyle\u003ebody{color:red}\u003c/style\u003e\n\u003cdiv class=\"x\" data-x=\"1 \u0026 2\"\u003eHello\u003c/div\u003e \u003cspan\u003eSpan\u003c/span\u003e \u003ca href=\"https://example.com?q=1\u0026x=\u003ctag\u003e\"\u003elink\u003c/a\u003e\n\u003cimg src=x onerror=alert(1)\u003e \u003cbr\u003e \u003chr\u003e \u003cp\u003epara\u003c/p\u003e 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9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1142, "byte_end": 1143, "display": {"text": "d", "kind": "normal"}, "is_word": true, "word_id": 679, "word_key": "d", "bytes_hex": "64", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1143, "byte_end": 1144, "display": {"text": " ", "kind": "normal"}, "is_word": false, "word_id": null, "word_key": null, "bytes_hex": "20", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1144, "byte_end": 1145, "display": {"text": "d", "kind": "normal"}, "is_word": true, "word_id": 680, "word_key": "d", "bytes_hex": "64", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1145, "byte_end": 1146, "display": {"text": "i", "kind": "normal"}, "is_word": true, "word_id": 681, "word_key": "i", "bytes_hex": "69", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1146, "byte_end": 1147, "display": {"text": "r", "kind": "normal"}, "is_word": true, "word_id": 682, "word_key": "r", "bytes_hex": "72", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1147, "byte_end": 1148, "display": {"text": "e", "kind": "normal"}, "is_word": true, "word_id": 683, "word_key": "e", "bytes_hex": "65", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1148, "byte_end": 1149, "display": {"text": "c", "kind": "normal"}, "is_word": true, "word_id": 684, "word_key": "c", "bytes_hex": "63", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1149, "byte_end": 1150, "display": {"text": "t", "kind": "normal"}, "is_word": true, "word_id": 685, "word_key": "t", "bytes_hex": "74", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1150, "byte_end": 1151, "display": {"text": "i", "kind": "normal"}, "is_word": true, "word_id": 686, "word_key": "i", "bytes_hex": "69", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1151, "byte_end": 1152, "display": {"text": "o", "kind": "normal"}, "is_word": true, "word_id": 687, "word_key": "o", "bytes_hex": "6f", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1152, "byte_end": 1153, "display": {"text": "n", "kind": "normal"}, "is_word": true, "word_id": 688, "word_key": "n", "bytes_hex": "6e", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1153, "byte_end": 1154, "display": {"text": ")", "kind": "normal"}, "is_word": false, "word_id": null, "word_key": null, "bytes_hex": "29", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}, {"byte_start": 1154, "byte_end": 1155, "display": {"text": "\n", "kind": "control"}, "is_word": false, "word_id": null, "word_key": null, "bytes_hex": "0a", "compression": {"rwkv": "9.02%", "qwen": "10.82%"}, "model_tokens": {}, "loss": {"rwkv": 9.01684400555602, "qwen": 10.820212806667223}, "topk": {"rwkv": null, "qwen": null}, "tuned_delta": -1.9567680809018384e-15}], "meta": {"model_a": "RWKV7 (dummy)", "model_b": "Qwen3 (dummy)", "avg_compression": {"rwkv": 9.01684400555602, "qwen": 10.820212806667454}, "avg_delta": -0.09999999999999802, "avg_delta_compression": -1.8033688011111684}}</script>
+    <script>
+        const svgOverlay = document.getElementById('svg-overlay');
+        const content = document.querySelector('.content');
+        const renderModelEl = document.getElementById('render-model');
+        let renderModel = {};
+        let renderTokens = [];
+        try {
+            renderModel = JSON.parse(renderModelEl ? renderModelEl.textContent : '{}') || {};
+            renderTokens = Array.isArray(renderModel.tokens) ? renderModel.tokens : [];
+        } catch (e) {
+            console.warn('Failed to parse render model JSON:', e);
+            renderModel = {};
+            renderTokens = [];
+        }
+
+        function escapeControlChars(text) {
+            if (!text) return text;
+            let out = '';
+            for (let i = 0; i < text.length; i++) {
+                const ch = text[i];
+                const code = text.charCodeAt(i);
+                if (ch === '\\') {
+                    out += '\\\\';
+                } else if (ch === '\n') {
+                    out += '\\n';
+                } else if (ch === '\r') {
+                    out += '\\r';
+                } else if (ch === '\t') {
+                    out += '\\t';
+                } else if (code < 32 || code === 127) {
+                    out += '\\x' + code.toString(16).padStart(2, '0');
+                } else {
+                    out += ch;
+                }
+            }
+            return out;
+        }
+
+        if (content) {
+            while (content.firstChild) {
+                content.removeChild(content.firstChild);
+            }
+            const wordCounts = {};
+            renderTokens.forEach((token) => {
+                if (token && token.is_word && token.word_key) {
+                    wordCounts[token.word_key] = (wordCounts[token.word_key] || 0) + 1;
+                }
+            });
+
+            renderTokens.forEach((token, idx) => {
+                const span = document.createElement('span');
+                span.className = 'token';
+                span.dataset.tokenIdx = String(idx);
+                span.dataset.tunedDelta = (token && typeof token.tuned_delta === 'number') ? String(token.tuned_delta) : '0';
+                const kind = (token && token.display && token.display.kind) ? token.display.kind : 'normal';
+                const text = (token && token.display && typeof token.display.text === 'string') ? token.display.text : '';
+                if (kind === 'control') {
+                    span.classList.add('token-kind-control');
+                    span.textContent = escapeControlChars(text);
+                } else if (kind === 'raw') {
+                    span.classList.add('token-kind-raw');
+                    span.textContent = text;
+                } else {
+                    span.textContent = text;
+                }
+
+                if (token && token.is_word && token.word_key && wordCounts[token.word_key] > 1) {
+                    span.classList.add('word');
+                    span.dataset.word = token.word_key;
+                    if (token.word_id !== undefined && token.word_id !== null) {
+                        span.dataset.wordId = String(token.word_id);
+                    }
+                }
+
+                content.appendChild(span);
+                if (kind === 'control' && (text.includes('\n') || text.includes('\r'))) {
+                    content.appendChild(document.createTextNode('\n'));
+                }
+            });
+        }
+
+        const words = document.querySelectorAll('.word');
+        const wordGroups = {};
+        words.forEach(word => {
+            const wordText = word.getAttribute('data-word');
+            if (!wordGroups[wordText]) {
+                wordGroups[wordText] = [];
+            }
+            wordGroups[wordText].push(word);
+        });
+
+        function clearLines() {
+            while (svgOverlay.firstChild) {
+                svgOverlay.removeChild(svgOverlay.firstChild);
+            }
+            words.forEach(w => w.classList.remove('highlighted'));
+        }
+
+        function pickRectByY(rects, targetY) {
+            if (!rects || rects.length === 0) return null;
+            let best = rects[0];
+            let bestDist = Infinity;
+            rects.forEach(r => {
+                const cy = r.top + r.height / 2;
+                const dist = Math.abs(cy - targetY);
+                if (dist < bestDist) {
+                    best = r;
+                    bestDist = dist;
+                }
+            });
+            return best;
+        }
+
+        function getAnchorRect(element, targetY) {
+            const rects = Array.from(element.getClientRects());
+            if (rects.length === 0) return element.getBoundingClientRect();
+            if (rects.length === 1) return rects[0];
+            const picked = pickRectByY(rects, targetY);
+            return picked || rects[0];
+        }
+
+        function drawLines(hoveredWord, evt) {
+            clearLines();
+
+            const wordText = hoveredWord.getAttribute('data-word');
+            const wordId = parseInt(hoveredWord.getAttribute('data-word-id'));
+            const sameWords = wordGroups[wordText] || [];
+
+            const previousWords = sameWords.filter(w => {
+                const id = parseInt(w.getAttribute('data-word-id'));
+                return id < wordId;
+            });
+
+            if (previousWords.length === 0) return;
+
+            sameWords.forEach(w => w.classList.add('highlighted'));
+
+            const targetY = evt ? evt.clientY : (hoveredWord.getBoundingClientRect().top + hoveredWord.getBoundingClientRect().height / 2);
+            const hoveredRect = getAnchorRect(hoveredWord, targetY);
+            const hoveredX = hoveredRect.left + hoveredRect.width / 2;
+            const hoveredY = hoveredRect.top + hoveredRect.height / 2;
+
+            previousWords.forEach(prevWord => {
+                const prevRect = getAnchorRect(prevWord, hoveredY);
+                const prevX = prevRect.left + prevRect.width / 2;
+                const prevY = prevRect.top + prevRect.height / 2;
+
+                const midX = (hoveredX + prevX) / 2;
+                const midY = Math.min(hoveredY, prevY) - 30;
+
+                const path = document.createElementNS('http://www.w3.org/2000/svg', 'path');
+                path.setAttribute('class', 'link-line');
+                path.setAttribute('d', `M ${prevX} ${prevY} Q ${midX} ${midY} ${hoveredX} ${hoveredY}`);
+                svgOverlay.appendChild(path);
+
+                const dot1 = document.createElementNS('http://www.w3.org/2000/svg', 'circle');
+                dot1.setAttribute('class', 'link-dot');
+                dot1.setAttribute('cx', prevX);
+                dot1.setAttribute('cy', prevY);
+                dot1.setAttribute('r', 4);
+                svgOverlay.appendChild(dot1);
+
+                const dot2 = document.createElementNS('http://www.w3.org/2000/svg', 'circle');
+                dot2.setAttribute('class', 'link-dot');
+                dot2.setAttribute('cx', hoveredX);
+                dot2.setAttribute('cy', hoveredY);
+                dot2.setAttribute('r', 4);
+                svgOverlay.appendChild(dot2);
+            });
+        }
+
+        words.forEach(word => {
+            word.addEventListener('mouseenter', (e) => drawLines(word, e));
+            word.addEventListener('mouseleave', clearLines);
+        });
+
+        window.addEventListener('scroll', clearLines);
+
+        const tooltip = document.getElementById('tooltip');
+        const tokenSpans = document.querySelectorAll('.token');
+
+        tokenSpans.forEach(token => {
+            token.addEventListener('mouseenter', (e) => {
+                const tokenIdx = parseInt(token.dataset.tokenIdx);
+                const tokenInfo = (!isNaN(tokenIdx) && renderTokens[tokenIdx]) ? renderTokens[tokenIdx] : null;
+                const bytes = (tokenInfo && tokenInfo.bytes_hex) ? tokenInfo.bytes_hex : '';
+                const compressionA = (tokenInfo && tokenInfo.compression && tokenInfo.compression.rwkv) ? tokenInfo.compression.rwkv : '';
+                const compressionB = (tokenInfo && tokenInfo.compression && tokenInfo.compression.qwen) ? tokenInfo.compression.qwen : '';
+                const avgCompressionA = (tokenInfo && tokenInfo.loss && typeof tokenInfo.loss.rwkv === 'number') ? tokenInfo.loss.rwkv.toFixed(2) : '';
+                const avgCompressionB = (tokenInfo && tokenInfo.loss && typeof tokenInfo.loss.qwen === 'number') ? tokenInfo.loss.qwen.toFixed(2) : '';
+                const modelA = (tokenInfo && tokenInfo.model_tokens && tokenInfo.model_tokens.rwkv) ? tokenInfo.model_tokens.rwkv : null;
+                const modelB = (tokenInfo && tokenInfo.model_tokens && tokenInfo.model_tokens.qwen) ? tokenInfo.model_tokens.qwen : null;
+                const top5A = (tokenInfo && tokenInfo.topk && tokenInfo.topk.rwkv) ? tokenInfo.topk.rwkv : null;
+                const top5B = (tokenInfo && tokenInfo.topk && tokenInfo.topk.qwen) ? tokenInfo.topk.qwen : null;
+
+                function appendEscapedWithControlColor(container, text) {
+                    const escaped = escapeControlChars(text || '');
+                    const regex = /\\\\(x[0-9a-fA-F]{2}|[nrt])/g;
+                    let lastIndex = 0;
+                    let match = null;
+                    while ((match = regex.exec(escaped)) !== null) {
+                        const before = escaped.slice(lastIndex, match.index);
+                        if (before) {
+                            container.appendChild(document.createTextNode(before));
+                        }
+                        const span = document.createElement('span');
+                        span.className = 'esc-control';
+                        span.textContent = '\\\\' + match[1];
+                        container.appendChild(span);
+                        lastIndex = match.index + match[0].length;
+                    }
+                    const tail = escaped.slice(lastIndex);
+                    if (tail) {
+                        container.appendChild(document.createTextNode(tail));
+                    }
+                }
+
+                function appendTokenText(container, text, isRaw) {
+                    const display = (text !== undefined && text !== null) ? text : '';
+                    if (isRaw) {
+                        const span = document.createElement('span');
+                        span.className = 'esc-raw';
+                        span.textContent = display;
+                        container.appendChild(span);
+                    } else {
+                        appendEscapedWithControlColor(container, display);
+                    }
+                }
+
+                function formatTopkColumn(topkData, modelName, titleClass) {
+                    const column = document.createElement('div');
+                    column.className = 'topk-column';
+                    const title = document.createElement('div');
+                    title.className = 'topk-title ' + titleClass;
+                    title.textContent = modelName;
+                    column.appendChild(title);
+                    const list = document.createElement('div');
+                    list.className = 'topk-list';
+                    column.appendChild(list);
+
+                    if (!topkData) {
+                        list.textContent = 'N/A';
+                        return column;
+                    }
+                    try {
+                        const data = topkData;
+                        let actualId = null;
+                        let rank = null;
+                        let actualProb = null;
+                        let topkList = [];
+                        if (data.length >= 4) {
+                            [actualId, rank, actualProb, topkList] = data;
+                        } else {
+                            [actualId, rank, topkList] = data;
+                        }
+                        topkList.forEach((item, idx) => {
+                            const tokenId = item[0];
+                            const prob = item[1];
+                            const tokenText = item[2];
+                            const isRaw = item.length > 3 ? item[3] : false;
+                            const isHit = tokenId === actualId;
+                            const rankClass = isHit ? 'topk-rank hit' : 'topk-rank';
+                            const rawText = (tokenText !== undefined && tokenText !== null) ? tokenText : '';
+                            const displayText = (rawText !== '') ? rawText : ('[' + tokenId + ']');
+
+                            const row = document.createElement('div');
+                            row.className = 'topk-item';
+
+                            const rankSpan = document.createElement('span');
+                            rankSpan.className = rankClass;
+                            rankSpan.textContent = (idx + 1) + '.';
+                            row.appendChild(rankSpan);
+
+                            const tokenSpan = document.createElement('span');
+                            tokenSpan.className = 'topk-token';
+                            tokenSpan.title = 'ID: ' + tokenId;
+                            appendTokenText(tokenSpan, displayText, isRaw);
+                            row.appendChild(tokenSpan);
+
+                            const probSpan = document.createElement('span');
+                            probSpan.className = 'topk-prob';
+                            probSpan.textContent = (prob * 100).toFixed(1) + '%';
+                            row.appendChild(probSpan);
+
+                            if (isHit) {
+                                const hit = document.createElement('span');
+                                hit.className = 'topk-hit';
+                                hit.textContent = '✓';
+                                row.appendChild(hit);
+                            }
+
+                            list.appendChild(row);
+                        });
+
+                        if (rank > 10) {
+                            let probSuffix = '';
+                            const probVal = parseFloat(actualProb);
+                            if (!isNaN(probVal)) {
+                                probSuffix = ' (' + (probVal * 100).toFixed(4) + '%)';
+                            }
+                            const miss = document.createElement('div');
+                            miss.className = 'topk-item topk-miss';
+                            miss.textContent = 'Actual rank: ' + rank + probSuffix;
+                            list.appendChild(miss);
+                        }
+                        return column;
+                    } catch (e) {
+                        console.error('Error in formatTopkColumn for ' + modelName + ':', e);
+                        console.error('topkData:', topkData);
+                        list.textContent = 'Error: ' + e.message;
+                        return column;
+                    }
+                }
+
+                function formatTokenChips(modelData, label, labelClass) {
+                    const block = document.createElement('div');
+                    block.className = 'token-block';
+                    const labelSpan = document.createElement('span');
+                    labelSpan.className = 'label ' + labelClass;
+                    labelSpan.textContent = label + ':';
+                    block.appendChild(labelSpan);
+
+                    const chips = document.createElement('div');
+                    chips.className = 'token-chips';
+                    block.appendChild(chips);
+
+                    if (!modelData) {
+                        const na = document.createElement('span');
+                        na.className = 'topk-token token-chip';
+                        na.textContent = 'N/A';
+                        chips.appendChild(na);
+                        return block;
+                    }
+                    try {
+                        const tokenList = modelData;
+                        tokenList.forEach((item) => {
+                            const tokenId = item[0];
+                            const tokenText = item[1];
+                            const isRaw = item.length > 2 ? item[2] : false;
+                            const displayText = (tokenText !== undefined && tokenText !== null) ? tokenText : '';
+
+                            const group = document.createElement('span');
+                            group.className = 'token-chip-group';
+                            group.title = 'ID: ' + tokenId;
+
+                            const idSpan = document.createElement('span');
+                            idSpan.className = 'token-id';
+                            idSpan.textContent = '[' + tokenId + ']';
+                            group.appendChild(idSpan);
+
+                            const chipSpan = document.createElement('span');
+                            chipSpan.className = 'topk-token token-chip';
+                            appendTokenText(chipSpan, displayText, isRaw);
+                            group.appendChild(chipSpan);
+
+                            chips.appendChild(group);
+                        });
+                        return block;
+                    } catch (e) {
+                        console.error('Error in formatTokenChips for ' + label + ':', e);
+                        console.error('modelData:', modelData);
+                        const err = document.createElement('span');
+                        err.className = 'topk-token token-chip';
+                        err.textContent = 'Error: ' + e.message;
+                        chips.appendChild(err);
+                        return block;
+                    }
+                }
+
+                tooltip.replaceChildren();
+
+                const bytesRow = document.createElement('div');
+                const bytesLabel = document.createElement('span');
+                bytesLabel.className = 'label';
+                bytesLabel.textContent = 'Bytes:';
+                const bytesValue = document.createElement('span');
+                bytesValue.className = 'bytes';
+                bytesValue.textContent = bytes || '(empty)';
+                bytesRow.appendChild(bytesLabel);
+                bytesRow.appendChild(document.createTextNode(' '));
+                bytesRow.appendChild(bytesValue);
+                tooltip.appendChild(bytesRow);
+
+                const rwkvRow = document.createElement('div');
+                const rwkvLabel = document.createElement('span');
+                rwkvLabel.className = 'label';
+                rwkvLabel.textContent = 'RWKV Compression Rate:';
+                const rwkvValue = document.createElement('span');
+                rwkvValue.className = 'loss-a';
+                rwkvValue.textContent = compressionA || '(empty)';
+                if (avgCompressionA) {
+                    rwkvValue.textContent += ' (avg: ' + avgCompressionA + '%)';
+                }
+                rwkvRow.appendChild(rwkvLabel);
+                rwkvRow.appendChild(document.createTextNode(' '));
+                rwkvRow.appendChild(rwkvValue);
+                tooltip.appendChild(rwkvRow);
+
+                const qwenRow = document.createElement('div');
+                const qwenLabel = document.createElement('span');
+                qwenLabel.className = 'label';
+                qwenLabel.textContent = 'Qwen Compression Rate:';
+                const qwenValue = document.createElement('span');
+                qwenValue.className = 'loss-b';
+                qwenValue.textContent = compressionB || '(empty)';
+                if (avgCompressionB) {
+                    qwenValue.textContent += ' (avg: ' + avgCompressionB + '%)';
+                }
+                qwenRow.appendChild(qwenLabel);
+                qwenRow.appendChild(document.createTextNode(' '));
+                qwenRow.appendChild(qwenValue);
+                tooltip.appendChild(qwenRow);
+
+                const hr = document.createElement('hr');
+                hr.style.borderColor = '#555';
+                hr.style.margin = '6px 0';
+                tooltip.appendChild(hr);
+
+                tooltip.appendChild(formatTokenChips(modelA, 'RWKV', 'model-a'));
+                tooltip.appendChild(formatTokenChips(modelB, 'Qwen', 'model-b'));
+
+                if (top5A || top5B) {
+                    const topkSection = document.createElement('div');
+                    topkSection.className = 'topk-section';
+                    const topkContainer = document.createElement('div');
+                    topkContainer.className = 'topk-container';
+                    topkContainer.appendChild(formatTopkColumn(top5A, 'RWKV Top10', 'model-a'));
+                    topkContainer.appendChild(formatTopkColumn(top5B, 'Qwen Top10', 'model-b'));
+                    topkSection.appendChild(topkContainer);
+                    tooltip.appendChild(topkSection);
+                }
+
+                tooltip.style.display = 'block';
+            });
+
+            token.addEventListener('mousemove', (e) => {
+                const tooltipRect = tooltip.getBoundingClientRect();
+                const viewportWidth = window.innerWidth;
+                const viewportHeight = window.innerHeight;
+
+                let x = e.clientX + 15;
+                let y = e.clientY + 15;
+
+                if (x + tooltipRect.width > viewportWidth - 10) {
+                    x = e.clientX - tooltipRect.width - 15;
+                }
+                if (y + tooltipRect.height > viewportHeight - 10) {
+                    y = e.clientY - tooltipRect.height - 15;
+                }
+                if (x < 10) x = 10;
+                if (y < 10) y = 10;
+
+                tooltip.style.left = x + 'px';
+                tooltip.style.top = y + 'px';
+            });
+
+            token.addEventListener('mouseleave', () => {
+                tooltip.style.display = 'none';
+            });
+        });
+
+        const slider = document.getElementById('color-range-slider');
+        const rangeValue = document.getElementById('color-range-value');
+
+        // Collect all tuned_delta values
+        const tokenData = [];
+        tokenSpans.forEach((token, idx) => {
+            const tunedDelta = parseFloat(token.dataset.tunedDelta);
+            if (!isNaN(tunedDelta)) {
+                tokenData.push({ token, tunedDelta, absDelta: Math.abs(tunedDelta) });
+            }
+        });
+
+        // Calculate max_abs_tuned_delta for normalization
+        const maxAbsDelta = Math.max(...tokenData.map(d => d.absDelta), 1e-9);
+
+        // Sort by |tuned_delta| to get rankings
+        const sortedByAbs = [...tokenData].sort((a, b) => b.absDelta - a.absDelta);
+        sortedByAbs.forEach((item, rank) => {
+            item.rank = rank;  // rank 0 = largest deviation
+        });
+
+        function tunedDeltaToColor(tunedDelta, maxAbsDelta, exponent) {
+            // Normalize to [-1, 1]
+            const normalized = Math.max(-1, Math.min(1, tunedDelta / maxAbsDelta));
+            let r, g, b;
+            if (normalized < 0) {
+                // Green (RWKV better)
+                const intensity = Math.pow(-normalized, exponent);
+                r = Math.round(255 * (1 - intensity * 0.85));
+                g = 255;
+                b = Math.round(255 * (1 - intensity * 0.85));
+            } else {
+                // Red (RWKV worse)
+                const intensity = Math.pow(normalized, exponent);
+                r = 255;
+                g = Math.round(255 * (1 - intensity * 0.85));
+                b = Math.round(255 * (1 - intensity * 0.85));
+            }
+            return `rgb(${r}, ${g}, ${b})`;
+        }
+
+        function updateColors(colorRangePercent) {
+            // colorRangePercent: 0-100, represents the proportion of tokens to color
+            const colorCount = Math.round(tokenData.length * colorRangePercent / 100);
+
+            // Calculate exponent: 100% -> 0.5, 0% -> 1.0
+            const exponent = 1 - (colorRangePercent / 100) * 0.5;
+
+            // Calculate max deviation within the colored range
+            let maxAbsDeltaInRange = 1e-9;
+            tokenData.forEach(item => {
+                if (item.rank < colorCount) {
+                    maxAbsDeltaInRange = Math.max(maxAbsDeltaInRange, item.absDelta);
+                }
+            });
+
+            tokenData.forEach(item => {
+                if (item.rank < colorCount) {
+                    // Use dynamic normalization based on colored range
+                    item.token.style.backgroundColor = tunedDeltaToColor(item.tunedDelta, maxAbsDeltaInRange, exponent);
+                } else {
+                    // Outside color range, white
+                    item.token.style.backgroundColor = 'rgb(255, 255, 255)';
+                }
+            });
+        }
+
+        slider.addEventListener('input', (e) => {
+            const val = parseFloat(e.target.value);
+            rangeValue.textContent = val.toFixed(1) + '%';
+            updateColors(val);
+        });
+
+        // Apply default color range on page load
+        updateColors(10);
+    
+    </script>
+</body>
+</html>
