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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>Probe (SciEvalKit) - SGIWorld</title>
<meta name="description" content="SciEvalKit: A unified evaluation toolkit for assessing scientific intelligence of LLMs">
<link rel="icon" type="image/svg+xml" href="favicon.svg">
<link rel="preconnect" href="https://fonts.googleapis.com">
<link rel="preconnect" href="https://fonts.gstatic.com" crossorigin>
<link href="https://fonts.googleapis.com/css2?family=Inter:wght@300;400;500;600;700;800&display=swap" rel="stylesheet">
<script src="https://cdn.tailwindcss.com"></script>
<script>
tailwind.config = {
darkMode: ['class', '[data-theme="dark"]'],
theme: {
extend: {
fontFamily: { sans: ['Inter', 'system-ui', 'sans-serif'] },
colors: { sfe: '#10b981', sgi: '#6366f1', claw: '#f59e0b', seevo: '#06b6d4', mark: '#ec4899', probe: '#8b5cf6' }
}
}
}
</script>
<link rel="stylesheet" href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.5.1/css/all.min.css">
<link rel="stylesheet" href="css/style.css">
<style>
.dimension-card {
padding: 1.25rem;
background: var(--glass-bg);
border-radius: 0.75rem;
border: 1px solid var(--glass-border);
transition: all 0.2s;
}
.dimension-card:hover {
transform: translateY(-2px);
box-shadow: 0 8px 20px rgba(0,0,0,0.1);
}
.dimension-icon {
width: 2.5rem;
height: 2.5rem;
border-radius: 0.5rem;
display: flex;
align-items: center;
justify-content: center;
margin-bottom: 0.75rem;
background: rgba(139, 92, 246, 0.1);
color: #8b5cf6;
}
.discipline-badge {
display: inline-block;
padding: 0.375rem 0.75rem;
border-radius: 9999px;
font-size: 0.75rem;
font-weight: 600;
background: rgba(139, 92, 246, 0.1);
color: #8b5cf6;
margin: 0.25rem;
}
.stat-highlight {
font-size: 2.5rem;
font-weight: 800;
background: linear-gradient(135deg, #8b5cf6, #6366f1);
-webkit-background-clip: text;
-webkit-text-fill-color: transparent;
background-clip: text;
}
.gap-indicator {
display: flex;
align-items: center;
gap: 1rem;
padding: 1rem;
background: var(--glass-bg);
border-radius: 0.75rem;
border: 1px solid var(--glass-border);
}
.gap-bar {
flex: 1;
height: 0.5rem;
border-radius: 9999px;
background: #e5e7eb;
overflow: hidden;
}
.gap-bar-fill {
height: 100%;
border-radius: 9999px;
}
.gap-bar-general { background: linear-gradient(90deg, #10b981, #34d399); }
.gap-bar-scientific { background: linear-gradient(90deg, #8b5cf6, #a78bfa); }
.sgi-index-panel {
background: var(--color-bg-alt);
border: 1px solid var(--glass-border);
border-radius: 8px;
overflow: hidden;
}
.sgi-index-chart {
overflow-x: auto;
padding: 1rem;
}
.sgi-chart-canvas {
position: relative;
min-width: var(--chart-width, 1200px);
--sgi-column-width: 2.35rem;
--sgi-column-gap: 0.3rem;
height: 32rem;
padding: 1.5rem 1rem 8.75rem 3.25rem;
border-radius: 8px;
background: var(--glass-bg);
}
.sgi-chart-grid {
position: absolute;
top: 1.5rem;
right: 1rem;
bottom: 8.75rem;
left: 3.25rem;
pointer-events: none;
}
.sgi-grid-line {
position: absolute;
right: 0;
left: 0;
bottom: var(--tick);
border-top: 1px solid rgba(148, 163, 184, 0.28);
}
.sgi-grid-label {
position: absolute;
bottom: var(--tick);
left: -3rem;
width: 2.5rem;
transform: translateY(50%);
text-align: right;
font-size: 0.75rem;
color: var(--color-text-muted);
}
.sgi-bars {
position: absolute;
top: 1.5rem;
right: 1rem;
bottom: 8.75rem;
left: 3.25rem;
display: flex;
align-items: flex-end;
gap: var(--sgi-column-gap);
border-bottom: 1px solid rgba(148, 163, 184, 0.45);
border-left: 1px solid rgba(148, 163, 184, 0.45);
padding-left: 0.5rem;
}
.sgi-bar-column {
position: relative;
flex: 0 0 var(--sgi-column-width);
height: 100%;
display: flex;
align-items: flex-end;
justify-content: center;
cursor: pointer;
}
.sgi-bar {
width: 1.5rem;
height: var(--score-height, 0%);
min-height: 2px;
border-radius: 4px 4px 0 0;
background: var(--bar-color, #0f766e);
box-shadow: 0 8px 18px var(--bar-shadow, rgba(15, 118, 110, 0.18));
}
.sgi-provider-logo {
position: absolute;
left: 50%;
bottom: max(0.42rem, calc(var(--score-height, 0%) - 1.65rem));
z-index: 2;
width: 1.34rem;
height: 1.34rem;
padding: 0.16rem;
border: 1px solid var(--logo-border, rgba(203, 213, 225, 0.9));
border-radius: 999px;
display: flex;
align-items: center;
justify-content: center;
background: var(--logo-bg, #ffffff);
box-shadow: 0 4px 10px rgba(15, 23, 42, 0.18);
overflow: hidden;
transform: translateX(-50%);
pointer-events: none;
}
.sgi-provider-logo img {
display: block;
width: 100%;
height: 100%;
object-fit: contain;
}
.sgi-provider-logo span {
font-size: 0.45rem;
font-weight: 900;
line-height: 1;
letter-spacing: 0;
color: #111827;
}
.sgi-bar-value {
position: absolute;
bottom: calc(var(--score-height, 0%) + 0.35rem);
font-size: 0.75rem;
font-weight: 800;
color: var(--bar-label, #0f766e);
white-space: nowrap;
}
.sgi-x-axis {
position: absolute;
right: 1rem;
bottom: 0.75rem;
left: 3.75rem;
display: flex;
gap: var(--sgi-column-gap);
align-items: flex-start;
}
.sgi-x-label {
flex: 0 0 var(--sgi-column-width);
min-width: 0;
height: 7.35rem;
padding-top: 0.45rem;
display: flex;
align-items: flex-start;
justify-content: center;
overflow: hidden;
}
.sgi-x-label span {
display: block;
width: 100%;
max-height: 6.75rem;
overflow: hidden;
font-size: 0.625rem;
color: #111827;
line-height: 1.08;
text-align: center;
white-space: normal;
overflow-wrap: anywhere;
word-break: break-word;
hyphens: auto;
}
.sgi-chart-meta {
margin-top: 0.75rem;
display: flex;
flex-wrap: wrap;
gap: 0.75rem;
font-size: 0.75rem;
color: var(--color-text-muted);
}
.sgi-chart-empty {
padding: 1rem;
color: var(--color-text-muted);
}
.sgi-insight-panel {
background: var(--color-bg-alt);
border: 1px solid var(--glass-border);
border-radius: 8px;
overflow: hidden;
}
.sgi-insight-map {
position: relative;
height: 34rem;
min-height: 34rem;
padding: 2rem 2rem 4.5rem 4.25rem;
background:
linear-gradient(90deg, rgba(148, 163, 184, 0.18) 1px, transparent 1px),
linear-gradient(0deg, rgba(148, 163, 184, 0.18) 1px, transparent 1px),
var(--glass-bg);
background-size: 10% 10%, 10% 10%, auto;
}
.sgi-insight-plot {
position: absolute;
top: 2rem;
right: 2rem;
bottom: 4.5rem;
left: 4.25rem;
border-left: 1px solid rgba(148, 163, 184, 0.45);
border-bottom: 1px solid rgba(148, 163, 184, 0.45);
}
.sgi-insight-midline-x,
.sgi-insight-midline-y {
position: absolute;
background: rgba(15, 118, 110, 0.22);
pointer-events: none;
}
.sgi-insight-midline-x {
left: 0;
right: 0;
bottom: 50%;
height: 1px;
}
.sgi-insight-midline-y {
top: 0;
bottom: 0;
left: 50%;
width: 1px;
}
.sgi-insight-point {
position: absolute;
left: var(--x);
bottom: var(--y);
width: var(--bubble-size);
height: var(--bubble-size);
border-radius: 9999px;
transform: translate(-50%, 50%);
background: var(--point-color);
border: 2px solid rgba(255, 255, 255, 0.9);
box-shadow: 0 0 0 4px var(--point-ring), 0 12px 24px var(--point-shadow);
cursor: pointer;
transition: transform 0.16s ease, box-shadow 0.16s ease;
z-index: 2;
}
.sgi-insight-point:hover {
transform: translate(-50%, 50%) scale(1.22);
z-index: 5;
}
.sgi-axis-title-x,
.sgi-axis-title-y {
position: absolute;
color: var(--color-text-muted);
font-size: 0.8125rem;
font-weight: 700;
}
.sgi-axis-title-x {
right: 2rem;
bottom: 1.35rem;
left: 4.25rem;
text-align: center;
}
.sgi-axis-title-y {
top: 50%;
left: 0.85rem;
transform: rotate(-90deg) translateX(-50%);
transform-origin: left center;
white-space: nowrap;
}
.sgi-quadrant-label {
position: absolute;
max-width: 13rem;
color: var(--color-text-muted);
font-size: 0.75rem;
line-height: 1.25;
pointer-events: none;
}
.sgi-quadrant-label strong {
display: block;
color: var(--color-text);
font-size: 0.8125rem;
}
.sgi-quadrant-top-right { top: 0.75rem; right: 0.75rem; text-align: right; }
.sgi-quadrant-top-left { top: 0.75rem; left: 0.75rem; }
.sgi-quadrant-bottom-right { right: 0.75rem; bottom: 0.75rem; text-align: right; }
.sgi-quadrant-bottom-left { bottom: 0.75rem; left: 0.75rem; }
.sgi-insight-cards {
margin-top: 1.5rem;
display: grid;
grid-template-columns: repeat(4, minmax(0, 1fr));
gap: 1rem;
}
.sgi-insight-card {
padding: 1rem;
border: 1px solid var(--glass-border);
border-radius: 8px;
background: var(--glass-bg);
}
.sgi-insight-card-value {
margin-top: 0.35rem;
font-size: 1.125rem;
font-weight: 800;
color: #0f766e;
overflow-wrap: anywhere;
}
.sgi-insight-card-copy {
margin-top: 0.35rem;
font-size: 0.8125rem;
color: var(--color-text-muted);
}
.sgi-tooltip {
position: fixed;
z-index: 100;
max-width: 20rem;
padding: 0.75rem 0.875rem;
border-radius: 8px;
background: rgba(15, 23, 42, 0.94);
color: #f8fafc;
box-shadow: 0 18px 40px rgba(15, 23, 42, 0.28);
opacity: 0;
transform: translate(-50%, calc(-100% - 0.75rem));
pointer-events: none;
transition: opacity 0.12s ease;
}
.sgi-tooltip.visible {
opacity: 1;
}
.sgi-tooltip-title {
font-weight: 800;
margin-bottom: 0.35rem;
}
.sgi-tooltip-line {
font-size: 0.8125rem;
color: rgba(248, 250, 252, 0.82);
line-height: 1.35;
}
@media (max-width: 767px) {
.sgi-index-chart {
padding: 0.75rem;
}
.sgi-chart-canvas {
--sgi-column-width: 2.25rem;
--sgi-column-gap: 0.28rem;
height: 30rem;
padding-bottom: 8.25rem;
}
.sgi-insight-map {
height: 31rem;
min-height: 31rem;
padding-right: 1rem;
}
.sgi-insight-plot {
right: 1rem;
}
.sgi-insight-cards {
grid-template-columns: 1fr;
}
.sgi-quadrant-label {
display: none;
}
}
</style>
</head>
<body class="font-sans antialiased">
<!-- Navigation -->
<nav id="navbar" class="fixed top-0 left-0 right-0 z-50 transition-all duration-300 scrolled">
<div class="max-w-7xl mx-auto px-4 sm:px-6 lg:px-8">
<div class="flex items-center justify-between h-16">
<a href="index.html" class="flex items-center space-x-2">
<img src="favicon.svg" alt="SGIWorld" class="w-8 h-8">
<span class="text-xl font-bold">SGI<span class="text-seevo">World</span></span>
</a>
<div class="hidden md:flex items-center space-x-8">
<a href="index.html" class="nav-link">Home</a>
<a href="probe.html" class="nav-link active">Probe</a>
<a href="benchmarks.html" class="nav-link">Benchmarks</a>
<a href="seevomap.html" class="nav-link">Environment</a>
<a href="markscientist.html" class="nav-link">Coach</a>
<a href="research.html" class="nav-link">Research</a>
<a href="news.html" class="nav-link">News</a>
<a href="contact.html" class="nav-link">Contact</a>
</div>
<div class="flex items-center space-x-4">
<button id="theme-toggle" class="p-2 rounded-lg hover:bg-gray-200 dark:hover:bg-gray-700 transition-colors">
<i class="fas fa-moon text-lg theme-icon-dark hidden"></i>
<i class="fas fa-sun text-lg theme-icon-light hidden"></i>
</button>
<a href="https://github.com/InternScience" target="_blank" class="p-2 rounded-lg hover:bg-gray-200 dark:hover:bg-gray-700 transition-colors">
<i class="fab fa-github text-lg"></i>
</a>
<button id="mobile-menu-btn" class="md:hidden p-2 rounded-lg hover:bg-gray-200 dark:hover:bg-gray-700 transition-colors">
<i class="fas fa-bars text-lg"></i>
</button>
</div>
</div>
</div>
<div id="mobile-menu" class="hidden md:hidden glass-bg">
<div class="px-4 py-4 space-y-2">
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A score-only composite index aggregating AstroVisBench, ChemBench, CMPhysBench, EarthSE, ResearchBench, SciCode, SFE, and TRQA into one 0-100 scientific intelligence score.
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Each column is one model on the x-axis; bar height represents SGI-Index on a 0-100 y-axis. Missing benchmark scores are not filled with zero. Compute, token usage, and cost are not estimated because they are not present in the source CSV files.
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Models are mapped by two composite dimensions: scientific knowledge and reasoning on the x-axis, research workflow and execution on the y-axis.
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<pre class="text-sm overflow-x-auto"><code class="text-muted"># Install
git clone https://github.com/InternScience/SciEvalKit.git
cd SciEvalKit
pip install -e .[all]
# Run evaluation
python run.py \
--dataset SFE \
--model gpt-4o \
--mode all \
--work-dir outputs/demo</code></pre>
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<script src="js/main.js"></script>
<script>
(function renderSgiIndex() {
const chart = document.getElementById('sgi-index-chart');
const insightMap = document.getElementById('sgi-insight-map');
const insightCards = document.getElementById('sgi-insight-cards');
if (!chart) return;
const escapeHtml = (value) => String(value ?? '').replace(/[&<>"']/g, (char) => ({
'&': '&',
'<': '<',
'>': '>',
'"': '"',
"'": '''
}[char]));
const formatScore = (score) => (
typeof score === 'number' && Number.isFinite(score) ? score.toFixed(2) : '-'
);
const averageScores = (scores, fields) => {
const values = fields
.map((field) => scores ? scores[field] : null)
.filter((value) => typeof value === 'number' && Number.isFinite(value));
if (!values.length) return null;
return values.reduce((sum, value) => sum + value, 0) / values.length;
};
const tooltip = document.createElement('div');
tooltip.className = 'sgi-tooltip';
document.body.appendChild(tooltip);
const tooltipHtml = (title, lines) => `
<div class="sgi-tooltip-title">${escapeHtml(title)}</div>
${lines.map((line) => `<div class="sgi-tooltip-line">${escapeHtml(line)}</div>`).join('')}
`;
const showTooltip = (event, title, lines) => {
tooltip.innerHTML = tooltipHtml(title, lines);
tooltip.classList.add('visible');
moveTooltip(event);
};
const moveTooltip = (event) => {
const margin = 16;
const rect = event.currentTarget && event.currentTarget.getBoundingClientRect
? event.currentTarget.getBoundingClientRect()
: null;
const sourceX = typeof event.clientX === 'number' ? event.clientX : (rect ? rect.left + rect.width / 2 : window.innerWidth / 2);
const sourceY = typeof event.clientY === 'number' ? event.clientY : (rect ? rect.top : window.innerHeight / 2);
const x = Math.min(Math.max(sourceX, margin), window.innerWidth - margin);
const y = Math.min(Math.max(sourceY, margin), window.innerHeight - margin);
tooltip.style.left = `${x}px`;
tooltip.style.top = `${y}px`;
};
const hideTooltip = () => {
tooltip.classList.remove('visible');
};
const bindTooltip = (root) => {
root.querySelectorAll('[data-tooltip-title]').forEach((element) => {
const lines = JSON.parse(element.dataset.tooltipLines || '[]');
element.addEventListener('mouseenter', (event) => showTooltip(event, element.dataset.tooltipTitle, lines));
element.addEventListener('mousemove', moveTooltip);
element.addEventListener('mouseleave', hideTooltip);
element.addEventListener('focus', (event) => showTooltip(event, element.dataset.tooltipTitle, lines));
element.addEventListener('blur', hideTooltip);
});
};
const providerPalettes = {
OpenAI: [
['#10a37f', '#0f172a', '#0f766e', 'rgba(16, 163, 127, 0.24)'],
['#19c37d', '#047857', '#047857', 'rgba(25, 195, 125, 0.24)'],
['#06b6d4', '#10a37f', '#0891b2', 'rgba(6, 182, 212, 0.22)'],
['#22c55e', '#111827', '#15803d', 'rgba(34, 197, 94, 0.22)'],
['#14b8a6', '#065f46', '#0f766e', 'rgba(20, 184, 166, 0.22)']
],
Anthropic: [
['#d97757', '#3d2f2a', '#b4532f', 'rgba(217, 119, 87, 0.24)'],
['#c15f3c', '#171412', '#a14322', 'rgba(193, 95, 60, 0.23)'],
['#ef8f6b', '#5b3427', '#c15f3c', 'rgba(239, 143, 107, 0.22)']
],
Google: [
['#4285f4', '#34a853', '#1a73e8', 'rgba(66, 133, 244, 0.24)'],
['#ea4335', '#fbbc05', '#c5221f', 'rgba(234, 67, 53, 0.22)'],
['#34a853', '#4285f4', '#188038', 'rgba(52, 168, 83, 0.23)']
],
Alibaba: [
['#ff6a00', '#5b21b6', '#c2410c', 'rgba(255, 106, 0, 0.24)'],
['#ff8a00', '#2563eb', '#ea580c', 'rgba(255, 138, 0, 0.22)'],
['#f97316', '#7c3aed', '#c2410c', 'rgba(249, 115, 22, 0.22)']
],
Moonshot: [
['#111827', '#7c3aed', '#6d28d9', 'rgba(124, 58, 237, 0.22)'],
['#312e81', '#06b6d4', '#4338ca', 'rgba(49, 46, 129, 0.22)']
],
ByteDance: [
['#00d6b9', '#7c3aed', '#0f766e', 'rgba(0, 214, 185, 0.22)'],
['#06b6d4', '#ec4899', '#0891b2', 'rgba(6, 182, 212, 0.22)'],
['#22c55e', '#6366f1', '#16a34a', 'rgba(34, 197, 94, 0.22)']
],
xAI: [
['#111827', '#94a3b8', '#334155', 'rgba(17, 24, 39, 0.22)'],
['#0f172a', '#22d3ee', '#0369a1', 'rgba(34, 211, 238, 0.20)']
],
Meta: [
['#0866ff', '#00a3ff', '#1d4ed8', 'rgba(8, 102, 255, 0.24)']
],
DeepSeek: [
['#4d6bfe', '#00a1ff', '#3b57d9', 'rgba(77, 107, 254, 0.24)'],
['#315efb', '#14b8a6', '#315efb', 'rgba(49, 94, 251, 0.22)']
],
Zhipu: [
['#00c2b8', '#1d4ed8', '#0f766e', 'rgba(0, 194, 184, 0.22)']
],
InternScience: [
['#2563eb', '#10b981', '#1d4ed8', 'rgba(37, 99, 235, 0.22)'],
['#0891b2', '#84cc16', '#0e7490', 'rgba(8, 145, 178, 0.22)']
],
InclusionAI: [
['#7c3aed', '#06b6d4', '#6d28d9', 'rgba(124, 58, 237, 0.22)']
],
Ling: [
['#7c3aed', '#06b6d4', '#6d28d9', 'rgba(124, 58, 237, 0.22)']
],
MiniMax: [
['#111827', '#f97316', '#c2410c', 'rgba(249, 115, 22, 0.22)']
],
Other: [
['#64748b', '#0f766e', '#475569', 'rgba(100, 116, 139, 0.22)']
]
};
const inferProvider = (model) => {
const name = String(model || '').toLowerCase();
if (name.includes('claude')) return 'Anthropic';
if (name.includes('gpt') || name.includes('o3') || name.includes('4o')) return 'OpenAI';
if (name.includes('gemini')) return 'Google';
if (name.includes('qwen')) return 'Alibaba';
if (name.includes('kimi')) return 'Moonshot';
if (name.includes('seed')) return 'ByteDance';
if (name.includes('grok')) return 'xAI';
if (name.includes('llama')) return 'Meta';
if (name.includes('deepseek')) return 'DeepSeek';
if (name.includes('glm')) return 'Zhipu';
if (name.includes('intern') || name.includes('inters1') || name === 's1-base') return 'InternScience';
if (name.includes('ling')) return 'InclusionAI';
if (name.includes('minimax')) return 'MiniMax';
return 'Other';
};
const providerColor = (provider) => {
const paletteSet = providerPalettes[provider] || providerPalettes.Other;
const [color, , labelColor, shadow] = paletteSet[0];
return { color, labelColor, shadow };
};
const providerLogos = {
OpenAI: { label: 'OpenAI', src: 'images/logos/openai.svg', bg: '#ffffff', border: '#d1fae5' },
Anthropic: { label: 'Anthropic', src: 'images/logos/anthropic.svg', bg: '#ffffff', border: '#fed7aa' },
Google: { label: 'Gemini / Google', src: 'images/logos/gemini.svg', bg: '#ffffff', border: '#dbeafe' },
Alibaba: { label: 'Qwen / Alibaba', src: 'images/logos/qwen.svg', bg: '#ffffff', border: '#fed7aa' },
Moonshot: { label: 'Kimi / Moonshot', src: 'images/logos/kimi.svg', bg: '#111827', border: '#93c5fd' },
ByteDance: { label: 'ByteDance', src: 'images/logos/bytedance.svg', bg: '#ffffff', border: '#99f6e4' },
xAI: { label: 'Grok / xAI', src: 'images/logos/grok.svg', bg: '#ffffff', border: '#cbd5e1' },
Meta: { label: 'Meta', src: 'images/logos/meta.svg', bg: '#ffffff', border: '#bfdbfe' },
DeepSeek: { label: 'DeepSeek', src: 'images/logos/deepseek.svg', bg: '#ffffff', border: '#c7d2fe' },
Zhipu: { label: 'ChatGLM / Zhipu', src: 'images/logos/chatglm.svg', bg: '#ffffff', border: '#99f6e4' },
InternScience: { label: 'SGIWorld', src: 'favicon.svg', bg: '#ffffff', border: '#bfdbfe' },
InclusionAI: { label: 'InclusionAI', src: 'images/logos/inclusionai.webp', bg: '#ffffff', border: '#ddd6fe' },
Ling: { label: 'InclusionAI', src: 'images/logos/inclusionai.webp', bg: '#ffffff', border: '#ddd6fe' },
MiniMax: { label: 'MiniMax', src: 'images/logos/minimax.svg', bg: '#ffffff', border: '#fdba74' },
Other: { label: 'Model provider', src: '', bg: '#ffffff', border: '#cbd5e1' }
};
const providerLogo = (provider) => providerLogos[provider] || providerLogos.Other;
const isVisibleModel = (row) => inferProvider(row.model) !== 'InternScience';
const renderInsightMap = (leaderboard, benchmarks) => {
if (!insightMap || !insightCards) return;
const knowledgeFields = ['ChemBench', 'CMPhysBench', 'EarthSE', 'SFE', 'TRQA'];
const workflowFields = ['AstroVisBench', 'ResearchBench', 'SciCode'];
const points = leaderboard.map((row) => {
const x = averageScores(row.benchmark_scores, knowledgeFields);
const y = averageScores(row.benchmark_scores, workflowFields);
if (x === null || y === null) return null;
const provider = inferProvider(row.model);
const colors = providerColor(provider);
const coverage = benchmarks.length
? row.num_benchmarks_available / benchmarks.length
: 0;
return { row, x, y, provider, colors, coverage };
}).filter(Boolean);
if (!points.length) {
insightMap.innerHTML = '<div class="sgi-chart-empty">Not enough SGI-Index data to draw the insight map.</div>';
insightCards.innerHTML = '';
return;
}
const pointHtml = points.map((point) => {
const title = [
point.provider,
`Knowledge & Reasoning: ${formatScore(point.x)}`,
`Workflow & Execution: ${formatScore(point.y)}`,
`SGI-Index: ${formatScore(point.row.sgi_index)}`,
`${point.row.num_benchmarks_available}/${benchmarks.length} benchmarks`
];
const bubbleSize = 0.65 + point.coverage * 0.75;
const tooltipLines = escapeHtml(JSON.stringify(title));
return `
<div class="sgi-insight-point" tabindex="0" style="--x: ${point.x}%; --y: ${point.y}%; --bubble-size: ${bubbleSize.toFixed(2)}rem; --point-color: ${point.colors.color}; --point-ring: ${point.colors.shadow}; --point-shadow: ${point.colors.shadow};" data-tooltip-title="${escapeHtml(point.row.model)}" data-tooltip-lines="${tooltipLines}" aria-label="${escapeHtml([point.row.model, ...title].join(', '))}"></div>
`;
}).join('');
const balanced = points.reduce((best, point) => (
!best || Math.min(point.x, point.y) > Math.min(best.x, best.y) ? point : best
), null);
const reasoningHeavy = points.reduce((best, point) => (
!best || point.x - point.y > best.x - best.y ? point : best
), null);
const executionBalanced = points.reduce((best, point) => (
!best || point.y - point.x > best.y - best.x ? point : best
), null);
const fullCoverage = leaderboard.filter((row) => row.num_benchmarks_available === benchmarks.length).length;
const executionGap = executionBalanced.y - executionBalanced.x;
const executionCopy = executionGap >= 0
? `+${formatScore(executionGap)} points toward workflow execution`
: `Execution still trails reasoning by ${formatScore(Math.abs(executionGap))} points`;
insightMap.innerHTML = `
<div class="sgi-insight-plot">
<div class="sgi-insight-midline-x"></div>
<div class="sgi-insight-midline-y"></div>
<div class="sgi-quadrant-label sgi-quadrant-top-right"><strong>Balanced leaders</strong>Strong reasoning and execution</div>
<div class="sgi-quadrant-label sgi-quadrant-top-left"><strong>Workflow-leaning</strong>Execution ahead of domain score</div>
<div class="sgi-quadrant-label sgi-quadrant-bottom-right"><strong>Reasoning-heavy</strong>Domain score ahead of execution</div>
<div class="sgi-quadrant-label sgi-quadrant-bottom-left"><strong>Developing zone</strong>Both dimensions still constrained</div>
${pointHtml}
</div>
<div class="sgi-axis-title-y">Research Workflow & Execution</div>
<div class="sgi-axis-title-x">Scientific Knowledge & Reasoning</div>
`;
bindTooltip(insightMap);
insightCards.innerHTML = `
<div class="sgi-insight-card">
<div class="text-sm text-muted">Balanced leader</div>
<div class="sgi-insight-card-value">${escapeHtml(balanced.row.model)}</div>
<div class="sgi-insight-card-copy">${formatScore(balanced.x)} reasoning / ${formatScore(balanced.y)} execution</div>
</div>
<div class="sgi-insight-card">
<div class="text-sm text-muted">Reasoning-heavy outlier</div>
<div class="sgi-insight-card-value">${escapeHtml(reasoningHeavy.row.model)}</div>
<div class="sgi-insight-card-copy">+${formatScore(reasoningHeavy.x - reasoningHeavy.y)} points toward knowledge & reasoning</div>
</div>
<div class="sgi-insight-card">
<div class="text-sm text-muted">Best execution balance</div>
<div class="sgi-insight-card-value">${escapeHtml(executionBalanced.row.model)}</div>
<div class="sgi-insight-card-copy">${executionCopy}</div>
</div>
<div class="sgi-insight-card">
<div class="text-sm text-muted">Coverage basis</div>
<div class="sgi-insight-card-value">${points.length}/${leaderboard.length} models plotted</div>
<div class="sgi-insight-card-copy">${fullCoverage} models have all ${benchmarks.length} benchmark scores</div>
</div>
`;
};
fetch('sgi_index/sgi_index_frontend.json')
.then((response) => {
if (!response.ok) throw new Error(`HTTP ${response.status}`);
return response.json();
})
.then((data) => {
const leaderboard = (Array.isArray(data.leaderboard) ? data.leaderboard : []).filter(isVisibleModel);
const benchmarks = Array.isArray(data.benchmarks) ? data.benchmarks : [];
const fullCoverage = leaderboard.filter((row) => row.num_benchmarks_available === benchmarks.length).length;
const chartWidth = Math.max(leaderboard.length * 44 + 112, 880);
const ticks = [100, 75, 50, 25, 0];
const grid = ticks.map((tick) => `
<div class="sgi-grid-line" style="--tick: ${tick}%;"></div>
<div class="sgi-grid-label" style="--tick: ${tick}%;">${tick}</div>
`).join('');
const bars = leaderboard.map((row, index) => {
const score = typeof row.sgi_index === 'number' && Number.isFinite(row.sgi_index)
? Math.max(0, Math.min(100, row.sgi_index))
: 0;
const provider = inferProvider(row.model);
const { color: barColor, labelColor: barLabel, shadow: barShadow } = providerColor(provider);
const logo = providerLogo(provider);
const aliases = Array.isArray(row.model_aliases) && row.model_aliases.length
? `Merged: ${row.model_aliases.join(', ')}`
: '';
const missing = Array.isArray(row.missing_benchmarks) && row.missing_benchmarks.length
? `Missing: ${escapeHtml(row.missing_benchmarks.join(', '))}`
: 'Full coverage';
const titleParts = [
provider,
`SGI-Index: ${formatScore(row.sgi_index)}`,
`${row.num_benchmarks_available}/${benchmarks.length} benchmarks`,
aliases,
missing
].filter(Boolean);
const tooltipLines = escapeHtml(JSON.stringify(titleParts));
const logoHtml = logo.src
? `<img src="${escapeHtml(logo.src)}" alt="" loading="lazy">`
: `<span>${escapeHtml(logo.label)}</span>`;
return `
<div class="sgi-bar-column" tabindex="0" style="--score-height: ${score}%; --bar-color: ${barColor}; --bar-label: ${barLabel}; --bar-shadow: ${barShadow}; --logo-bg: ${logo.bg}; --logo-border: ${logo.border};" data-tooltip-title="${escapeHtml(row.model)}" data-tooltip-lines="${tooltipLines}" aria-label="${escapeHtml([row.model, ...titleParts].join(', '))}">
<div class="sgi-bar-value">${formatScore(row.sgi_index)}</div>
<div class="sgi-provider-logo" aria-hidden="true">${logoHtml}</div>
<div class="sgi-bar"></div>
</div>
`;
}).join('');
const labels = leaderboard.map((row) => `
<div class="sgi-x-label"><span title="${escapeHtml(row.model)}">${escapeHtml(row.model)}</span></div>
`).join('');
const missingModels = leaderboard.filter((row) => Array.isArray(row.missing_benchmarks) && row.missing_benchmarks.length).length;
chart.innerHTML = `
<div class="sgi-chart-canvas" style="--chart-width: ${chartWidth}px;">
<div class="sgi-chart-grid">${grid}</div>
<div class="sgi-bars">${bars}</div>
<div class="sgi-x-axis">${labels}</div>
</div>
<div class="sgi-chart-meta">
<span>${leaderboard.length} models on x-axis</span>
<span>${benchmarks.length} benchmarks aggregated</span>
<span>${fullCoverage} full coverage</span>
<span>${missingModels} with missing benchmark data</span>
</div>
`;
bindTooltip(chart);
renderInsightMap(leaderboard, benchmarks);
})
.catch(() => {
chart.innerHTML = '<div class="sgi-chart-empty">SGI-Index data could not be loaded.</div>';
if (insightMap) insightMap.innerHTML = '<div class="sgi-chart-empty">SGI-Index insight data could not be loaded.</div>';
if (insightCards) insightCards.innerHTML = '';
});
})();
</script>
</body>
</html>