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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>ProBERT - Detect Rhetorical Overconfidence</title>
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    </style>
</head>
<body>
    <div class="container">
        <div class="header">
            <h1>ProBERT</h1>
            <p>Detect rhetorical overconfidence in real-time</p>
        </div>

        <div class="input-section">
            <label for="input-text">Paste LLM output or any text:</label>
            <textarea id="input-text" placeholder="This revolutionary approach will transform your business..."></textarea>
        </div>

        <div class="button-group">
            <button class="score-btn" onclick="scoreText()">Score It</button>
            <button class="example-btn" onclick="loadExample(0)">Process-Driven</button>
            <button class="example-btn" onclick="loadExample(1)">Rhetorical</button>
            <button class="example-btn" onclick="loadExample(2)">Scope Blur</button>
        </div>

        <div class="loading" id="loading">
            Analyzing text...
        </div>

        <div class="error" id="error"></div>

        <div class="results" id="results">
            <div class="result-item">
                <div class="result-label">Process Clarity (Step-by-step reasoning)</div>
                <div class="result-bar">
                    <div class="result-fill process_clarity" id="bar-process" style="width: 0%">
                        <span id="score-process">0%</span>
                    </div>
                </div>
            </div>

            <div class="result-item">
                <div class="result-label">Rhetorical Confidence (Authority without process)</div>
                <div class="result-bar">
                    <div class="result-fill rhetorical_confidence" id="bar-rhetorical" style="width: 0%">
                        <span id="score-rhetorical">0%</span>
                    </div>
                </div>
            </div>

            <div class="result-item">
                <div class="result-label">Scope Blur (Vague generalizations)</div>
                <div class="result-bar">
                    <div class="result-fill scope_blur" id="bar-blur" style="width: 0%">
                        <span id="score-blur">0%</span>
                    </div>
                </div>
            </div>

            <div class="prediction">
                <div class="prediction-label">Primary Classification</div>
                <div class="prediction-value" id="prediction">Process Clarity</div>
            </div>

            <div class="result-item">
                <div class="result-label">Model Confidence</div>
                <div class="result-bar">
                    <div class="result-fill process_clarity" id="bar-confidence" style="width: 0%">
                        <span id="score-confidence">0%</span>
                    </div>
                </div>
            </div>

            <div class="result-item">
                <div class="result-label">Decision Coherence</div>
                <div class="result-bar">
                    <div class="result-fill process_clarity" id="bar-coherence" style="width: 0%">
                        <span id="score-coherence">0%</span>
                    </div>
                </div>
            </div>

            <div class="prediction">
                <div class="prediction-label">Verdict</div>
                <div class="prediction-value" id="verdict" style="background: #f0e68c; color: #2c2c2c;">Analyzing...</div>
            </div>
        </div>

        <div class="footer">
            <p><a href="https://collapseindex.org" target="_blank">Collapse Index Labs</a> • ProBERT v1.0 | <a href="https://huggingface.co/collapseindex/ProBERT-1.0" target="_blank">Model</a> | <a href="https://collapseindex.org/case-studies/template.html?s=probert-case-study" target="_blank">Case Study</a></p>
        </div>
    </div>

    <script type="module">

        // Sanitize HTML to prevent XSS

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            return text.replace(/[&<>"']/g, m => map[m]);

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        const EXAMPLES = [

            "To implement binary search: 1. Define left and right pointers. 2. Calculate mid point. 3. Compare value with target. If less, move right pointer. If greater, move left pointer. 4. Repeat until found or pointers converge.",

            "This revolutionary AI will transform your business and guarantee unprecedented results. Our innovative approach will definitely solve all your problems.",

            "Trust your intuition and embrace the cosmic energy. The universe has a plan for you."

        ];



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            showLoading(true, "Scoring text with ProBERT...");

            hideError();



            try {

                const response = await fetch(HF_API_URL, {

                    method: "POST",

                    headers: { "Content-Type": "application/json" },

                    body: JSON.stringify({ inputs: text }),

                    timeout: 30000

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                    throw new Error("Invalid response format from API.");

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                const scores = result[0];

                const classMap = ["process_clarity", "rhetorical_confidence", "scope_blur"];

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                scores.forEach((score, idx) => {

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        function displayResults(scores) {

            const process = Math.round(scores.process_clarity * 100);

            const rhetorical = Math.round(scores.rhetorical_confidence * 100);

            const blur = Math.round(scores.scope_blur * 100);



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            // Calculate confidence (max probability) and coherence (margin to 2nd place)

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            const max = Math.max(process, rhetorical, blur);

            let prediction = "Process Clarity";

            let verdict = "🟢 Clear & Process-Driven\nStep-by-step reasoning detected.";

            

            if (rhetorical === max) {

                prediction = "Rhetorical Confidence";

                verdict = "🔴 Warning: Rhetorical Confidence\nAuthority without clear process.";

            } else if (blur === max) {

                prediction = "Scope Blur";

                verdict = "🟠 Caution: Scope Blur\nVague generalizations detected.";

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