PathoSynVLM / assets /reported_results.svg
Jiahao Cheng
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<title id="title">PathoSynVLM reported results</title>
<desc id="desc">Stage 1 visual-language alignment and Stage 2 HISTAI case-level report generation metrics. All bars share a zero-to-one scale and exact values appear in separate labels.</desc>
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<text x="60" y="45" class="eyebrow">PATHOSYNVLM</text>
<text x="60" y="82" class="title">Reported Results</text>
<text x="60" y="109" class="subtitle">Headline paper metrics. Every bar uses the same 0-1 scale; exact values sit in a dedicated column.</text>
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<text x="95" y="181" class="panel-title">Stage 1 &#183; VL alignment</text>
<text x="95" y="209" class="panel-subtitle">HistGen + REG2025 &#183; trainable projector only</text>
<text x="95" y="259" class="group">TEXT GENERATION</text>
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<text x="95" y="302" class="metric">ROUGE-L</text>
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<text x="575" y="298" text-anchor="middle" class="value">0.4743</text>
<text x="95" y="370" class="metric">METEOR</text>
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<rect x="270" y="354" width="115" height="14" rx="7" fill="#0e8a9c"/>
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<text x="575" y="366" text-anchor="middle" class="value">0.4810</text>
<text x="95" y="438" class="metric">BLEU-4</text>
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<text x="575" y="434" text-anchor="middle" class="value">0.1247</text>
<text x="95" y="506" class="metric">BERTScore F1</text>
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<text x="575" y="502" text-anchor="middle" class="value">0.4253</text>
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<text x="725" y="181" class="panel-title">Stage 2 &#183; HISTAI</text>
<text x="725" y="209" class="panel-subtitle">Case-level structured report generation</text>
<text x="725" y="254" class="group">TEXT GENERATION</text>
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<text x="725" y="286" class="metric">ROUGE-L</text>
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<text x="1257" y="284" text-anchor="middle" class="value">0.2495</text>
<text x="725" y="326" class="metric">METEOR</text>
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<text x="1257" y="324" text-anchor="middle" class="value">0.1988</text>
<text x="725" y="366" class="metric">BLEU-4</text>
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<text x="1257" y="364" text-anchor="middle" class="value">0.0525</text>
<text x="725" y="406" class="metric">BERTScore F1</text>
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<text x="1257" y="404" text-anchor="middle" class="value">0.3018</text>
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<text x="725" y="458" class="group">FIELD ACCURACY</text>
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<text x="725" y="490" class="metric">Diagnosis &#183; exact</text>
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<text x="1257" y="488" text-anchor="middle" class="value">0.1667</text>
<text x="725" y="530" class="metric">Diagnosis &#183; relaxed</text>
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<text x="1257" y="528" text-anchor="middle" class="value">0.3333</text>
<text x="725" y="570" class="metric">Certainty &#183; exact</text>
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<text x="1257" y="568" text-anchor="middle" class="value">0.9000</text>
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<text x="60" y="648" class="note">BLEU-4 is shown on the paper's 0-1 scale. Exact values are stored in configs/reported_results.json.</text>
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