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added hyde comparison image

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nird
2024-09-01 18:15:35 +03:00
parent bbdc327088
commit 2e3a5e04e6
2 changed files with 84 additions and 0 deletions
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10
all_rag_techniques/HyDe_Hypothetical_Document_Embedding.ipynb
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@@ -75,6 +75,16 @@
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<div style=\"text-align: center;\">\n",
"\n",
"<img src=\"../images/hyde-advantages.svg\" alt=\"HyDe\" style=\"width:100%; height:auto;\">\n",
"</div>"
]
},
{
"cell_type": "markdown",
"metadata": {},

74
images/hyde-advantages.svg Normal file
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@@ -0,0 +1,74 @@
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1000 600">
<!-- Background -->
<rect width="1000" height="600" fill="#f0f8ff"/>
<!-- Title -->
<rect width="1000" height="70" fill="#2c3e50"/>
<text x="500" y="45" font-family="Arial, sans-serif" font-size="28" fill="white" text-anchor="middle" font-weight="bold">HyDE: Bridging Gaps in Information Retrieval</text>
<!-- Query -->
<rect x="250" y="85" width="500" height="40" rx="20" fill="#3498db"/>
<text x="500" y="112" font-family="Arial, sans-serif" font-size="18" fill="white" text-anchor="middle" font-weight="bold">Query: "new diabetes treatments"</text>
<!-- Regular RAG -->
<rect x="20" y="140" width="470" height="210" rx="10" fill="#ecf0f1" stroke="#34495e" stroke-width="2"/>
<text x="255" y="170" font-family="Arial, sans-serif" font-size="24" fill="#2c3e50" text-anchor="middle" font-weight="bold">Regular RAG</text>
<!-- Regular RAG Process -->
<circle cx="50" cy="210" r="15" fill="#3498db"/>
<text x="50" y="215" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">1</text>
<text x="80" y="215" font-family="Arial, sans-serif" font-size="16" fill="#333">Encode query directly</text>
<circle cx="50" cy="250" r="15" fill="#3498db"/>
<text x="50" y="255" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">2</text>
<text x="80" y="255" font-family="Arial, sans-serif" font-size="16" fill="#333">Search document chunks</text>
<circle cx="50" cy="290" r="15" fill="#3498db"/>
<text x="50" y="295" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">3</text>
<text x="80" y="295" font-family="Arial, sans-serif" font-size="16" fill="#333">Retrieve similar chunks</text>
<!-- HyDE -->
<rect x="510" y="140" width="470" height="210" rx="10" fill="#ecf0f1" stroke="#34495e" stroke-width="2"/>
<text x="745" y="170" font-family="Arial, sans-serif" font-size="24" fill="#2c3e50" text-anchor="middle" font-weight="bold">HyDE</text>
<!-- HyDE Process -->
<circle cx="540" cy="210" r="15" fill="#3498db"/>
<text x="540" y="215" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">1</text>
<text x="570" y="215" font-family="Arial, sans-serif" font-size="16" fill="#333">Generate hypothetical document</text>
<circle cx="540" cy="250" r="15" fill="#3498db"/>
<text x="540" y="255" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">2</text>
<text x="570" y="255" font-family="Arial, sans-serif" font-size="16" fill="#333">Encode hypothetical document</text>
<circle cx="540" cy="290" r="15" fill="#3498db"/>
<text x="540" y="295" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">3</text>
<text x="570" y="295" font-family="Arial, sans-serif" font-size="16" fill="#333">Search document chunks</text>
<circle cx="540" cy="330" r="15" fill="#3498db"/>
<text x="540" y="335" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">4</text>
<text x="570" y="335" font-family="Arial, sans-serif" font-size="16" fill="#333">Retrieve similar chunks</text>
<!-- Advantages of HyDE -->
<rect x="20" y="370" width="960" height="210" rx="10" fill="#e8f8f5" stroke="#16a085" stroke-width="2"/>
<text x="500" y="405" font-family="Arial, sans-serif" font-size="24" fill="#16a085" text-anchor="middle" font-weight="bold">Advantages of HyDE</text>
<circle cx="60" cy="450" r="15" fill="#16a085"/>
<text x="60" y="455" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">1</text>
<text x="90" y="455" font-family="Arial, sans-serif" font-size="18" fill="#333">Bridges domain terminology gap</text>
<circle cx="60" cy="495" r="15" fill="#16a085"/>
<text x="60" y="500" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">2</text>
<text x="90" y="500" font-family="Arial, sans-serif" font-size="18" fill="#333">Narrows query-document semantic gap</text>
<circle cx="60" cy="540" r="15" fill="#16a085"/>
<text x="60" y="545" font-family="Arial, sans-serif" font-size="12" fill="white" text-anchor="middle">3</text>
<text x="90" y="545" font-family="Arial, sans-serif" font-size="18" fill="#333">Improves retrieval for complex queries</text>
<!-- Hypothetical Document Example -->
<rect x="510" y="435" width="450" height="135" rx="10" fill="#ffffff" stroke="#16a085" stroke-width="2"/>
<text x="735" y="460" font-family="Arial, sans-serif" font-size="18" fill="#16a085" text-anchor="middle" font-weight="bold">Hypothetical Document Example</text>
<text x="530" y="485" font-family="Arial, sans-serif" font-size="14" fill="#333">Recent advancements in diabetes treatments include:</text>
<text x="530" y="510" font-family="Arial, sans-serif" font-size="14" fill="#333">1. GLP-1 receptor agonists (e.g., semaglutide)</text>
<text x="530" y="535" font-family="Arial, sans-serif" font-size="14" fill="#333">2. SGLT2 inhibitors (e.g., empagliflozin)</text>
<text x="530" y="560" font-family="Arial, sans-serif" font-size="14" fill="#333">3. Dual GIP/GLP-1 receptor agonists</text>
</svg>
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