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Expand retrieval evaluation to long docs and PDF

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Hamza Ayed
2026-10-03 19:06:54 +03:00
parent cfca1ebff0
commit 332f43aaf0
7 changed files with 530 additions and 6 deletions
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SovereignAI-Starter/evals/results/retrieval_extended_2026-10-03.json
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{
"created_at_utc": "2026-10-03T16:06:06.517530+00:00",
"base_url": "http://127.0.0.1:8129",
"dataset": "evals\\knowledge_retrieval_extended.jsonl",
"indexing": {
"semantic_indexed_documents": 13,
"documents": 13,
"embedding_models": [
"granite-embedding:278m"
]
},
"metrics": {
"cases": 13,
"hit_at_1": 1.0,
"hit_at_3": 1.0,
"mean_reciprocal_rank": 1.0,
"evidence_rate": 1.0
},
"results": [
{
"id": "conversation-storage-ar",
"query": "أين تحفظ المحادثات؟",
"expected_document": "storage.md",
"expected_evidence": "SQLite",
"rank": 1,
"top_paths": [
"storage.md",
"long_technical_guide.md",
"workspace.md",
"archive_retention_policy.pdf",
"preview.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "image-model-ar",
"query": "ما النموذج الذي يعالج الصور تلقائيًا؟",
"expected_document": "images.md",
"expected_evidence": "Ministral 3:3b",
"rank": 1,
"top_paths": [
"images.md",
"routing.md",
"timeout.md",
"long_technical_guide.md",
"archive_retention_policy.pdf"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "preview-safety-ar",
"query": "كيف نحمي معاينة الملف قبل الموافقة؟",
"expected_document": "preview.md",
"expected_evidence": "SHA256",
"rank": 1,
"top_paths": [
"preview.md",
"long_technical_guide.md",
"archive_retention_policy.pdf",
"workspace.md",
"pdf.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "pdf-extraction-ar",
"query": "كيف نستخرج النص من صفحات PDF؟",
"expected_document": "pdf.md",
"expected_evidence": "pypdf",
"rank": 1,
"top_paths": [
"pdf.md",
"archive_retention_policy.pdf",
"images.md",
"audio.md",
"long_technical_guide.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "voice-transcription-ar",
"query": "أي خدمة تفرغ التسجيلات الصوتية؟",
"expected_document": "audio.md",
"expected_evidence": "Groq",
"rank": 1,
"top_paths": [
"audio.md",
"archive_retention_policy.pdf",
"long_technical_guide.md",
"workspace.md",
"skills.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "workspace-boundary-ar",
"query": "كيف نحمي مساحة العمل من قراءة الملفات المخفية؟",
"expected_document": "workspace.md",
"expected_evidence": ".git",
"rank": 1,
"top_paths": [
"workspace.md",
"preview.md",
"long_technical_guide.md",
"archive_retention_policy.pdf",
"pdf.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "web-search-en",
"query": "Which provider searches multiple web sources?",
"expected_document": "search.md",
"expected_evidence": "DuckDuckGo",
"rank": 1,
"top_paths": [
"search.md",
"long_technical_guide.md",
"skills.md",
"routing.md",
"archive_retention_policy.pdf"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "database-version-en",
"query": "How are old conversation answers migrated?",
"expected_document": "migration.md",
"expected_evidence": "selected_version",
"rank": 1,
"top_paths": [
"migration.md",
"archive_retention_policy.pdf",
"long_technical_guide.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "model-routing-ar",
"query": "ما الحقول التي يعيدها API بعد تحويل الصور: requested_model وauto_routed؟",
"expected_document": "routing.md",
"expected_evidence": "auto_routed",
"rank": 1,
"top_paths": [
"routing.md",
"images.md",
"storage.md",
"timeout.md",
"long_technical_guide.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "api-timeout-ar",
"query": "كيف يعرض API انتهاء مهلة النموذج؟",
"expected_document": "timeout.md",
"expected_evidence": "504",
"rank": 1,
"top_paths": [
"timeout.md",
"routing.md",
"long_technical_guide.md",
"skills.md",
"images.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "skill-permissions-en",
"query": "How does the server restrict tools for a selected skill?",
"expected_document": "skills.md",
"expected_evidence": "allowed_tools",
"rank": 1,
"top_paths": [
"skills.md",
"long_technical_guide.md",
"migration.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "long-guide-deep-approval-en",
"query": "What must happen before a proposed production change can be saved?",
"expected_document": "long_technical_guide.md",
"expected_evidence": "two-stage approval",
"rank": 1,
"top_paths": [
"long_technical_guide.md",
"migration.md"
],
"expected_document_chunks": [
17,
4,
8,
11,
13,
16,
3
],
"evidence_found": true,
"search_mode": "hybrid"
},
{
"id": "pdf-archive-page-limit-en",
"query": "What is the maximum number of pages accepted when indexing one PDF?",
"expected_document": "archive_retention_policy.pdf",
"expected_evidence": "30 pages",
"rank": 1,
"top_paths": [
"archive_retention_policy.pdf",
"pdf.md",
"long_technical_guide.md"
],
"expected_document_chunks": [
0
],
"evidence_found": true,
"search_mode": "hybrid"
}
],
"note": "Small deterministic fixture set. Retrieval metrics cover source ranking and evidence presence, not general RAG quality. Optional agent answers are retained for human review and are not auto-scored."
}