Đo Đạc Hiệu Năng & Độ Chính Xác Thực Chứng
Kết quả đo đạc thực nghiệm từ các đợt kiểm chuẩn chất lượng và tải đa luồng trên 01 node máy chủ lab on-premise (1x CPU + GPU).
| Bước Xử Lý Trong Pipeline | Trung Bình (Mean) | Trung Vị (P50) | P90 | P95 | Min / Max |
|---|---|---|---|---|---|
1A1. Strict FTS Search (PostgreSQL GIN) | 45.04 ms | 39.00 ms | 62.00 ms | 68.55 ms | 15.8 / 78.0 ms |
1A2. Postgres FTS Tuple Hydration | 1.20 ms | 1.00 ms | 2.10 ms | 2.80 ms | 0.0 / 3.5 ms |
1B. Qdrant Dense Vector Search (HNSW Cosine) | 90.64 ms | 88.50 ms | 110.00 ms | 122.48 ms | 14.1 / 135.0 ms |
2. Postgres Unit Metadata Hydration | 3.50 ms | 3.00 ms | 6.00 ms | 8.50 ms | 1.0 / 9.5 ms |
4. Graph Legal Relation Expansion & Assembly | 156.88 ms | 165.76 ms | 310.00 ms | 333.84 ms | 110.0 / 360.0 ms |
| TỔNG ĐỘ TRỄ FAST-PATH (SUB-300MS MEDIAN)SUB-SECOND | 352.90 ms | 297.26 ms | 495.00 ms | 536.17 ms | 240.0 / 718.0 ms |
Tùy chọn: Deep AI Cross-Encoder Reranker (BGE-Reranker-v2-m3) | 4,848.40 ms | 4,859.00 ms | 4,939.40 ms | 4,955.00 ms | 4,713.0 / 4,970.0 ms |
Phản hồi chớp mắt trên 100% các câu hỏi thường gặp.
100% câu hỏi đều phản hồi dưới 0.79s (Max: 718ms).
Xử lý 100 requests batch update chỉ trong 1.92 giây.
Heterogeneous Pipelined Parallelism
Traditional RAG pipelines execute sequentially, wasting 90% of hardware capacity during I/O waits. Our Unified High-Concurrency Core uses virtual threads and reactive pipelines to interleave workloads across CPU, PostgreSQL FTS, Qdrant Vector DB, and GPU Rerankers with zero idle cycles.
Multi-Level Data Verification & Provenance Pipeline
Every legal entity and relation edge is governed by a strict hierarchical confirmation level (Levels 1 to 4) where higher-order ground truth automatically overrides lower-level extractions with 100% bounds safety.
Level 1: Automated High-Speed Ingestion
High-speed syntax boundary and entity extraction across 70,000+ core statutory instruments.
Level 2: Autonomous Multi-Agent Cross-Audit
Autonomous AI agent network continuously reading, cross-auditing, and reconciling semantic coherence against authoritative government legal portals.
Level 3: Expert Human-in-the-Loop Precedence
Judicial paralegals and domain experts reviewing and certifying complex regulatory disputes with non-destructive override authority.
Level 4: Golden Benchmark Quality Gate
Expert-certified golden ground-truth benchmark suite serving as the immutable quality gate for the entire system.
Dedicated Tabular Structuring & Multi-Page OCR Smart Stitching
Vietnamese statutory appendices contain complex multi-page tables (customs tariffs, land price brackets across 63 provinces, engineering quotas, and civil service salary scales). Our engine reconstructs them into dedicated structured query stores.
Multi-Page OCR Stitching
Multi-Page OCR Stitching: Automatically resolves broken table headers and column alignment across scanned PDF page boundaries.
Zero Missing Table Cells
Zero-Table Elimination: Reclaims inline narrative tables that fail standard markdown table converters.
Tariffs & Land Price Brackets
Dedicated Tabular Schemas: High-speed structured queries on land valuation and import tariff schedules.
3NF Legal Thesaurus & Colloquial-to-Statutory Mapping
Citizens and business executives often speak in colloquial or informal terms. Our 3NF Thesaurus Engine maps colloquial slang into exact legal provisions without hallucination.