Master
Translator
Making Knowledge Cross Language Boundaries
Why Current Tools Don’t Work
👨💼Human Translation
- $3,000+ per book
- Slow iteration
- Manual formatting
🌐Web Tools
- Google / Bing / DeepL
- 10MB file size limit
- Format destroyed
📱Mobile Apps
- Character limits
- Expensive subscriptions
- Fragmented context
🤖General AI (ChatGPT)
- Terminology drift
- Lazy generation
- Structural compression
Scalability Challenge: 500+ Page Book
The Trilemma: Fast, High-Quality, Low-Cost — Pick None!
Patent: 20 Claims of IP Protection
PATENT DETAILS
- MS Reference
- 507649-CN01
- NTD Reference
- USMSC227173
- Filing Date
- March 2, 2026
- Jurisdiction
- CNIPA (China)
- Status
- Filed
Claim 1Method
Claim 2Apparatus
Claim 3Computer Program Product
5 PATENTED INNOVATIONS
Section-Aware Chunking
H1-H6 hierarchy parsing, semantic boundary splitting, 120% overflow protection
Cross-Chunk Context Weaving
Sliding-window context extraction + terminology glossary injection
Dual-Level Overlap Detection
Header-level exact match + paragraph-level similarity (threshold 0.5)
5-Dimension Integrity Verification
Char ratio, paragraph count, line count, heading count, list items
MCP Standardization
12 tools, Resources, Prompts — stdio transport, model-agnostic
CO-INVENTORSBaoli Wang, Ye Li, Qi Zhang, Yan Zhang, Jiren Lai
Research Paper: TMLR Under Review
PAPER DETAILS
- Title
- Beyond “LLM Laziness”: Diagnosing and Mitigating Failure Modes in Long Document Translation
- Venue
- TMLR
- Status
- Under Review
- Date
- 12 July
5 KEY CONTRIBUTIONS
Completeness-Consistency Framework (CCF)
Unified theory for diagnosing long-document translation.
Generation Collapse Discovered
First to formalize & measure: RCR drops 103% → 53% @100K.
FORBIDDEN Prompt
Lifts Paragraph Retention Rate 31.8% → 100%.
Section-Aware Chunking + Context Weaving
SPS 2.6% → 100%; +5.3% TCR-A with 87.9% token savings.
Six Reference-Free Metrics
PRR · LRR · SPS · TCR-A · TCR-S · DCR.
1
Framework
Completeness-Consistency5
Failure Modes
Diagnosed & Mitigated6
Metrics
Reference-Free Evaluation
CO-AUTHORSBaoli Wang · Ye Li · Qi Zhang · Yan Zhang · Jiren Lai
Prompt Engineering: 10 Major Languages
Chinese (中文)
English
Spanish (Español)
French (Français)
German (Deutsch)
Japanese (日本語)
Portuguese (Português)
Russian (Русский)
Korean (한국어)
Arabic (العربية)
Beyond One Book: 3 Authors, 3 Published Works
One Person Entrepreneur
QI ZHANG
ORIGINAL
TRANSLATED
CHINESE → ENGLISH
The Coming Wave
MUSTAFA SULEYMAN
ORIGINAL & TRANSLATED
ENGLISH → 9 LANGUAGES
Experiment!
COLIN McFARLAND
ORIGINAL
TRANSLATED
ENGLISH → CHINESE
Making Knowledge
Cross Language Boundaries
Thanks!