An end-to-end AI pipeline that transforms scanned historical Uzbek dictionaries into structured, searchable digital resources — leveraging multimodal LLMs for OCR, NLP, and linguistic analysis at scale.
All metrics are computed live from our production PostgreSQL database, reflecting the current state of the digitization pipeline.
From physical book pages to structured linguistic data — every step is automated and AI-powered.
Scanned dictionary volumes
Automated segmentation
Gemini multimodal vision
Expert linguist verification
Headwords, definitions, phonetics
Our AI-first architecture leverages the best of Google's AI ecosystem for unparalleled accuracy.
Multimodal large language model for advanced OCR of historical Uzbek script with context-aware text recognition and Markdown formatting.
Enterprise-grade infrastructure with Compute Engine VMs, Cloud Storage, and managed PostgreSQL for reliable and scalable processing.
Celery + Redis distributed task queue enables parallel OCR processing of thousands of pages with automatic retry and error handling.
Automated headword extraction, etymology tagging, part-of-speech classification, and phonetic transcription for complete linguistic analysis.
Real-time completion tracking for each dictionary volume in the pipeline.
| Volume | Pages | OCR Progress | OCR % | Parsed | Parse % |
|---|---|---|---|---|---|
| L | 61 | 61 |
100%
|
61 |
100%
|
| E | 87 | 87 |
100%
|
87 |
100%
|
| G | 106 | 106 |
100%
|
106 |
100%
|
| A | 191 | 191 |
100%
|
191 |
100%
|
| B | 508 | 508 |
100%
|
508 |
100%
|
| Z | 76 | 76 |
100%
|
71 |
93%
|
| Ch | 160 | 160 |
100%
|
160 |
100%
|
| X | 110 | 110 |
100%
|
0 |
0%
|
| Y | 208 | 208 |
100%
|
0 |
0%
|
| V | 72 | 72 |
100%
|
66 |
92%
|
| U | 95 | 95 |
100%
|
95 |
100%
|
| T | 547 | 547 |
100%
|
0 |
0%
|
| D | 230 | 230 |
100%
|
230 |
100%
|
| F | 83 | 83 |
100%
|
83 |
100%
|
| G' | 63 | 63 |
100%
|
63 |
100%
|
| H | 180 | 180 |
100%
|
180 |
100%
|
| I | 149 | 149 |
100%
|
149 |
100%
|
| K | 331 | 331 |
100%
|
330 |
100%
|
| J | 95 | 95 |
100%
|
95 |
100%
|
| M | 256 | 256 |
100%
|
255 |
100%
|
| N | 100 | 100 |
100%
|
100 |
100%
|
| O | 197 | 197 |
100%
|
196 |
99%
|
| O' | 99 | 99 |
100%
|
98 |
99%
|
| Q | 361 | 361 |
100%
|
361 |
100%
|
| R | 113 | 113 |
100%
|
113 |
100%
|
| Sh | 142 | 142 |
100%
|
133 |
94%
|
| P | 225 | 225 |
100%
|
224 |
100%
|
| S | 345 | 345 |
100%
|
0 |
0%
|
An in-depth overview of our AI-powered linguistic pipeline — architecture, impact, and vision.