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+---
+language: lez
+language_name: Lezgian
+language_family: caucasian_northeast
+tags:
+  - wikilangs
+  - nlp
+  - tokenizer
+  - embeddings
+  - n-gram
+  - markov
+  - wikipedia
+  - feature-extraction
+  - sentence-similarity
+  - tokenization
+  - n-grams
+  - markov-chain
+  - text-mining
+  - fasttext
+  - babelvec
+  - vocabulous
+  - vocabulary
+  - monolingual
+  - family-caucasian_northeast
+license: mit
+library_name: wikilangs
+pipeline_tag: text-generation
+datasets:
+  - omarkamali/wikipedia-monthly
+dataset_info:
+  name: wikipedia-monthly
+  description: Monthly snapshots of Wikipedia articles across 300+ languages
+metrics:
+  - name: best_compression_ratio
+    type: compression
+    value: 4.461
+  - name: best_isotropy
+    type: isotropy
+    value: 0.8458
+  - name: vocabulary_size
+    type: vocab
+    value: 0
+generated: 2026-01-10
+---
+
+# Lezgian - Wikilangs Models
+## Comprehensive Research Report & Full Ablation Study
+
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Lezgian** Wikipedia data.
+We analyze tokenizers, n-gram models, Markov chains, vocabulary statistics, and word embeddings.
+
+## 📋 Repository Contents
+
+### Models & Assets
+
+- Tokenizers (8k, 16k, 32k, 64k)
+- N-gram models (2, 3, 4, 5-gram)
+- Markov chains (context of 1, 2, 3, 4 and 5)
+- Subword N-gram and Markov chains
+- Embeddings in various sizes and dimensions (aligned and unaligned)
+- Language Vocabulary
+- Language Statistics
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Analysis and Evaluation
+
+- [1. Tokenizer Evaluation](#1-tokenizer-evaluation)
+- [2. N-gram Model Evaluation](#2-n-gram-model-evaluation)
+- [3. Markov Chain Evaluation](#3-markov-chain-evaluation)
+- [4. Vocabulary Analysis](#4-vocabulary-analysis)
+- [5. Word Embeddings Evaluation](#5-word-embeddings-evaluation)
+- [6. Morphological Analysis (Experimental)](#6--morphological-analysis-experimental)
+- [7. Summary & Recommendations](#7-summary--recommendations)
+- [Metrics Glossary](#appendix-metrics-glossary--interpretation-guide)
+- [Visualizations Index](#visualizations-index)
+
+---
+## 1. Tokenizer Evaluation
+
+![Tokenizer Compression](visualizations/tokenizer_compression.png)
+
+![Tokenizer Fertility](visualizations/tokenizer_fertility.png)
+
+![Tokenizer OOV](visualizations/tokenizer_oov.png)
+
+![Total Tokens](visualizations/tokenizer_total_tokens.png)
+
+### Results
+
+| Vocab Size | Compression | Avg Token Len | UNK Rate | Total Tokens |
+|------------|-------------|---------------|----------|--------------|
+| **8k** | 3.556x | 3.56 | 0.2939% | 478,366 |
+| **16k** | 3.921x | 3.92 | 0.3241% | 433,830 |
+| **32k** | 4.233x | 4.24 | 0.3498% | 401,922 |
+| **64k** | 4.461x 🏆 | 4.46 | 0.3687% | 381,358 |
+
+### Tokenization Examples
+
+Below are sample sentences tokenized with each vocabulary size:
+
+**Sample 1:** `Кеферпатан грисбок (лат. Raphicerus sharpei) — антилопаяр хзандиз талукь тир гьа...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁кеферпатан ▁гр ис бок ▁( лат . ▁r aph ic ... (+14 more)` | 24 |
+| 16k | `▁кеферпатан ▁гр исбок ▁( лат . ▁raphicerus ▁sh ar p ... (+10 more)` | 20 |
+| 32k | `▁кеферпатан ▁грисбок ▁( лат . ▁raphicerus ▁sharpei ) ▁— ▁антилопаяр ... (+6 more)` | 16 |
+| 64k | `▁кеферпатан ▁грисбок ▁( лат . ▁raphicerus ▁sharpei ) ▁— ▁антилопаяр ... (+6 more)` | 16 |
+
+**Sample 2:** `Килова́тт-сят (кВт⋅ч) — гьасил ва я кардик кутунвай энергиядин кьадар, гьакӀни к...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁кил ова ́ т т - с ят ▁( к ... (+30 more)` | 40 |
+| 16k | `▁кил ова ́т т - с ят ▁( кв т ... (+26 more)` | 36 |
+| 32k | `▁кил ова ́т т - сят ▁( кв т ⋅ ... (+23 more)` | 33 |
+| 64k | `▁кил ова ́т т - сят ▁( квт ⋅ ч ... (+22 more)` | 32 |
+
+**Sample 3:** `йис (са агъзурни иридвишни яхцӀурницӀикьудлагьай йис) — чи эрадин йис. XVIII виш...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁йис ▁( са ▁агъзурни ▁иридвишни ▁яхцӏурницӏ икьудлагьай ▁йис ) ▁— ... (+20 more)` | 30 |
+| 16k | `▁йис ▁( са ▁агъзурни ▁иридвишни ▁яхцӏурницӏ икьудлагьай ▁йис ) ▁— ... (+20 more)` | 30 |
+| 32k | `▁йис ▁( са ▁агъзурни ▁иридвишни ▁яхцӏурницӏ икьудлагьай ▁йис ) ▁— ... (+20 more)` | 30 |
+| 64k | `▁йис ▁( са ▁агъзурни ▁иридвишни ▁яхцӏурницӏ икьудлагьай ▁йис ) ▁— ... (+20 more)` | 30 |
+
+
+### Key Findings
+
+- **Best Compression:** 64k achieves 4.461x compression
+- **Lowest UNK Rate:** 8k with 0.2939% unknown tokens
+- **Trade-off:** Larger vocabularies improve compression but increase model size
+- **Recommendation:** 32k vocabulary provides optimal balance for production use
+
+---
+## 2. N-gram Model Evaluation
+
+![N-gram Perplexity](visualizations/ngram_perplexity.png)
+
+![N-gram Unique](visualizations/ngram_unique.png)
+
+![N-gram Coverage](visualizations/ngram_coverage.png)
+
+### Results
+
+| N-gram | Variant | Perplexity | Entropy | Unique N-grams | Top-100 Coverage | Top-1000 Coverage |
+|--------|---------|------------|---------|----------------|------------------|-------------------|
+| **2-gram** | Word | 4,869 | 12.25 | 13,465 | 20.5% | 52.1% |
+| **2-gram** | Subword | 378 🏆 | 8.56 | 3,725 | 59.9% | 97.5% |
+| **3-gram** | Word | 4,928 | 12.27 | 15,118 | 20.8% | 53.1% |
+| **3-gram** | Subword | 2,980 | 11.54 | 29,246 | 23.8% | 66.3% |
+| **4-gram** | Word | 9,550 | 13.22 | 29,848 | 17.0% | 43.5% |
+| **4-gram** | Subword | 13,090 | 13.68 | 130,341 | 12.8% | 40.9% |
+| **5-gram** | Word | 8,440 | 13.04 | 24,720 | 17.7% | 44.1% |
+| **5-gram** | Subword | 32,189 | 14.97 | 259,667 | 8.8% | 30.4% |
+
+### Top 5 N-grams by Size
+
+**2-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `баянар элячӏунар` | 1,967 |
+| 2 | `дагъустан республикадин` | 1,527 |
+| 3 | `районда авай` | 1,079 |
+| 4 | `райондин хуьрер` | 977 |
+| 5 | `мусурманар я` | 936 |
+
+**3-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `на 1 января` | 911 |
+| 2 | `суни мусурманар я` | 815 |
+| 3 | `по муниципальным образованиям` | 767 |
+| 4 | `1 января г` | 765 |
+| 5 | `муниципальным образованиям на` | 741 |
+
+**4-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `на 1 января г` | 765 |
+| 2 | `по муниципальным образованиям на` | 741 |
+| 3 | `образованиям на 1 января` | 740 |
+| 4 | `муниципальным образованиям на 1` | 740 |
+| 5 | `российской федерации по муниципальным` | 582 |
+
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `по муниципальным образованиям на 1` | 740 |
+| 2 | `муниципальным образованиям на 1 января` | 740 |
+| 3 | `образованиям на 1 января г` | 707 |
+| 4 | `российской федерации по муниципальным образованиям` | 582 |
+| 5 | `населения российской федерации по муниципальным` | 582 |
+
+**2-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `н _` | 118,436 |
+| 2 | `и н` | 101,992 |
+| 3 | `д и` | 90,630 |
+| 4 | `в а` | 85,472 |
+| 5 | `а й` | 84,832 |
+
+**3-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `и н _` | 77,249 |
+| 2 | `д и н` | 55,033 |
+| 3 | `а й _` | 41,524 |
+| 4 | `а р _` | 27,897 |
+| 5 | `а н _` | 27,614 |
+
+**4-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `д и н _` | 50,137 |
+| 2 | `х у ь р` | 18,492 |
+| 3 | `_ х у ь` | 17,463 |
+| 4 | `_ й и с` | 16,780 |
+| 5 | `в а й _` | 14,217 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `_ х у ь р` | 16,863 |
+| 2 | `р а й о н` | 10,265 |
+| 3 | `_ р а й о` | 10,222 |
+| 4 | `н д и н _` | 9,537 |
+| 5 | `_ й и с а` | 8,563 |
+
+
+### Key Findings
+
+- **Best Perplexity:** 2-gram (subword) with 378
+- **Entropy Trend:** Decreases with larger n-grams (more predictable)
+- **Coverage:** Top-1000 patterns cover ~30% of corpus
+- **Recommendation:** 4-gram or 5-gram for best predictive performance
+
+---
+## 3. Markov Chain Evaluation
+
+![Markov Entropy](visualizations/markov_entropy.png)
+
+![Markov Contexts](visualizations/markov_contexts.png)
+
+![Markov Branching](visualizations/markov_branching.png)
+
+### Results
+
+| Context | Variant | Avg Entropy | Perplexity | Branching Factor | Unique Contexts | Predictability |
+|---------|---------|-------------|------------|------------------|-----------------|----------------|
+| **1** | Word | 0.7069 | 1.632 | 4.39 | 95,463 | 29.3% |
+| **1** | Subword | 0.9092 | 1.878 | 7.01 | 1,497 | 9.1% |
+| **2** | Word | 0.1745 | 1.129 | 1.35 | 418,311 | 82.5% |
+| **2** | Subword | 0.9040 | 1.871 | 5.60 | 10,485 | 9.6% |
+| **3** | Word | 0.0504 | 1.036 | 1.09 | 565,039 | 95.0% |
+| **3** | Subword | 0.8361 | 1.785 | 3.99 | 58,647 | 16.4% |
+| **4** | Word | 0.0209 🏆 | 1.015 | 1.04 | 611,226 | 97.9% |
+| **4** | Subword | 0.6051 | 1.521 | 2.51 | 234,119 | 39.5% |
+
+### Generated Text Samples (Word-based)
+
+Below are text samples generated from each word-based Markov chain model:
+
+**Context Size 1:**
+
+1. `ва промышленностдин институт я йисан эхирда француз чӏаларал манияр ягъунин сувар кваз постановление...`
+2. `я додрас тӏвар ван авай хуьр вири санал ишлемиш жезвай орджоникидзедин тӏварунихъ галай макъаматдинн...`
+3. `тир са чилин вине ала гадацӏийихуьруьн мягьлейрин тӏварар алимвилин дережадин мектебар кӏвалахзавай ...`
+
+**Context Size 2:**
+
+1. `баянар элячӏунар поселение село яраг казмаляр райондин хуьруьнсоветар ва абурук акатзавай хуьрер исп...`
+2. `дагъустан республикадин гьукуматдин чӏал ава умуми са чӏал кьабулначир гьа а юкъуз ам москвадин бабу...`
+3. `районда авай тунвай хуьр бугъда тепе тӏвар эцигнавай ухти араб чӏалал кхьенвай эсеррин кӏватӏал яз ч...`
+
+**Context Size 3:**
+
+1. `на 1 января г 2 475 33 численность постоянного населения российской федерации по муниципальным образ...`
+2. `суни мусурманар я йисан урусат империядин агьалияр сиягьдиз къачунин нетижада уьлкведа къирицӏар ава...`
+3. `по муниципальным образованиям на 1 января г йисан агьалияр сиягьриз къачунин нетижариз килигна хуьре...`
+
+**Context Size 4:**
+
+1. `на 1 января г йисан агьалияр сиягьриз къачунин нетижайриз килигна хуьре 472 касди уьумуьр ийизвайнас...`
+2. `по муниципальным образованиям на 1 января г 32 113 33 численность постоянного населения республики д...`
+3. `образованиям на 1 января г 54 786 35 численность постоянного населения российской федерации по муниц...`
+
+
+### Generated Text Samples (Subword-based)
+
+Below are text samples generated from each subword-based Markov chain model:
+
+**Context Size 1:**
+
+1. `_пр_фияр_айта._и`
+2. `агемен_вкрерагаг`
+3. `испар_афен_йн_ст`
+
+**Context Size 2:**
+
+1. `н_«тр_ста_чӏерди_`
+2. `ин_панчесифар_арв`
+3. `ди_авуз_кутурдара`
+
+**Context Size 3:**
+
+1. `ин_ибрин_диделено_`
+2. `дин_халкь_типпадин`
+3. `ай_халкӏ_муниципал`
+
+**Context Size 4:**
+
+1. `дин_пешерра_азербай`
+2. `хуьрер_я._адан_кесп`
+3. `_хуьруьн_агьалияр_д`
+
+
+### Key Findings
+
+- **Best Predictability:** Context-4 (word) with 97.9% predictability
+- **Branching Factor:** Decreases with context size (more deterministic)
+- **Memory Trade-off:** Larger contexts require more storage (234,119 contexts)
+- **Recommendation:** Context-3 or Context-4 for text generation
+
+---
+## 4. Vocabulary Analysis
+
+![Zipf's Law](visualizations/zipf_law.png)
+
+![Top Words](visualizations/top20_words.png)
+
+![Coverage Curve](visualizations/vocab_coverage.png)
+
+### Statistics
+
+| Metric | Value |
+|--------|-------|
+| Vocabulary Size | 36,658 |
+| Total Tokens | 697,569 |
+| Mean Frequency | 19.03 |
+| Median Frequency | 3 |
+| Frequency Std Dev | 143.41 |
+
+### Most Common Words
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | ва | 11,171 |
+| 2 | я | 10,219 |
+| 3 | тир | 5,987 |
+| 4 | авай | 5,477 |
+| 5 | йисан | 5,251 |
+| 6 | райондин | 4,964 |
+| 7 | йисуз | 4,832 |
+| 8 | хуьр | 4,422 |
+| 9 | и | 3,952 |
+| 10 | агьалияр | 3,896 |
+
+### Least Common Words (from vocabulary)
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | сч | 2 |
+| 2 | элкъюрун | 2 |
+| 3 | кюмекдин | 2 |
+| 4 | солферино | 2 |
+| 5 | солферинодикай | 2 |
+| 6 | хкинар | 2 |
+| 7 | ӏӏӏ | 2 |
+| 8 | тюкӏюриз | 2 |
+| 9 | яцин | 2 |
+| 10 | къанавдин | 2 |
+
+### Zipf's Law Analysis
+
+| Metric | Value |
+|--------|-------|
+| Zipf Coefficient | 1.0501 |
+| R² (Goodness of Fit) | 0.994687 |
+| Adherence Quality | **excellent** |
+
+### Coverage Analysis
+
+| Top N Words | Coverage |
+|-------------|----------|
+| Top 100 | 28.8% |
+| Top 1,000 | 60.5% |
+| Top 5,000 | 80.5% |
+| Top 10,000 | 88.1% |
+
+### Key Findings
+
+- **Zipf Compliance:** R²=0.9947 indicates excellent adherence to Zipf's law
+- **High Frequency Dominance:** Top 100 words cover 28.8% of corpus
+- **Long Tail:** 26,658 words needed for remaining 11.9% coverage
+
+---
+## 5. Word Embeddings Evaluation
+
+![Embedding Isotropy](visualizations/embedding_isotropy.png)
+
+![Similarity Matrix](visualizations/embedding_similarity.png)
+
+![t-SNE Words](visualizations/tsne_words.png)
+
+![t-SNE Sentences](visualizations/tsne_sentences.png)
+
+
+### 5.1 Cross-Lingual Alignment
+
+![Alignment Quality](visualizations/embedding_alignment_quality.png)
+
+![Multilingual t-SNE](visualizations/embedding_tsne_multilingual.png)
+
+
+### 5.2 Model Comparison
+
+| Model | Dimension | Isotropy | Semantic Density | Alignment R@1 | Alignment R@10 |
+|-------|-----------|----------|------------------|---------------|----------------|
+| **mono_32d** | 32 | 0.8458 | 0.3324 | N/A | N/A |
+| **mono_64d** | 64 | 0.7103 | 0.2681 | N/A | N/A |
+| **mono_128d** | 128 | 0.3532 | 0.2524 | N/A | N/A |
+| **aligned_32d** | 32 | 0.8458 🏆 | 0.3332 | 0.0120 | 0.1080 |
+| **aligned_64d** | 64 | 0.7103 | 0.2750 | 0.0260 | 0.1320 |
+| **aligned_128d** | 128 | 0.3532 | 0.2570 | 0.0300 | 0.1680 |
+
+### Key Findings
+
+- **Best Isotropy:** aligned_32d with 0.8458 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.2863. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 3.0% R@1 in cross-lingual retrieval.
+- **Recommendation:** 128d aligned for best cross-lingual performance
+
+---
+## 6.  Morphological Analysis (Experimental)
+
+This section presents an automated morphological analysis derived from the statistical divergence between word-level and subword-level models. By analyzing where subword predictability spikes and where word-level coverage fails, we can infer linguistic structures without supervised data.
+
+### 6.1 Productivity & Complexity
+
+| Metric | Value | Interpretation | Recommendation |
+|--------|-------|----------------|----------------|
+| Productivity Index | **5.000** | High morphological productivity | Reliable analysis |
+| Idiomaticity Gap | **0.451** | High formulaic/idiomatic content | - |
+
+### 6.2 Affix Inventory (Productive Units)
+
+These are the most productive prefixes and suffixes identified by sampling the vocabulary for global substitutability patterns. A unit is considered an affix if stripping it leaves a valid stem that appears in other contexts.
+
+#### Productive Prefixes
+| Prefix | Examples |
+|--------|----------|
+| `-к` | киривияр, коллективди, красноярского |
+| `-а` | аспирант, авахьзавай, артём |
+| `-с` | смомпк, селевкидрин, сидань |
+| `-м` | мценск, мадридда, мирзебутай |
+| `-г` | гьапутрихъ, гьадахъ, городе |
+| `-т` | технический, туркменар, тахсиркарвилиз |
+| `-ма` | мадридда, магьарамдхуьруьн, малумдай |
+| `-ка` | канвондо, кайтаги, камер |
+
+#### Productive Suffixes
+| Suffix | Examples |
+|--------|----------|
+| `-ин` | хъчарин, еревандин, селевкидрин |
+| `-н` | хъчарин, еревандин, шагьан |
+| `-а` | мадридда, чарара, хтанва |
+| `-и` | россии, коллективди, гвардияди |
+| `-й` | эгьлийрилай, технический, авахьзавай |
+| `-ай` | эгьлийрилай, авахьзавай, лежбервилелай |
+| `-р` | туркменар, киривияр, ярукьвалар |
+| `-ар` | туркменар, ярукьвалар, бизнесменар |
+
+### 6.3 Bound Stems (Lexical Roots)
+
+Bound stems are high-frequency subword units that are semantically cohesive but rarely appear as standalone words. These often correspond to the 'core' of a word that requires inflection or derivation to be valid.
+
+| Stem | Cohesion | Substitutability | Examples |
+|------|----------|------------------|----------|
+| `ияди` | 2.07x | 37 contexts | унияди, данияди, армияди |
+| `адин` | 1.72x | 58 contexts | мадина, чкадин, эрадин |
+| `алди` | 1.74x | 50 contexts | далди, чӏалди, идалди |
+| `айон` | 2.02x | 28 contexts | район, районы, района |
+| `уьре` | 1.65x | 44 contexts | гуьре, уьрер, хуьре |
+| `егье` | 1.78x | 33 contexts | зегье, вегьей, тегьер |
+| `ьруь` | 2.06x | 20 contexts | хуьруь, куьруь, хуьруьк |
+| `ндин` | 1.78x | 30 contexts | диндин, иондин, фондин |
+| `райо` | 2.10x | 17 contexts | район, районы, района |
+| `зава` | 1.63x | 39 contexts | завал, язава, завай |
+| `агьа` | 1.52x | 48 contexts | агьан, багьа, шагьа |
+| `йонд` | 2.24x | 10 contexts | районда, районди, райондал |
+
+### 6.4 Affix Compatibility (Co-occurrence)
+
+This table shows which prefixes and suffixes most frequently co-occur on the same stems, revealing the 'stacking' rules of the language's morphology.
+
+| Prefix | Suffix | Frequency | Examples |
+|--------|--------|-----------|----------|
+| `-к` | `-н` | 194 words | кӏвачерин, кьакьанвилин |
+| `-к` | `-ин` | 141 words | кӏвачерин, кьакьанвилин |
+| `-к` | `-й` | 121 words | ксаривай, кхьирагрикай |
+| `-г` | `-н` | 119 words | градусдин, гьикаятдин |
+| `-а` | `-н` | 117 words | алимдин, астрахан |
+| `-м` | `-н` | 114 words | муьгьуьдин, муьжуьгьафтеран |
+| `-к` | `-р` | 112 words | къайдаяр, кьар |
+| `-к` | `-а` | 112 words | канда, куьреда |
+| `-к` | `-и` | 107 words | конституции, къирицӏви |
+| `-к` | `-ай` | 101 words | ксаривай, кхьирагрикай |
+
+### 6.5 Recursive Morpheme Segmentation
+
+Using **Recursive Hierarchical Substitutability**, we decompose complex words into their constituent morphemes. This approach handles nested affixes (e.g., `prefix-prefix-root-suffix`).
+
+| Word | Suggested Split | Confidence | Stem |
+|------|-----------------|------------|------|
+| полковник | **`полков-н-ик`** | 7.5 | `н` |
+| рекьерихъ | **`рекьер-и-хъ`** | 7.5 | `и` |
+| уьзбекистанда | **`уьзбекиста-н-да`** | 7.5 | `н` |
+| туьхкӏуьрунин | **`туьхкӏуьру-н-ин`** | 7.5 | `н` |
+| бизнесменар | **`бизнесме-н-ар`** | 7.5 | `н` |
+| кьурагьрин | **`кьурагь-р-ин`** | 7.5 | `р` |
+| давамарда | **`давам-ар-да`** | 7.5 | `ар` |
+| упражнения | **`упражне-н-ия`** | 7.5 | `н` |
+| футболкаяр | **`футболк-а-яр`** | 7.5 | `а` |
+| тӏварарик | **`тӏвар-ар-ик`** | 7.5 | `ар` |
+| алакьунин | **`алакьу-н-ин`** | 7.5 | `н` |
+| октябрьдилай | **`октябрьди-л-ай`** | 7.5 | `л` |
+| туьхкӏуьрна | **`туьхкӏуьр-н-а`** | 7.5 | `н` |
+| общественная | **`обществен-н-ая`** | 7.5 | `н` |
+| туькӏуьрдалди | **`туькӏуьрд-ал-ди`** | 7.5 | `ал` |
+
+### 6.6 Linguistic Interpretation
+
+> **Automated Insight:**
+The language Lezgian shows high morphological productivity. The subword models are significantly more efficient than word models, suggesting a rich system of affixation or compounding.
+
+> **Note on Idiomaticity:** The high Idiomaticity Gap suggests a large number of frequent multi-word expressions or formulaic sequences that are statistically distinct from their component parts.
+
+---
+## 7. Summary & Recommendations
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Production Recommendations
+
+| Component | Recommended | Rationale |
+|-----------|-------------|-----------|
+| Tokenizer | **64k BPE** | Best compression (4.46x) |
+| N-gram | **2-gram** | Lowest perplexity (378) |
+| Markov | **Context-4** | Highest predictability (97.9%) |
+| Embeddings | **100d** | Balanced semantic capture and isotropy |
+
+
+---
+## Appendix: Metrics Glossary & Interpretation Guide
+
+This section provides definitions, intuitions, and guidance for interpreting the metrics used throughout this report.
+
+### Tokenizer Metrics
+
+**Compression Ratio**
+> *Definition:* The ratio of characters to tokens (chars/token). Measures how efficiently the tokenizer represents text.
+>
+> *Intuition:* Higher compression means fewer tokens needed to represent the same text, reducing sequence lengths for downstream models. A 3x compression means ~3 characters per token on average.
+>
+> *What to seek:* Higher is generally better for efficiency, but extremely high compression may indicate overly aggressive merging that loses morphological information.
+
+**Average Token Length (Fertility)**
+> *Definition:* Mean number of characters per token produced by the tokenizer.
+>
+> *Intuition:* Reflects the granularity of tokenization. Longer tokens capture more context but may struggle with rare words; shorter tokens are more flexible but increase sequence length.
+>
+> *What to seek:* Balance between 2-5 characters for most languages. Arabic/morphologically-rich languages may benefit from slightly longer tokens.
+
+**Unknown Token Rate (OOV Rate)**
+> *Definition:* Percentage of tokens that map to the unknown/UNK token, indicating words the tokenizer cannot represent.
+>
+> *Intuition:* Lower OOV means better vocabulary coverage. High OOV indicates the tokenizer encounters many unseen character sequences.
+>
+> *What to seek:* Below 1% is excellent; below 5% is acceptable. BPE tokenizers typically achieve very low OOV due to subword fallback.
+
+### N-gram Model Metrics
+
+**Perplexity**
+> *Definition:* Measures how "surprised" the model is by test data. Mathematically: 2^(cross-entropy). Lower values indicate better prediction.
+>
+> *Intuition:* If perplexity is 100, the model is as uncertain as if choosing uniformly among 100 options at each step. A perplexity of 10 means effectively choosing among 10 equally likely options.
+>
+> *What to seek:* Lower is better. Perplexity decreases with larger n-grams (more context). Values vary widely by language and corpus size.
+
+**Entropy**
+> *Definition:* Average information content (in bits) needed to encode the next token given the context. Related to perplexity: perplexity = 2^entropy.
+>
+> *Intuition:* High entropy means high uncertainty/randomness; low entropy means predictable patterns. Natural language typically has entropy between 1-4 bits per character.
+>
+> *What to seek:* Lower entropy indicates more predictable text patterns. Entropy should decrease as n-gram size increases.
+
+**Coverage (Top-K)**
+> *Definition:* Percentage of corpus occurrences explained by the top K most frequent n-grams.
+>
+> *Intuition:* High coverage with few patterns indicates repetitive/formulaic text; low coverage suggests diverse vocabulary usage.
+>
+> *What to seek:* Depends on use case. For language modeling, moderate coverage (40-60% with top-1000) is typical for natural text.
+
+### Markov Chain Metrics
+
+**Average Entropy**
+> *Definition:* Mean entropy across all contexts, measuring average uncertainty in next-word prediction.
+>
+> *Intuition:* Lower entropy means the model is more confident about what comes next. Context-1 has high entropy (many possible next words); Context-4 has low entropy (few likely continuations).
+>
+> *What to seek:* Decreasing entropy with larger context sizes. Very low entropy (<0.1) indicates highly deterministic transitions.
+
+**Branching Factor**
+> *Definition:* Average number of unique next tokens observed for each context.
+>
+> *Intuition:* High branching = many possible continuations (flexible but uncertain); low branching = few options (predictable but potentially repetitive).
+>
+> *What to seek:* Branching factor should decrease with context size. Values near 1.0 indicate nearly deterministic chains.
+
+**Predictability**
+> *Definition:* Derived metric: (1 - normalized_entropy) × 100%. Indicates how deterministic the model's predictions are.
+>
+> *Intuition:* 100% predictability means the next word is always certain; 0% means completely random. Real text falls between these extremes.
+>
+> *What to seek:* Higher predictability for text generation quality, but too high (>98%) may produce repetitive output.
+
+### Vocabulary & Zipf's Law Metrics
+
+**Zipf's Coefficient**
+> *Definition:* The slope of the log-log plot of word frequency vs. rank. Zipf's law predicts this should be approximately -1.
+>
+> *Intuition:* A coefficient near -1 indicates the corpus follows natural language patterns where a few words are very common and most words are rare.
+>
+> *What to seek:* Values between -0.8 and -1.2 indicate healthy natural language distribution. Deviations may suggest domain-specific or artificial text.
+
+**R² (Coefficient of Determination)**
+> *Definition:* Measures how well the linear fit explains the frequency-rank relationship. Ranges from 0 to 1.
+>
+> *Intuition:* R² near 1.0 means the data closely follows Zipf's law; lower values indicate deviation from expected word frequency patterns.
+>
+> *What to seek:* R² > 0.95 is excellent; > 0.99 indicates near-perfect Zipf adherence typical of large natural corpora.
+
+**Vocabulary Coverage**
+> *Definition:* Cumulative percentage of corpus tokens accounted for by the top N words.
+>
+> *Intuition:* Shows how concentrated word usage is. If top-100 words cover 50% of text, the corpus relies heavily on common words.
+>
+> *What to seek:* Top-100 covering 30-50% is typical. Higher coverage indicates more repetitive text; lower suggests richer vocabulary.
+
+### Word Embedding Metrics
+
+**Isotropy**
+> *Definition:* Measures how uniformly distributed vectors are in the embedding space. Computed as the ratio of minimum to maximum singular values.
+>
+> *Intuition:* High isotropy (near 1.0) means vectors spread evenly in all directions; low isotropy means vectors cluster in certain directions, reducing expressiveness.
+>
+> *What to seek:* Higher isotropy generally indicates better-quality embeddings. Values > 0.1 are reasonable; > 0.3 is good. Lower-dimensional embeddings tend to have higher isotropy.
+
+**Average Norm**
+> *Definition:* Mean magnitude (L2 norm) of word vectors in the embedding space.
+>
+> *Intuition:* Indicates the typical "length" of vectors. Consistent norms suggest stable training; high variance may indicate some words are undertrained.
+>
+> *What to seek:* Relatively consistent norms across models. The absolute value matters less than consistency (low std deviation).
+
+**Cosine Similarity**
+> *Definition:* Measures angular similarity between vectors, ranging from -1 (opposite) to 1 (identical direction).
+>
+> *Intuition:* Words with similar meanings should have high cosine similarity. This is the standard metric for semantic relatedness in embeddings.
+>
+> *What to seek:* Semantically related words should score > 0.5; unrelated words should be near 0. Synonyms often score > 0.7.
+
+**t-SNE Visualization**
+> *Definition:* t-Distributed Stochastic Neighbor Embedding - a dimensionality reduction technique that preserves local structure for visualization.
+>
+> *Intuition:* Clusters in t-SNE plots indicate groups of semantically related words. Spread indicates vocabulary diversity; tight clusters suggest semantic coherence.
+>
+> *What to seek:* Meaningful clusters (e.g., numbers together, verbs together). Avoid over-interpreting distances - t-SNE preserves local, not global, structure.
+
+### General Interpretation Guidelines
+
+1. **Compare within model families:** Metrics are most meaningful when comparing models of the same type (e.g., 8k vs 64k tokenizer).
+2. **Consider trade-offs:** Better performance on one metric often comes at the cost of another (e.g., compression vs. OOV rate).
+3. **Context matters:** Optimal values depend on downstream tasks. Text generation may prioritize different metrics than classification.
+4. **Corpus influence:** All metrics are influenced by corpus characteristics. Wikipedia text differs from social media or literature.
+5. **Language-specific patterns:** Morphologically rich languages (like Arabic) may show different optimal ranges than analytic languages.
+
+
+### Visualizations Index
+
+| Visualization | Description |
+|---------------|-------------|
+| Tokenizer Compression | Compression ratios by vocabulary size |
+| Tokenizer Fertility | Average token length by vocabulary |
+| Tokenizer OOV | Unknown token rates |
+| Tokenizer Total Tokens | Total tokens by vocabulary |
+| N-gram Perplexity | Perplexity by n-gram size |
+| N-gram Entropy | Entropy by n-gram size |
+| N-gram Coverage | Top pattern coverage |
+| N-gram Unique | Unique n-gram counts |
+| Markov Entropy | Entropy by context size |
+| Markov Branching | Branching factor by context |
+| Markov Contexts | Unique context counts |
+| Zipf's Law | Frequency-rank distribution with fit |
+| Vocab Frequency | Word frequency distribution |
+| Top 20 Words | Most frequent words |
+| Vocab Coverage | Cumulative coverage curve |
+| Embedding Isotropy | Vector space uniformity |
+| Embedding Norms | Vector magnitude distribution |
+| Embedding Similarity | Word similarity heatmap |
+| Nearest Neighbors | Similar words for key terms |
+| t-SNE Words | 2D word embedding visualization |
+| t-SNE Sentences | 2D sentence embedding visualization |
+| Position Encoding | Encoding method comparison |
+| Model Sizes | Storage requirements |
+| Performance Dashboard | Comprehensive performance overview |
+
+---
+## About This Project
+
+### Data Source
+
+Models trained on [wikipedia-monthly](https://huggingface.co/datasets/omarkamali/wikipedia-monthly) - a monthly snapshot of Wikipedia articles across 300+ languages.
+
+### Project
+
+A project by **[Wikilangs](https://wikilangs.org)** - Open-source NLP models for every Wikipedia language.
+
+### Maintainer
+
+[Omar Kamali](https://omarkamali.com) - [Omneity Labs](https://omneitylabs.com)
+
+### Citation
+
+If you use these models in your research, please cite:
+
+```bibtex
+@misc{wikilangs2025,
+  author = {Kamali, Omar},
+  title = {Wikilangs: Open NLP Models for Wikipedia Languages},
+  year = {2025},
+  doi = {10.5281/zenodo.18073153},
+  publisher = {Zenodo},
+  url = {https://huggingface.co/wikilangs}
+  institution = {Omneity Labs}
+}
+```
+
+### License
+
+MIT License - Free for academic and commercial use.
+
+### Links
+
+- 🌐 Website: [wikilangs.org](https://wikilangs.org)
+- 🤗 Models: [huggingface.co/wikilangs](https://huggingface.co/wikilangs)
+- 📊 Data: [wikipedia-monthly](https://huggingface.co/datasets/omarkamali/wikipedia-monthly)
+- 👤 Author: [Omar Kamali](https://huggingface.co/omarkamali)
+- 🤝 Sponsor: [Featherless AI](https://featherless.ai)
+---
+*Generated by Wikilangs Models Pipeline*
+
+*Report Date: 2026-01-10 10:28:15*
diff --git a/lez_morph_tokenizer.json b/lez_morph_tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..3b1c6fc25743bba81dbd50adc049430dd607b2c5
--- /dev/null
+++ b/lez_morph_tokenizer.json
@@ -0,0 +1,50109 @@
+{
+  "language": "lez",
+  "prefixes": {
+    "к": 7017.8,
+    "а": 5723.0,
+    "с": 4449.0,
+    "м": 4176.3,
+    "г": 3993.3,
+    "т": 3632.5,
+    "ма": 3313.7,
+    "ка": 3270.6,
+    "б": 3162.5,
+    "д": 3116.0,
+    "п": 2980.8,
+    "х": 2852.0,
+    "в": 2269.4,
+    "са": 2143.0,
+    "р": 2141.7,
+    "ба": 2078.5,
+    "и": 2007.9,
+    "н": 1920.4,
+    "л": 1883.6,
+    "ч": 1841.5,
+    "къ": 1835.4,
+    "та": 1802.0,
+    "ко": 1795.1,
+    "гь": 1721.6,
+    "ку": 1549.1,
+    "э": 1542.5,
+    "па": 1538.2,
+    "ал": 1496.1,
+    "ха": 1421.3,
+    "у": 1405.2,
+    "га": 1397.7,
+    "ме": 1386.7,
+    "му": 1311.7,
+    "ш": 1287.6,
+    "о": 1269.0,
+    "ра": 1265.2,
+    "на": 1226.1,
+    "ф": 1211.5,
+    "по": 1118.2,
+    "ар": 1111.4,
+    "кь": 1087.2,
+    "з": 1076.4,
+    "гу": 1069.7,
+    "су": 1068.2,
+    "ви": 1026.0,
+    "те": 1012.4,
+    "пр": 1000.5,
+    "бе": 983.0,
+    "ва": 978.0,
+    "да": 976.0
+  },
+  "suffixes": {
+    "ин": 38356.2,
+    "н": 38004.3,
+    "а": 20026.7,
+    "и": 19297.4,
+    "й": 18753.1,
+    "ай": 17908.0,
+    "р": 17036.6,
+    "ар": 10849.9,
+    "из": 9006.7,
+    "з": 8304.7,
+    "ди": 8098.3,
+    "ни": 7954.7,
+    "ал": 7163.9,
+    "ан": 7128.0,
+    "да": 6835.2,
+    "л": 6829.0,
+    "я": 4894.5,
+    "к": 4617.9,
+    "в": 4416.9,
+    "ва": 4285.2,
+    "ия": 4229.0,
+    "е": 3590.7,
+    "ик": 3584.6,
+    "яр": 3472.7,
+    "о": 3327.2,
+    "т": 3314.0,
+    "на": 3157.3,
+    "хъ": 3111.8,
+    "ра": 3092.9,
+    "ри": 2997.1,
+    "ов": 2692.6,
+    "ий": 2615.9,
+    "ъ": 2571.0,
+    "ь": 2058.5,
+    "s": 1758.2,
+    "д": 1676.2,
+    "ун": 1632.6,
+    "ка": 1602.3,
+    "ла": 1534.9,
+    "ер": 1534.1,
+    "м": 1464.8,
+    "ая": 1445.0,
+    "ур": 1432.5,
+    "с": 1307.8,
+    "у": 1283.5,
+    "х": 1266.0,
+    "ив": 1146.4,
+    "го": 1137.8,
+    "ли": 1076.7,
+    "a": 1060.9
+  },
+  "ngram_scores": {
+    "н": 118436,
+    "ин": 101992,
+    "ди": 90630,
+    "ва": 85472,
+    "ай": 84832,
+    "ар": 80213,
+    "к": 77326,
+    "ал": 75232,
+    "а": 71787,
+    "ан": 69769,
+    "ра": 61663,
+    "р": 59530,
+    ".": 57038,
+    "дин": 55033,
+    "да": 53224,
+    "и": 52997,
+    "уь": 51055,
+    "на": 50660,
+    "ри": 49989,
+    "й": 49061,
+    ",": 47630,
+    "ла": 45550,
+    "гь": 44632,
+    "г": 42588,
+    "ер": 41072,
+    "та": 40070,
+    "ни": 39121,
+    "х": 38715,
+    "ат": 37392,
+    "в": 37110,
+    "ка": 36149,
+    "ад": 35692,
+    "ли": 35667,
+    "ьа": 33847,
+    "кь": 33772,
+    "ав": 33090,
+    "с": 32850,
+    "т": 32438,
+    "са": 32139,
+    "ия": 31351,
+    "м": 31058,
+    "ис": 30960,
+    "з": 30802,
+    "ил": 30652,
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+    "п": 26162,
+    "ир": 25287,
+    "уьр": 25176,
+    "ик": 24892,
+    "къ": 24422,
+    "йи": 24370,
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+    "ст": 23928,
+    "ре": 23437,
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+    "вай": 23097,
+    "л": 22815,
+    "ава": 22744,
+    "ру": 22424,
+    "из": 22163,
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+    "д": 21908,
+    "гьа": 21528,
+    "ак": 20941,
+    "ен": 20723,
+    "ала": 20649,
+    "нд": 20512,
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+    "ъа": 19521,
+    "хуь": 19263,
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+    "он": 18928,
+    "чӏ": 18595,
+    "хуьр": 18492,
+    "ти": 18186,
+    "—": 17970,
+    "йис": 17492,
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+    "а.": 16444,
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+    "де": 11808,
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+    "у": 11729,
+    "али": 11692,
+    "ьи": 11683,
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+    "уз": 10703,
+    "ана": 10667,
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+    "аб": 10604,
+    "йо": 10569,
+    "си": 10549,
+    "ул": 10538,
+    "ск": 10521,
+    "иса": 10481,
+    "их": 10450,
+    "ро": 10446,
+    "айо": 10375,
+    ")": 10366,
+    "ари": 10341,
+    "йон": 10292,
+    "ь": 10272,
+    "райо": 10272,
+    "се": 10269,
+    "айон": 10269,
+    "чи": 10268,
+    "ая": 10179,
+    "аа": 10133,
+    "ко": 10033,
+    "хъ": 10025,
+    "им": 10009,
+    "ор": 10004,
+    "1": 9990,
+    "ги": 9909,
+    "ӏу": 9882,
+    "ндин": 9804,
+    "ха": 9690,
+    "ье": 9670,
+    "яди": 9520,
+    "ес": 9511,
+    "ияд": 9439,
+    "ос": 9437,
+    "«": 9381,
+    "егь": 9318,
+    "ьал": 9209,
+    "ф": 9072,
+    "ум": 9067,
+    "сан": 9019,
+    "бу": 8999,
+    "но": 8974,
+    "тар": 8839,
+    "вал": 8828,
+    "йиса": 8811,
+    "вил": 8752,
+    "адин": 8714,
+    "ста": 8703,
+    "о": 8673,
+    "ль": 8665,
+    "гьал": 8665,
+    "анд": 8639,
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diff --git a/models/tokenizer/lez_tokenizer_32k.model b/models/tokenizer/lez_tokenizer_32k.model
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diff --git a/models/tokenizer/lez_tokenizer_32k.vocab b/models/tokenizer/lez_tokenizer_32k.vocab
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+▁accessed	-29489
+▁africana	-29490
+▁alentejo	-29491
+▁antarkty	-29492
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+▁atausriq	-29495
+▁birdlife	-29496
+▁botswana	-29497
+▁canadian	-29498
+▁cannabis	-29499
+▁crossing	-29500
+▁curitiba	-29501
+▁cyclotis	-29502
+▁cylinder	-29503
+▁december	-29504
+▁division	-29505
+▁dusicyon	-29506
+▁edwardsi	-29507
+▁elaninae	-29508
+▁emirates	-29509
+▁eolophus	-29510
+▁esquirer	-29511
+▁european	-29512
+▁explorer	-29513
+▁features	-29514
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+▁fulvipes	-29516
+▁fındıcak	-29517
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+▁ipszilon	-29525
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+▁iñuiññaq	-29527
+▁kahtnuht	-29528
+▁kolumbus	-29529
+▁learners	-29530
+▁leonardo	-29531
+▁leucoryx	-29532
+▁leucurus	-29533
+▁macrotis	-29534
+▁magnetic	-29535
+▁mainland	-29536
+▁marshall	-29537
+▁melierax	-29538
+▁milvinae	-29539
+▁miroslav	-29540
+▁nacional	-29541
+▁namusunu	-29542
+▁napoléon	-29543
+▁naumanni	-29544
+▁nautilus	-29545
+▁nicolaus	-29546
+▁observer	-29547
+▁obtained	-29548
+▁oertzeni	-29549
+▁omniglot	-29550
+▁oroaetus	-29551
+▁osmaniye	-29552
+▁paraguay	-29553
+▁perninae	-29554
+▁portland	-29555
+▁question	-29556
+▁qəhrəman	-29557
+▁reindeer	-29558
+▁reptiles	-29559
+▁revision	-29560
+▁saltiana	-29561
+▁selimiye	-29562
+▁simensis	-29563
+▁somaliae	-29564
+▁speothos	-29565
+▁springer	-29566
+▁suojärvi	-29567
+▁tatarica	-29568
+▁taxonomy	-29569
+▁universe	-29570
+▁vardonii	-29571
+▁visitors	-29572
+▁wrangell	-29573
+▁üçrəngli	-29574
+▁İstanbul	-29575
+▁абдулгал	-29576
+▁абдулжем	-29577
+▁абруптив	-29578
+▁абуралай	-29579
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+▁айисатан	-29592
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+▁актеррин	-29594
+▁акционер	-29595
+▁акъвазай	-29596
+▁акьазвай	-29597
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+▁алародии	-29599
+▁алатӏани	-29600
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+▁алкоголь	-29603
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+▁алфавита	-29605
+▁алцумдин	-29606
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+▁ангстрем	-29609
+▁андуздин	-29610
+▁антиллар	-29611
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+▁аравидин	-29614
+▁архейрин	-29615
+▁архивдин	-29616
+▁архивные	-29617
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+▁ассирияр	-29620
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+▁аялризни	-29634
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+▁балкарар	-29642
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+▁барбадос	-29645
+▁баркалла	-29646
+▁бегьлеяр	-29647
+▁бегьлуьл	-29648
+▁бежтинцы	-29649
+▁бекстрём	-29650
+▁белакъан	-29651
+▁белиждин	-29652
+▁белорецк	-29653
+▁бенедикт	-29654
+▁бениндин	-29655
+▁берковое	-29656
+▁билиждин	-29657
+▁биологар	-29658
+▁ботаника	-29659
+▁бразилея	-29660
+▁брянской	-29661
+▁бугъадал	-29662
+▁бугъулма	-29663
+▁бурандин	-29664
+▁бухарест	-29665
+▁буьгьтен	-29666
+▁вагьидан	-29667
+▁валентин	-29668
+▁ванкувер	-29669
+▁вассалам	-29670
+▁ватандаш	-29671
+▁вахчагар	-29672
+▁вацӏарал	-29673
+▁вацӏарик	-29674
+▁вацӏунни	-29675
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+▁веледдин	-29677
+▁веревирд	-29678
+▁вертолет	-29679
+▁вигьинин	-29680
+▁вилаятни	-29681
+▁виликран	-29682
+▁виликфин	-29683
+▁волгадив	-29684
+▁всеволод	-29685
+▁вулканах	-29686
+▁высочина	-29687
+▁гадарнай	-29688
+▁гадацӏий	-29689
+▁галайвал	-29690
+▁галанчож	-29691
+▁гамсутль	-29692
+▁гарантия	-29693
+▁гарнизон	-29694
+▁гацалова	-29695
+▁гевгелия	-29696
+▁геворгян	-29697
+▁гекъигай	-29698
+▁гелкъвез	-29699
+▁генетика	-29700
+▁генжедин	-29701
+▁геополит	-29702
+▁геранбой	-29703
+▁германии	-29704
+▁гзафбура	-29705
+▁гиенадал	-29706
+▁гилийрин	-29707
+▁гитарист	-29708
+▁гондомар	-29709
+▁гонсалес	-29710
+▁горанбой	-29711
+▁гостивар	-29712
+▁грекарни	-29713
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+▁гудермес	-29716
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+▁гузватӏа	-29718
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+▁гуржуйри	-29720
+▁гурмукхи	-29721
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+▁гутумрин	-29723
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+▁гуьлалан	-29725
+▁гуьнедин	-29726
+▁гъадимяр	-29727
+▁гъаззада	-29728
+▁гъакъикъ	-29729
+▁гъегъеяр	-29730
+▁гъуникай	-29731
+▁гъуьлуьк	-29732
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+▁гьажибег	-29735
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+▁гьакьван	-29737
+▁гьапутлы	-29738
+▁гьапшима	-29739
+▁гьатайла	-29740
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+▁гьашарат	-29742
+▁гьинддин	-29743
+▁гюлистан	-29744
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+▁дадагнар	-29746
+▁далагьар	-29747
+▁дарвилер	-29748
+▁даргийри	-29749
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+▁девирдал	-29751
+▁девирриз	-29752
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+▁делидихъ	-29754
+▁делилрай	-29755
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+▁департам	-29757
+▁дестедик	-29758
+▁дешлагар	-29759
+▁джафаран	-29760
+▁джузеппе	-29761
+▁диапозон	-29762
+▁диаспора	-29763
+▁династий	-29764
+▁диндарар	-29765
+▁дишийрин	-29766
+▁доберман	-29767
+▁довганюк	-29768
+▁докторар	-29769
+▁доме́нек	-29770
+▁древнего	-29771
+▁дувандин	-29772
+▁дувулрик	-29773
+▁дустарин	-29774
+▁дуьнедин	-29775
+▁дуьнйада	-29776
+▁дуьньяди	-29777
+▁еврейско	-29778
+▁екевиляй	-29779
+▁еленадин	-29780
+▁ермолова	-29781
+▁жаббаран	-29782
+▁жагъанай	-29783
+▁жагъанва	-29784
+▁жамидина	-29785
+▁жеквийри	-29786
+▁жемятрин	-29787
+▁женгутай	-29788
+▁животных	-29789
+▁жугъуриз	-29790
+▁жуьредай	-29791
+▁жуьредик	-29792
+▁загьидат	-29793
+▁заказник	-29794
+▁заливдиз	-29795
+▁замандин	-29796
+▁западная	-29797
+▁затӏариз	-29798
+▁затӏунин	-29799
+▁зергерли	-29800
+▁зерифади	-29801
+▁зулумкар	-29802
+▁зульфикъ	-29803
+▁иакинфом	-29804
+▁ивановка	-29805
+▁игъиррин	-29806
+▁идрисрин	-29807
+▁изучению	-29808
+▁ийидатӏа	-29809
+▁иллинойс	-29810
+▁имамкъул	-29811
+▁иммигран	-29812
+▁индиядиз	-29813
+▁инзимахи	-29814
+▁инсанари	-29815
+▁инсандал	-29816
+▁инсандик	-29817
+▁инсаният	-29818
+▁интервью	-29819
+▁инфекция	-29820
+▁информат	-29821
+▁инхелияр	-29822
+▁иранские	-29823
+▁исинбаев	-29824
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+▁исландия	-29826
+▁исполнит	-29827
+▁исятдани	-29828
+▁италияда	-29829
+▁иудаизму	-29830
+▁иудейрин	-29831
+▁ихтиярда	-29832
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+▁каналдиз	-29842
+▁канендию	-29843
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+▁картлияр	-29849
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+▁кассагум	-29852
+▁кассерин	-29853
+▁кейванди	-29854
+▁кеймараз	-29855
+▁кениядин	-29856
+▁кентукки	-29857
+▁кецягъяр	-29858
+▁килограм	-29859
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+▁кировдин	-29861
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+▁конфликт	-29873
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+▁кубандал	-29884
+▁кузнецов	-29885
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+▁кумукьна	-29887
+▁курсуниз	-29888
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+▁кутузвай	-29890
+▁кутурбур	-29891
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+▁manchester	-31215
+▁mandrillus	-31216
+▁micropsitt	-31217
+▁morphology	-31218
+▁nanortalik	-31219
+▁nipalensis	-31220
+▁plasmodium	-31221
+▁recordings	-31222
+▁revolution	-31223
+▁settlement	-31224
+▁sylvicapra	-31225
+▁абдулрашид	-31226
+▁абубакаран	-31227
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+▁nasomaculatus	-32411
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+▁tallimakipiaq	-32413
+▁агъарегьимуба	-32414
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+▁баласултӏанан	-32425
+▁биологиядинни	-32426
+▁бундеслигадин	-32427
+▁ватанпересвал	-32428
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+▁геоморфология	-32433
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+▁демографиядин	-32441
+▁деформацийрин	-32442
+▁директорвилин	-32443
+▁дуьзтагьируба	-32444
+▁зегьметчийрин	-32445
+▁зуркъумлухдин	-32446
+▁зуьлфуькъаров	-32447
+▁инкъилабдилай	-32448
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+▁капитализмдин	-32452
+▁километрдилай	-32453
+▁клагенфуртдин	-32454
+▁классификатор	-32455
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+▁коресспондент	-32457
+▁корреспондент	-32458
+▁красноярскдин	-32459
+▁крестительдин	-32460
+▁культурология	-32461
+▁кхьирагринрин	-32462
+▁къазанфарбега	-32463
+▁къалурзавайди	-32464
+▁къарачайринни	-32465
+▁къейдзавайвал	-32466
+▁къуллугъдилай	-32467
+▁къуллугъзавай	-32468
+▁къурайшитарин	-32469
+▁къурбанэфенди	-32470
+▁кьведлагьайди	-32471
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+▁кьудкъаннисад	-32474
+▁кьуланйисарин	-32475
+▁кьуркьушумдин	-32476
+▁кӏвалахарзава	-32477
+▁лингвистикада	-32478
+▁литературадал	-32479
+▁литературовед	-32480
+▁луначарскидин	-32481
+▁математикадай	-32482
+▁машинарэцигун	-32483
+▁мегьамедалияр	-32484
+▁медениятдинни	-32485
+▁морфологиядин	-32486
+▁муниципальный	-32487
+▁мусурманвилин	-32488
+▁муьтӏуьгъарна	-32489
+▁национальному	-32490
+▁новоромановка	-32491
+▁ногьурхъишлах	-32492
+▁нугъайрикайни	-32493
+▁нумерлезгидал	-32494
+▁панамерикадин	-32495
+▁педтехникумда	-32496
+▁правительство	-32497
+▁происхождения	-32498
+▁пудкъанниирид	-32499
+▁пудкъанницӏуд	-32500
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+▁редакциядилай	-32502
+▁режиссервилин	-32503
+▁свердловскдин	-32504
+▁сеферуллагьан	-32505
+▁сирнавардайди	-32506
+▁специфическое	-32507
+▁средневековье	-32508
+▁тагьирхуьруьн	-32509
+▁тажикистандин	-32510
+▁тайинарнатасс	-32511
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+▁теквилиннумер	-32513
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+▁университетра	-32521
+▁устӏаржелилли	-32522
+▁утверждённого	-32523
+▁федерациядихъ	-32524
+▁футболхъанрин	-32525
+▁христианвилиз	-32526
+▁художестводин	-32527
+▁центрполиграф	-32528
+▁цӏукьудлагьай	-32529
+▁чандрасекхара	-32530
+▁чӏулавсувдихъ	-32531
+▁шагьидвалзава	-32532
+▁шимихуьруькай	-32533
+▁экономические	-32534
+▁экономических	-32535
+▁экъечӏайдалай	-32536
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+▁яхцӏурникӏуьд	-32539
+▁яхцӏурниругуд	-32540
+miuraaqtuaksrat	-32541
+азербайджанская	-32542
+курхуьруьнсовет	-32543
+угьаммадхъишлах	-32544
+▁depressicornis	-32545
+▁microglossinae	-32546
+▁psittaciformes	-32547
+▁representation	-32548
+▁thaumarchaeota	-32549
+▁vexillographia	-32550
+▁автомобилдинни	-32551
+▁агломерациядик	-32552
+▁азербайджанрин	-32553
+▁аспирантурадиз	-32554
+▁бахчахъанвилел	-32555
+▁ботсванадихъни	-32556
+▁гедмалыхъишлах	-32557
+▁географические	-32558
+▁географиядинни	-32559
+▁горисполкомдин	-32560
+▁гуржистандинни	-32561
+▁гуьлмегьамедан	-32562
+▁зегьметхъанрин	-32563
+▁зинданмуругъра	-32564
+▁имамкъулидхуьр	-32565
+▁инвестиционный	-32566
+▁индустриядинни	-32567
+▁информационное	-32568
+▁информационный	-32569
+▁ишлемишзавайди	-32570
+▁кагьраманмараш	-32571
+▁калининграддин	-32572
+▁каракалпакстан	-32573
+▁касчисленность	-32574
+▁клавиатурайрал	-32575
+▁константинович	-32576
+▁краснодарского	-32577
+▁къазанмишнавай	-32578
+▁къалурнавайвал	-32579
+▁кьетӏенвилериз	-32580
+▁кьудкъадлагьай	-32581
+▁кьудкъанниирид	-32582
+▁кьудкъанникьуд	-32583
+▁кӏвенкӏведавай	-32584
+▁лабораториядин	-32585
+▁математическая	-32586
+▁мергьяматлувал	-32587
+▁муниципалитдик	-32588
+▁муьгьуьббатдиз	-32589
+▁муьтӏуьгъарнай	-32590
+▁новобританский	-32591
+▁новониколаевка	-32592
+▁организациярин	-32593
+▁официалвилелди	-32594
+▁педагогический	-32595
+▁пешекарвилелди	-32596
+▁райисполкомдин	-32597
+▁редколлегиядин	-32598
+▁республикадихъ	-32599
+▁систематизация	-32600
+▁страхованиедин	-32601
+▁терминосистемы	-32602
+▁теснифнавайбур	-32603
+▁тестикьарнавай	-32604
+▁тӏуькӏуьрзавай	-32605
+▁уьчгуьнхъишлах	-32606
+▁характеристика	-32607
+▁хуьруьнжемятар	-32608
+▁цивилизациядин	-32609
+▁черногориядихъ	-32610
+▁шахвелишвилиди	-32611
+▁эйяфьядлайёкюд	-32612
+▁электроникадин	-32613
+▁эмиргьамзайрин	-32614
+▁югославиядинни	-32615
+ихуьруьнсоветдик	-32616
+электростанцияяр	-32617
+▁calyptorhynchus	-32618
+▁агъакӏватӏалдик	-32619
+▁административни	-32620
+▁азербайджанские	-32621
+▁азербайджанский	-32622
+▁археологические	-32623
+▁биогеографиядин	-32624
+▁государственное	-32625
+▁государственном	-32626
+▁гъетерхъанвилин	-32627
+▁гьажикъурбануба	-32628
+▁дагъустанвийрин	-32629
+▁департаментарни	-32630
+▁инсанпересвилин	-32631
+▁казначействодин	-32632
+▁квалификациядин	-32633
+▁кумукьзвайбуруз	-32634
+▁къазакъстандихъ	-32635
+▁кьасумхуьруьнви	-32636
+▁кьудкъанникьвед	-32637
+▁кьудкъанникӏуьд	-32638
+▁кьудкъанниругуд	-32639
+▁кӏенинафрикадин	-32640
+▁лингвогеография	-32641
+▁лологонитльтлар	-32642
+▁мегьрелихъишлах	-32643
+▁микроорганизмар	-32644
+▁мирземегьамедан	-32645
+▁муниципалитетда	-32646
+▁мусурманвилелай	-32647
+▁муьгьуббатдикай	-32648
+▁муьжуьгьафтеран	-32649
+▁муьрселихъишлах	-32650
+▁промышленностда	-32651
+▁промышленостдин	-32652
+▁психологиядикай	-32653
+▁публицистикадин	-32654
+▁пудкъанницӏипуд	-32655
+▁пудкъанницӏувад	-32656
+▁пудкъанницӏусад	-32657
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+▁рагьманкъулидин	-32659
+▁республиканская	-32660
+▁самодеятельност	-32661
+▁субгьанвердидин	-32662
+▁существительное	-32663
+▁территориальный	-32664
+▁цӏиргъинлайтӏуз	-32665
+▁электростанцияр	-32666
+▁энциклопедиядин	-32667
+▁эхтилатзавайвал	-32668
+▁яхцӏурницӏеирид	-32669
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+́зм	-32685
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+ццо	-32691
+ёжь	-32692
+әкі	-32693
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+حين	-32698
+سکر	-32699
+طاع	-32700
+ماك	-32701
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+يهو	-32703
+თიი	-32704
+ოვა	-32705
+ოვრ	-32706
+ოთი	-32707
+▁ãã	-32708
+▁აა	-32709
+"/"-	-32710
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+zaih	-32751
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+éex̲	-32753
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+üquq	-32755
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+әкім	-32801
+أشهد	-32802
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+لرله	-32805
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+ა̄ა̄	-32810
+თავი	-32811
+ოვათ	-32812
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+▁fao	-32819
+▁fəx	-32820
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+▁lhì	-32824
+▁ltd	-32825
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+▁аща	-32834
+▁вмт	-32835
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+▁рёк	-32841
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+irror	-32883
+iskob	-32884
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+lätze	-32893
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+qilan	-32906
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+sirħä	-32910
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+winlì	-32927
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+ölgüs	-32929
+üştaq	-32930
+ışdır	-32931
+şi̇kl	-32932
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+атле́	-32938
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+ахьям	-32940
+ацӏай	-32941
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+бытый	-32948
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+вшего	-32951
+вёзды	-32952
+гавре	-32953
+гапши	-32954
+гидро	-32955
+гленн	-32956
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+гьаӏм	-32958
+гьфда	-32959
+гэнэй	-32960
+дгрен	-32961
+де́ла	-32962
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+кидис	-32975
+лборо	-32976
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+лихлу	-32979
+ллугъ	-32980
+лодоп	-32981
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+медеу	-32984
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+ммфда	-32986
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+нотот	-32992
+нська	-32993
+нюгди	-32994
+о́вно	-32995
+оа́нн	-32996
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+рыбач	-32999
+свалл	-33000
+семип	-33001
+синга	-33002
+тишек	-33003
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+угийн	-33007
+уемые	-33008
+ускәа	-33009
+утока	-33010
+фаген	-33011
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+флнка	-33013
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+▁mendeltna	-43156
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+▁miroslava	-43158
+▁monticola	-43159
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+▁paenulata	-43168
+▁palighvik	-43169
+▁pardubice	-43170
+▁pentecost	-43171
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+▁нечхирар	-43285
+▁пероздин	-43286
+▁рикӏерин	-43287
+▁сагъариз	-43288
+▁сефербег	-43289
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+▁цицӏерин	-43291
+▁чипетӏар	-43292
+▁шабатова	-43293
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+▁shqipërin	-43298
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+▁пиери	-43329
+▁пудун	-43330
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+▁июндин	-43338
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+▁хасияр	-43344
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+▁dynamite	-43353
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+▁сонпхагу	-43358
+▁тханесар	-43359
+▁чкаспорт	-43360
+отъемлемая	-43361
+▁shreenanh	-43362
+▁singapore	-43363
+▁slideshow	-43364
+▁slovenija	-43365
+▁soloensis	-43366
+▁speakerst	-43367
+▁specified	-43368
+▁sphenurus	-43369
+▁spilornis	-43370
+▁statistik	-43371
+▁strangers	-43372
+▁sultanate	-43373
+▁sultaniye	-43374
+▁superstes	-43375
+▁sylvatica	-43376
+▁sylvicult	-43377
+▁tacirmiut	-43378
+▁targeting	-43379
+▁tatlimain	-43380
+▁thibetana	-43381
+▁tibetanus	-43382
+▁timbalier	-43383
+▁tradition	-43384
+▁vasilenco	-43385
+▁ventralis	-43386
+▁verreauxi	-43387
+▁wednesday	-43388
+▁xutsnoowú	-43389
+▁yesoensis	-43390
+▁zibellina	-43391
+▁çıxmışlar	-43392
+▁İnuitçesi	-43393
+▁νοέμβριοσ	-43394
+▁παρασκευή	-43395
+▁абакарова	-43396
+▁абдуселим	-43397
+▁аваристан	-43398
+▁аваррикай	-43399
+նա	-43400
+gas	-43401
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+ферр	-43406
+филь	-43407
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+▁anl	-43410
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+▁пво	-43413
+▁тво	-43414
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+лукас	-43420
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+▁зиль	-43429
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+ведлай	-43432
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+▁plain	-43434
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+феррари	-43449
+▁англик	-43450
+▁аштыяр	-43451
+▁бинеда	-43452
+▁дюльты	-43453
+▁зволен	-43454
+▁легион	-43455
+▁селтик	-43456
+▁чӏалди	-43457
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+▁акведук	-43459
+▁антисеп	-43460
+▁ва́гнер	-43461
+▁гьалуна	-43462
+▁зильдик	-43463
+▁имеющих	-43464
+▁кельтар	-43465
+▁мецерал	-43466
+▁милютин	-43467
+▁патанди	-43468
+къарачияр	-43469
+▁pagensis	-43470
+▁автохтон	-43471
+▁авунавай	-43472
+▁гаджиево	-43473
+▁глаукома	-43474
+▁гьикаяди	-43475
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+▁рекьерай	-43480
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+▁fondation	-43483
+▁агатзавай	-43484
+▁агдамский	-43485
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+▁агъадайла	-43488
+▁агъакерим	-43489
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+▁агъургъан	-43492
+▁агъургьан	-43493
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+▁агьеменид	-43495
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+▁аддулвэли	-43497
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+üda	-43500
+вош	-43501
+ёнт	-43502
+▁vy	-43503
+▁wt	-43504
+evin	-43505
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+́тер	-43507
+воюр	-43508
+гъуъ	-43509
+▁wat	-43510
+▁wtf	-43511
+▁мма	-43512
+markt	-43513
+гъуън	-43514
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+сарна	-43517
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+▁gund	-43519
+▁ofic	-43520
+▁агун	-43521
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+▁чалл	-43524
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+▁gundl	-43532
+▁kevin	-43533
+▁бьёнт	-43534
+▁двоюр	-43535
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+▁тамна	-43538
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+сарнами	-43542
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+▁watson	-43544
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+▁самтер	-43548
+▁чаллит	-43549
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+irapuram	-43551
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+▁девирар	-43555
+▁кальцит	-43556
+▁мирзита	-43557
+▁мобелла	-43558
+▁тамнаян	-43559
+▁хкажраг	-43560
+▁ыгылрин	-43561
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+вошингтон	-43563
+самегрело	-43564
+спортерар	-43565
+ъгъуънлай	-43566
+▁gundlach	-43567
+▁албомдин	-43568
+▁гьоминид	-43569
+▁джагъида	-43570
+▁эгъведай	-43571
+▁эристави	-43572
+nanortalik	-43573
+südafrikan	-43574
+▁gundlachi	-43575
+▁ketchikan	-43576
+▁азарлубур	-43577
+▁азиатский	-43578
+▁азизанбур	-43579
+▁азнакаево	-43580
+▁айсбергда	-43581
+▁акимушкин	-43582
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+▁активация	-43584
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+▁актрисани	-43586
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+▁акъадемия	-43589
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+▁алачухрин	-43597
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+▁аликвийри	-43599
+брю	-43600
+зён	-43601
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+ютц	-43603
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+ayun	-43605
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+масс	-43607
+село	-43608
+▁keh	-43609
+▁kum	-43610
+▁lol	-43611
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+▁farid	-43636
+▁touit	-43637
+▁багьл	-43638
+▁бушир	-43639
+▁вифле	-43640
+▁даьла	-43641
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+▁джиок	-43643
+▁джуль	-43644
+▁ибрим	-43645
+▁келем	-43646
+▁льюин	-43647
+▁хилла	-43648
+ingayun	-43649
+агъалар	-43650
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+▁kumlav	-43654
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+bacterium	-43673
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+▁galspace	-43677
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+▁анаболизм	-43698
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+fft	-43700
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+нитаб	-43711
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+▁clay	-43714
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+▁kuuyuŋ	-43734
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+▁tausend	-43741
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+▁phonetic	-43745
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+▁сонбукку	-43748
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+прен	-43808
+рису	-43809
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+▁gwatkinsii	-49993
+▁gypopsitta	-49994
+▁harpyhalia	-49995
+▁harpyopsis	-49996
+▁heidarzade	-49997
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+▁hüququndan	-49999
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+ـ,	-50002
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+▁nigriscens	-50179
+▁nkurenkuru	-50180
+▁northiella	-50181
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+▁peruvianus	-50189
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diff --git a/models/tokenizer/lez_tokenizer_8k.model b/models/tokenizer/lez_tokenizer_8k.model
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diff --git a/models/tokenizer/lez_tokenizer_8k.vocab b/models/tokenizer/lez_tokenizer_8k.vocab
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