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+---
+language: mn
+language_name: Mongolian
+language_family: mongolic
+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-mongolic
+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: 4.859
+  - name: best_isotropy
+    type: isotropy
+    value: 0.8474
+  - name: vocabulary_size
+    type: vocab
+    value: 0
+generated: 2026-01-10
+---
+
+# Mongolian - Wikilangs Models
+## Comprehensive Research Report & Full Ablation Study
+
+This repository contains NLP models trained and evaluated by Wikilangs, specifically on **Mongolian** 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** | 3.843x | 3.84 | 0.0664% | 1,203,793 |
+| **16k** | 4.276x | 4.28 | 0.0738% | 1,082,049 |
+| **32k** | 4.612x | 4.61 | 0.0797% | 1,003,132 |
+| **64k** | 4.859x 🏆 | 4.86 | 0.0839% | 952,134 |
+
+### Tokenization Examples
+
+Below are sample sentences tokenized with each vocabulary size:
+
+**Sample 1:** `Акстафа (Ağstafa rayonu) — Азербайжан улсын 8 түмэн хүнтэй район. Засаг захиргаа...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁ак ст аф а ▁( a ğ st af a ... (+33 more)` | 43 |
+| 16k | `▁ак ст афа ▁( a ğ st af a ▁r ... (+31 more)` | 41 |
+| 32k | `▁ак ст афа ▁( a ğ st af a ▁ray ... (+29 more)` | 39 |
+| 64k | `▁ак стафа ▁( ağ st af a ▁rayonu ) ▁— ... (+25 more)` | 35 |
+
+**Sample 2:** `«Янаг дурлалын дууль» — онд Монгол улсад монгол хэлээр бүтсэн уран сайхны кино. ...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁« ян аг ▁дур лалын ▁дуул ь » ▁— ▁онд ... (+15 more)` | 25 |
+| 16k | `▁« ян аг ▁дурлалын ▁дуул ь » ▁— ▁онд ▁монгол ... (+14 more)` | 24 |
+| 32k | `▁« ян аг ▁дурлалын ▁дууль » ▁— ▁онд ▁монгол ▁улсад ... (+13 more)` | 23 |
+| 64k | `▁« ян аг ▁дурлалын ▁дууль » ▁— ▁онд ▁монгол ▁улсад ... (+13 more)` | 23 |
+
+**Sample 3:** `Олимпын VIII наадам буюу оны Парисын олимп () нь оны 5 сарын 4-нөөс 7 сарын 27-н...`
+
+| Vocab | Tokens | Count |
+|-------|--------|-------|
+| 8k | `▁олимпын ▁v iii ▁наадам ▁буюу ▁оны ▁парисын ▁олимп ▁() ▁нь ... (+27 more)` | 37 |
+| 16k | `▁олимпын ▁viii ▁наадам ▁буюу ▁оны ▁парисын ▁олимп ▁() ▁нь ▁оны ... (+26 more)` | 36 |
+| 32k | `▁олимпын ▁viii ▁наадам ▁буюу ▁оны ▁парисын ▁олимп ▁() ▁нь ▁оны ... (+26 more)` | 36 |
+| 64k | `▁олимпын ▁viii ▁наадам ▁буюу ▁оны ▁парисын ▁олимп ▁() ▁нь ▁оны ... (+26 more)` | 36 |
+
+
+### Key Findings
+
+- **Best Compression:** 64k achieves 4.859x compression
+- **Lowest UNK Rate:** 8k with 0.0664% 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 | 68,727 | 16.07 | 220,179 | 6.8% | 20.8% |
+| **2-gram** | Subword | 413 🏆 | 8.69 | 10,809 | 57.9% | 97.3% |
+| **3-gram** | Word | 111,379 | 16.77 | 257,301 | 5.1% | 15.7% |
+| **3-gram** | Subword | 3,439 | 11.75 | 80,850 | 22.4% | 63.9% |
+| **4-gram** | Word | 225,307 | 17.78 | 414,540 | 3.9% | 10.7% |
+| **4-gram** | Subword | 18,056 | 14.14 | 452,951 | 10.9% | 35.4% |
+| **5-gram** | Word | 178,177 | 17.44 | 286,398 | 3.6% | 10.0% |
+| **5-gram** | Subword | 63,519 | 15.95 | 1,205,940 | 6.3% | 22.1% |
+
+### Top 5 N-grams by Size
+
+**2-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `р сарын` | 13,394 |
+| 2 | `онд төрсөн` | 10,821 |
+| 3 | `монгол улсын` | 9,521 |
+| 4 | `энэ нь` | 7,945 |
+| 5 | `олон улсын` | 6,568 |
+
+**3-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `онд нас барсан` | 3,190 |
+| 2 | `төрсөн онд өнгөрсөн` | 2,725 |
+| 3 | `онд төрсөн онд` | 2,565 |
+| 4 | `тоглогч багийн тоглогч` | 2,249 |
+| 5 | `багийн тоглогч багийн` | 2,217 |
+
+**4-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `онд төрсөн онд өнгөрсөн` | 2,503 |
+| 2 | `багийн тоглогч багийн тоглогч` | 2,210 |
+| 3 | `оны зуны олимпод оролцогч` | 1,481 |
+| 4 | `оролцогч оны зуны олимпод` | 1,046 |
+| 5 | `оны 3 р сарын` | 1,027 |
+
+**5-grams (Word):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `оролцогч оны зуны олимпод оролцогч` | 1,046 |
+| 2 | `тоглогч багийн тоглогч багийн тоглогч` | 979 |
+| 3 | `багийн тоглогч багийн тоглогч багийн` | 975 |
+| 4 | `оны зуны олимпод оролцогч оны` | 727 |
+| 5 | `хүн онд төрсөн онд өнгөрсөн` | 679 |
+
+**2-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `н _` | 2,065,189 |
+| 2 | `_ б` | 982,662 |
+| 3 | `и й` | 971,304 |
+| 4 | `_ х` | 933,182 |
+| 5 | `а н` | 813,213 |
+
+**3-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `й н _` | 630,284 |
+| 2 | `и й н` | 596,746 |
+| 3 | `ы н _` | 466,998 |
+| 4 | `_ б а` | 433,581 |
+| 5 | `а н _` | 329,680 |
+
+**4-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `и й н _` | 582,887 |
+| 2 | `_ б а й` | 257,407 |
+| 3 | `г и й н` | 207,050 |
+| 4 | `_ н ь _` | 172,147 |
+| 5 | `_ б о л` | 171,235 |
+
+**5-grams (Subword):**
+
+| Rank | N-gram | Count |
+|------|--------|-------|
+| 1 | `г и й н _` | 202,980 |
+| 2 | `л и й н _` | 88,000 |
+| 3 | `_ б о л о` | 85,950 |
+| 4 | `_ о н д _` | 83,407 |
+| 5 | `и й н _ х` | 73,490 |
+
+
+### Key Findings
+
+- **Best Perplexity:** 2-gram (subword) with 413
+- **Entropy Trend:** Decreases with larger n-grams (more predictable)
+- **Coverage:** Top-1000 patterns cover ~22% 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 | 0.9549 | 1.938 | 9.40 | 425,053 | 4.5% |
+| **1** | Subword | 1.2682 | 2.409 | 7.77 | 6,078 | 0.0% |
+| **2** | Word | 0.3001 | 1.231 | 1.76 | 3,989,426 | 70.0% |
+| **2** | Subword | 0.6382 | 1.556 | 4.13 | 47,189 | 36.2% |
+| **3** | Word | 0.0919 | 1.066 | 1.16 | 7,019,958 | 90.8% |
+| **3** | Subword | 0.7262 | 1.654 | 4.12 | 194,932 | 27.4% |
+| **4** | Word | 0.0319 🏆 | 1.022 | 1.05 | 8,133,129 | 96.8% |
+| **4** | Subword | 0.6730 | 1.594 | 3.05 | 802,473 | 32.7% |
+
+### Generated Text Samples (Word-based)
+
+Below are text samples generated from each word-based Markov chain model:
+
+**Context Size 1:**
+
+1. `нь нийгмийн болон анадолугийн их хурлын тогтоолоор албан ёсны цахим холбоос article from the coup d`
+2. `онд нас бие монгол нь ангилж нэрлэж болно оху ын төлөөлөгч эсэргүүцлийн хандлага нь нарийвчлал бага`
+3. `оны 5 танхим нба гийн аваргаар онд бнмау ын холбооны нэгдсэн хөдөлгөөн багатай боловч жон лиллигийн`
+
+**Context Size 2:**
+
+1. `р сарын 1 нд компьень хотод төрсөн америкийн мэргэжлийн хөлбөмбөгийн карьераа онд серие виченца бага...`
+2. `монгол улсын засгийн газар сонгуульд ялснаар важпи энэтхэг улсын карнатака мужийн үндэс нь морзе код...`
+3. `энэ нь ажиллуулах боломжтой болгосон ромын эзэн хаан вильхельмийн нийгэмлэг гэдэг нэртэй болжээ хоёу...`
+
+**Context Size 3:**
+
+1. `онд нас барсан америкийн геологич хүний үүслийн судлаач бөгөөд палеонтолог олон жил нью йорк дахь нү...`
+2. `онд төрсөн онд өнгөрсөн хаан хүн монголын түүх үндэстэн зуунд төрсөн онд өнгөрсөн түрэгийн хаад зуун...`
+3. `тоглогч багийн тоглогч 05 багийн тоглогч багийн тоглогч багийн тоглогч багийн тоглогч марсель багийн...`
+
+**Context Size 4:**
+
+1. `багийн тоглогч багийн тоглогч багийн тоглогч онд төрсөн онд өнгөрсөн хүн улс төрч байгаль орчны сайд`
+2. `оны зуны олимпод оролцогч оны зуны олимпод оролцогч онд төрсөн онд өнгөрсөн улсын жанжин улсын улс т...`
+3. `оролцогч оны зуны олимпод оролцогч хамгаалагч хотспур багийн тоглогч лигийн тоглогч ирландчууд`
+
+
+### Generated Text Samples (Subword-based)
+
+Below are text samples generated from each subword-based Markov chain model:
+
+**Context Size 1:**
+
+1. `_нги_тэ_ты_хүдай`
+2. `аагэмьтой_штөлго`
+3. `ндөөлар_дгөөван_`
+
+**Context Size 2:**
+
+1. `н_ол_бай_бөмжилца`
+2. `_бөглог_он_өөрсөн`
+3. `ий_сургийн_цай._ч`
+
+**Context Size 3:**
+
+1. `йн_түүхээс_их_бөги`
+2. `ийн_фран_гарахарим`
+3. `ын_холбоотой_бөмбө`
+
+**Context Size 4:**
+
+1. `ийн_улсын_отограмма`
+2. `_байршилын_үед_холб`
+3. `гийн_босгодог._эдий`
+
+
+### Key Findings
+
+- **Best Predictability:** Context-4 (word) with 96.8% predictability
+- **Branching Factor:** Decreases with context size (more deterministic)
+- **Memory Trade-off:** Larger contexts require more storage (802,473 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 | 188,243 |
+| Total Tokens | 9,012,621 |
+| Mean Frequency | 47.88 |
+| Median Frequency | 4 |
+| Frequency Std Dev | 695.98 |
+
+### Most Common Words
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | нь | 175,668 |
+| 2 | онд | 84,299 |
+| 3 | оны | 67,254 |
+| 4 | юм | 49,881 |
+| 5 | улсын | 48,832 |
+| 6 | байна | 43,613 |
+| 7 | сарын | 43,501 |
+| 8 | болон | 40,408 |
+| 9 | байсан | 38,901 |
+| 10 | их | 36,525 |
+
+### Least Common Words (from vocabulary)
+
+| Rank | Word | Frequency |
+|------|------|-----------|
+| 1 | аюудайн | 2 |
+| 2 | хэргииг | 2 |
+| 3 | сайханчдыг | 2 |
+| 4 | нимсан | 2 |
+| 5 | агваандоной | 2 |
+| 6 | гольдоны | 2 |
+| 7 | тожин | 2 |
+| 8 | хэшидэй | 2 |
+| 9 | иезуитүүдийн | 2 |
+| 10 | хванчкара | 2 |
+
+### Zipf's Law Analysis
+
+| Metric | Value |
+|--------|-------|
+| Zipf Coefficient | 1.0408 |
+| R² (Goodness of Fit) | 0.986627 |
+| Adherence Quality | **excellent** |
+
+### Coverage Analysis
+
+| Top N Words | Coverage |
+|-------------|----------|
+| Top 100 | 22.0% |
+| Top 1,000 | 51.5% |
+| Top 5,000 | 73.5% |
+| Top 10,000 | 81.3% |
+
+### Key Findings
+
+- **Zipf Compliance:** R²=0.9866 indicates excellent adherence to Zipf's law
+- **High Frequency Dominance:** Top 100 words cover 22.0% of corpus
+- **Long Tail:** 178,243 words needed for remaining 18.7% 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 | 0.8474 🏆 | 0.3711 | N/A | N/A |
+| **mono_64d** | 64 | 0.8353 | 0.2813 | N/A | N/A |
+| **mono_128d** | 128 | 0.8031 | 0.2224 | N/A | N/A |
+| **aligned_32d** | 32 | 0.8474 | 0.3608 | 0.0800 | 0.3720 |
+| **aligned_64d** | 64 | 0.8353 | 0.2867 | 0.0800 | 0.4280 |
+| **aligned_128d** | 128 | 0.8031 | 0.2290 | 0.1740 | 0.5200 |
+
+### Key Findings
+
+- **Best Isotropy:** mono_32d with 0.8474 (more uniform distribution)
+- **Semantic Density:** Average pairwise similarity of 0.2919. Lower values indicate better semantic separation.
+- **Alignment Quality:** Aligned models achieve up to 17.4% 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 | **-0.547** | Low formulaic 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 |
+|--------|----------|
+| `-а` | аарцаг, аргад, апулиа |
+| `-х` | хүрэлцэхүйц, хё, ханцуйны |
+| `-б` | бнрау, багаад, баянзүрхулсын |
+| `-с` | сурагчидтай, сэтэлж, субстраттай |
+| `-ха` | ханцуйны, ханноверийн, хасан |
+| `-т` | туулах, телескопыг, тансаглал |
+| `-к` | кэмби, кронбергийн, кмтаван |
+| `-ба` | багаад, баянзүрхулсын, баттулгахөвсгөл |
+
+#### Productive Suffixes
+| Suffix | Examples |
+|--------|----------|
+| `-н` | мөнхтөрзавхан, латеран, гуалин |
+| `-йн` | яшкулийн, кронбергийн, ерөөлтийн |
+| `-г` | аарцаг, мессежийг, телескопыг |
+| `-ын` | баянзүрхулсын, дизайнерын, харрисын |
+| `-д` | давшаад, багаад, аргад |
+| `-й` | всемирный, сурагчидтай, зориулалтай |
+| `-р` | мейнор, нууцлалаар, конр |
+| `-с` | гулагаас, шанс, хараалаас |
+
+### 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 |
+|------|----------|------------------|----------|
+| `гуул` | 1.71x | 228 contexts | угуул, гууль, гуульд |
+| `байс` | 2.78x | 18 contexts | байса, байсн, байсаг |
+| `айса` | 2.10x | 44 contexts | байса, хайса, кайса |
+| `йсан` | 2.07x | 40 contexts | айсан, хийсан, зайсан |
+| `йгуу` | 2.43x | 22 contexts | уйгуур, байгуу, байгуул |
+| `нгол` | 1.78x | 68 contexts | ангол, нгола, онгол |
+| `олбо` | 1.91x | 49 contexts | олбол, толбо, колбо |
+| `лсан` | 1.74x | 63 contexts | улсан, үлсан, алсан |
+| `үүлэ` | 1.38x | 187 contexts | үүлэн, үүлээ, шүүлэг |
+| `агаа` | 1.40x | 140 contexts | агаан, цагаа, жагаа |
+| `ргуу` | 1.56x | 79 contexts | шаргуу, аргууд, шургуу |
+| `сург` | 2.31x | 18 contexts | сурга, сурган, сургах |
+
+### 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 |
+|--------|--------|-----------|----------|
+| `-б` | `-н` | 133 words | бичсэнчлэн, баясахын |
+| `-х` | `-н` | 122 words | хүлэгүгийн, хашлагдсан |
+| `-с` | `-н` | 118 words | сүсэглэн, станцийн |
+| `-а` | `-н` | 106 words | адамирангийн, абатсүхийн |
+| `-т` | `-н` | 103 words | тонуулын, талстжисан |
+| `-м` | `-н` | 75 words | металлын, миникомпьютерын |
+| `-х` | `-г` | 66 words | хуйраг, хүрснийг |
+| `-д` | `-н` | 65 words | дармаагийн, дамдингийн |
+| `-х` | `-й` | 64 words | хугархай, хаштай |
+| `-к` | `-н` | 64 words | кондратьевын, кантабрийн |
+
+### 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 |
+|------|-----------------|------------|------|
+| борлуулагчдаараа | **`борлуулагчда-ар-аа`** | 7.5 | `ар` |
+| нийлэгжүүлнэ | **`нийлэгжүүл-н-э`** | 7.5 | `н` |
+| өргөжүүлнэ | **`өргөжүүл-н-э`** | 7.5 | `н` |
+| сургуулилт | **`сургуули-л-т`** | 7.5 | `л` |
+| тэмүжиний | **`тэмүжи-н-ий`** | 7.5 | `н` |
+| халдлаганд | **`халдлага-н-д`** | 7.5 | `н` |
+| ойлгоцгоож | **`ойлгоцго-о-ж`** | 7.5 | `о` |
+| бэрнаскони | **`бэрнаско-н-и`** | 7.5 | `н` |
+| бүжигчний | **`бүжигч-н-ий`** | 7.5 | `н` |
+| өрнөдийнхний | **`өрнөдийнх-н-ий`** | 7.5 | `н` |
+| наносекунд | **`наносеку-н-д`** | 7.5 | `н` |
+| биндусара | **`биндус-ар-а`** | 7.5 | `ар` |
+| диоксидыг | **`диокси-д-ыг`** | 7.5 | `д` |
+| товчоодыг | **`товчоо-д-ыг`** | 7.5 | `д` |
+| хадгалалтанд | **`хадгалалта-н-д`** | 7.5 | `н` |
+
+### 6.6 Linguistic Interpretation
+
+> **Automated Insight:**
+The language Mongolian shows high morphological productivity. The subword models are significantly more efficient than word models, suggesting a rich system of affixation or compounding.
+
+---
+## 7. Summary & Recommendations
+
+![Performance Dashboard](visualizations/performance_dashboard.png)
+
+### Production Recommendations
+
+| Component | Recommended | Rationale |
+|-----------|-------------|-----------|
+| Tokenizer | **64k BPE** | Best compression (4.86x) |
+| N-gram | **2-gram** | Lowest perplexity (413) |
+| Markov | **Context-4** | Highest predictability (96.8%) |
+| 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 13:03:40*
diff --git a/mn_morph_tokenizer.json b/mn_morph_tokenizer.json
new file mode 100644
index 0000000000000000000000000000000000000000..8c5ca1fe78992e3656f924019aefe4d1aeca90fe
--- /dev/null
+++ b/mn_morph_tokenizer.json
@@ -0,0 +1,50109 @@
+{
+  "language": "mn",
+  "prefixes": {
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+    "х": 15845.2,
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+    "ыг": 104473,
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+    "ди": 104159,
+    "лб": 103154,
+    "рс": 103091,
+    "гө": 102256,
+    "рын": 101727,
+    "лы": 101723,
+    "лж": 101392,
+    "бү": 101233,
+    "1": 100332,
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diff --git a/models/tokenizer/mn_tokenizer_32k.model b/models/tokenizer/mn_tokenizer_32k.model
new file mode 100644
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diff --git a/models/tokenizer/mn_tokenizer_8k.vocab b/models/tokenizer/mn_tokenizer_8k.vocab
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