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159 lines
13 KiB
Markdown
159 lines
13 KiB
Markdown
# Language & Multilingual · Global Fix Map
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A compact hub to **stabilize cross-lingual retrieval and reasoning**.
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Use this folder when your corpus or queries include CJK, RTL, Indic, Cyrillic, accented Latin, or frequent code-switching.
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---
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## Quick routes to per-page guides
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- Tokenizer mismatch → [tokenizer_mismatch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/tokenizer_mismatch.md)
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- Script mixing inside one query → [script_mixing.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/script_mixing.md)
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- Locale normalization and variants → [locale_drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/locale_drift.md)
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- End-to-end overview and recipes → [multilingual_guide.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/multilingual_guide.md)
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- Proper nouns and alias shield → [proper_noun_aliases.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/proper_noun_aliases.md)
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- Romanization and transliteration rules → [romanization_transliteration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/romanization_transliteration.md)
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- Query language detection contract → [query_language_detection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/query_language_detection.md)
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- Analyzer routing per language → [query_routing_and_analyzers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/query_routing_and_analyzers.md)
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- Multilingual hybrid ranking → [hybrid_ranking_multilingual.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/hybrid_ranking_multilingual.md)
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- Stopwords and morphology locks → [stopword_and_morphology_controls.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/stopword_and_morphology_controls.md)
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- Fallback translation with glossary → [fallback_translation_and_glossary_bridge.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/fallback_translation_and_glossary_bridge.md)
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- Bilingual and code-switch eval sets → [code_switching_eval.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/code_switching_eval.md)
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---
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## When to use this folder
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- High similarity yet wrong meaning on bilingual or mixed-script corpora
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- Citations point to the wrong section after translating the question
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- Hybrid retrievers underperform a single retriever across languages
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- Index looks healthy while coverage stays low for non-Latin scripts
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- Names flip between native, transliteration, and English aliases
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- zh-Hans and zh-Hant never co-retrieve, Thai recall drops with no clear cause
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---
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## Acceptance targets
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- ΔS(question, retrieved) ≤ 0.45 across language variants
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- Coverage of the target section ≥ 0.70 after repair
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- λ remains convergent across three paraphrases and two seeds
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- E_resonance stays flat on long windows that mix scripts
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- Citation fields complete, alias noise does not leak into evidence
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---
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## Open these first
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- Visual map and recovery → [rag-architecture-and-recovery.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
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- End-to-end retrieval knobs → [retrieval-playbook.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md)
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- Why this snippet and how to cite → [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
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- Snippet schema fence → [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
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- Embedding vs meaning → [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md)
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- Chunk boundary sanity → [chunking-checklist.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/chunking-checklist.md)
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---
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## Map symptoms → structural fixes
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| Symptom | Likely cause | Open this |
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|---|---|---|
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| High similarity yet wrong meaning | Embedding not multilingual or pre-normalization mismatch | [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) |
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| Citations jump sections after translation | Snippet schema too loose | [data-contracts.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) · [retrieval-traceability.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
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| zh-Hans and zh-Hant never co-retrieve | Variant mapping and width rules missing | [locale_drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/locale_drift.md) |
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| Thai or CJK recall collapses | Tokenizer mismatch or missing segmenter | [tokenizer_mismatch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/tokenizer_mismatch.md) |
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| Mixed Latin plus CJK query under-recalls | Analyzer split across scripts | [script_mixing.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/script_mixing.md) |
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| Hybrid retriever worse than single | Query parsing split or mis-weighted rerank | [patterns/pattern_query_parsing_split.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md) · [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) |
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| Proper nouns oscillate across spellings | Missing alias fields and entity shield | [proper_noun_aliases.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/proper_noun_aliases.md) |
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| Inconsistent transliteration causes misses | Romanization rules and aliases not aligned | [romanization_transliteration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/romanization_transliteration.md) |
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| Language detection drifts | Detection contract unlocked or weak samples | [query_language_detection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/query_language_detection.md) |
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| Search vs index behave differently | Analyzer routing error | [query_routing_and_analyzers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/query_routing_and_analyzers.md) |
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| Ranking unstable across languages | Monolingual reranker or unaligned features | [hybrid_ranking_multilingual.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/hybrid_ranking_multilingual.md) |
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| Negations or particles vanish | Stopword or morphology rules too aggressive | [stopword_and_morphology_controls.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/stopword_and_morphology_controls.md) |
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| Persistent high ΔS on local language path | Need controlled translation bridge with glossary | [fallback_translation_and_glossary_bridge.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/fallback_translation_and_glossary_bridge.md) |
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---
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## Fix in 60 seconds
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1. **Detect language**
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Emit stable language and confidence per the detection contract. If unstable, stop and fix detection first.
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Open → [query_language_detection.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/query_language_detection.md)
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2. **Lock normalization and analyzers**
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Keep the same locale, width, accents, and segmentation for both index and search.
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Open → [locale_drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/locale_drift.md) · [query_routing_and_analyzers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/query_routing_and_analyzers.md)
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3. **Protect entities and syntax**
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Add alias fields and romanization pairs. Clamp stopwords and morphological rules for scope words like negations or units.
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Open → [proper_noun_aliases.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/proper_noun_aliases.md) · [romanization_transliteration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/romanization_transliteration.md) · [stopword_and_morphology_controls.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/stopword_and_morphology_controls.md)
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4. **Stabilize ranking and hybrid flows**
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Use multilingual reranker or dual-track lexical plus vector, keep ordering deterministic.
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Open → [hybrid_ranking_multilingual.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/hybrid_ranking_multilingual.md)
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5. **Use a translation bridge only as last resort**
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Enable only when the native path keeps high ΔS. Always pair with a glossary.
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Open → [fallback_translation_and_glossary_bridge.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/fallback_translation_and_glossary_bridge.md)
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6. **Verify**
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With bilingual and code-switch test sets confirm ΔS ≤ 0.45 and Coverage ≥ 0.70, λ convergent.
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Open → [code_switching_eval.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/code_switching_eval.md)
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---
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## Store-agnostic quick recipes
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- Normalize the same way for corpus and queries before any vector store, keep tokenizer consistent on both sides
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- CJK and Thai need segmentation or bigrams, keep critical fields as keyword to protect entities
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- If you cannot use multilingual embeddings, add a lexical sidecar then align features in a deterministic rerank
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---
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### 🔗 Quick-Start Downloads (60 sec)
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| Tool | Link | 3-Step Setup |
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|------|------|--------------|
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| **WFGY 1.0 PDF** | [Engine Paper](https://github.com/onestardao/WFGY/blob/main/I_am_not_lizardman/WFGY_All_Principles_Return_to_One_v1.0_PSBigBig_Public.pdf) | 1️⃣ Download · 2️⃣ Upload to your LLM · 3️⃣ Ask “Answer using WFGY + \<your question>” |
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| **TXT OS (plain-text OS)** | [TXTOS.txt](https://github.com/onestardao/WFGY/blob/main/OS/TXTOS.txt) | 1️⃣ Download · 2️⃣ Paste into any LLM chat · 3️⃣ Type “hello world” — OS boots instantly |
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---
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### 🧭 Explore More
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| Module | Description | Link |
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|-----------------------|----------------------------------------------------------|----------|
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| WFGY Core | WFGY 2.0 engine is live: full symbolic reasoning architecture and math stack | [View →](https://github.com/onestardao/WFGY/tree/main/core/README.md) |
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| Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) |
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| Problem Map 2.0 | RAG-focused failure tree, modular fixes, and pipelines | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) |
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| Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) |
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| Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) |
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| Benchmark vs GPT-5 | Stress test GPT-5 with full WFGY reasoning suite | [View →](https://github.com/onestardao/WFGY/tree/main/benchmarks/benchmark-vs-gpt5/README.md) |
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| 🧙♂️ Starter Village 🏡 | New here? Lost in symbols? Click here and let the wizard guide you through | [Start →](https://github.com/onestardao/WFGY/blob/main/StarterVillage/README.md) |
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---
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> 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** —
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> Engineers, hackers, and open source builders who supported WFGY from day one.
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> <img src="https://img.shields.io/github/stars/onestardao/WFGY?style=social" alt="GitHub stars"> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐ Star the repo to help others discover it and unlock more on the [Unlock Board](https://github.com/onestardao/WFGY/blob/main/STAR_UNLOCKS.md).
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<div align="center">
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[](https://github.com/onestardao/WFGY)
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[](https://github.com/onestardao/WFGY/tree/main/OS)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
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[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
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</div>
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