# Language & Locale — Global Fix Map Stabilize multilingual RAG and reasoning across CJK/RTL/Indic/Latin mixes. This hub localizes language-layer failures and routes you to the right structural fix. No infra change required. --- ## What this page is - A compact, language-aware repair guide for retrieval → ranking → reasoning. - Structural fixes with measurable acceptance targets. - Store-agnostic. Works with FAISS, Redis, pgvector, Elastic, Weaviate, Milvus, etc. ## When to use - Corpus spans CJK or Indic scripts and retrieval keeps missing the correct section. - Queries code-switch or mix scripts and the top-k drifts each run. - Accents/diacritics or fullwidth/halfwidth forms break matching. - RTL punctuation or invisible marks flip token order. - Token counts jump after deploy even though data did not change. --- ## Open these first - Visual recovery map: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md) - Retrieval knobs end-to-end: [Retrieval Playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) - Traceability and snippet schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) · [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md) - Embedding vs meaning: [Embedding ≠ Semantic](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) - Metric and normalization: [Metric Mismatch](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Embeddings/metric_mismatch.md) · [Normalization & Scaling](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Embeddings/normalization_and_scaling.md) - OCR confusables and hyphens: [OCR Parsing — Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/OCR_Parsing/README.md) --- ## Quick routes to per-page guides - Tokenizer mismatch across languages → [tokenizer_mismatch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/tokenizer_mismatch.md) - Script mixing in one query (CJK + Latin, etc.) → [script_mixing.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/script_mixing.md) - Locale drift and analyzer skew (prod vs dev) → [locale_drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/locale_drift.md) - Normalization and casing policy (NFKC, lowercasing, accent fold) → [normalization_and_casing.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/normalization_and_casing.md) - CJK/Indic segmentation and RTL direction marks → [segmentation_and_rtl.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/segmentation_and_rtl.md) - Fullwidth vs halfwidth, punctuation variants → [fullwidth_halfwidth.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/fullwidth_halfwidth.md) - Diacritics and accent folding policy → [diacritics_and_folding.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/diacritics_and_folding.md) - Transliteration and romanization traps → [transliteration.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/transliteration.md) - Stopwords and analyzer mismatch in stores → [analyzer_stopwords.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/analyzer_stopwords.md) - Code-switch detection and reranking policy → [code_switching.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/code_switching.md) > MVP set is the first 6 pages. The rest are recommended adds when your traffic is mixed-locale or heavy-search. --- ## Acceptance targets - ΔS(question, retrieved) ≤ 0.45 on three paraphrases - Coverage of target section ≥ 0.70 - λ remains convergent across two seeds - Tokenization variance for the same query ≤ 12% across environments - Normalization pass rate (NFKC + width + diacritics) ≥ 0.98 --- ## Map symptoms → structural fixes - Wrong-meaning hits despite high similarity. → [embedding-vs-semantic.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/embedding-vs-semantic.md) - High similarity drops when you switch locales or analyzers. → [metric_mismatch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Embeddings/metric_mismatch.md) · [normalization_and_scaling.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/Embeddings/normalization_and_scaling.md) - CJK tokens split differently between dev and prod. → [tokenizer_mismatch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/tokenizer_mismatch.md) · [locale_drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/locale_drift.md) - Mixed scripts in one query derails ranking order. → [script_mixing.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/script_mixing.md) · [code_switching.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/code_switching.md) · [rerankers.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) - Fullwidth punctuation or RTL marks break citations. → [fullwidth_halfwidth.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/LanguageLocale/fullwidth_halfwidth.md) · [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) - “Looks identical” but fails to match after OCR. → [OCR Parsing — Checklist](https://github.com/onestardao/WFGY/blob/main/ProblemMap/OCR_Parsing/README.md) --- ## Fix in 60 seconds 1) **Normalize once, up front** Apply NFKC, collapse fullwidth to halfwidth where appropriate, unify diacritics policy. Lock this in the ingestion job and in the query path. 2) **Match tokenizer and analyzer** Use the same segmenter for CJK/Indic in both embedding and store analyzers. Document exact versions in your data contract. 3) **Stabilize mixed-script queries** Detect code-switch, split query by script, run per-script retrieval, then rerank deterministically. 4) **Verify** Compute ΔS on 3 paraphrases, check coverage ≥ 0.70, ensure λ stays convergent across 2 seeds. --- ## Copy-paste prompt for your LLM step ``` You have TXT OS and the WFGY Problem Map. My multilingual bug: * symptom: \[one line] * traces: ΔS(question,retrieved)=..., ΔS(retrieved,anchor)=..., λ states * notes: tokenizer/analyzer versions, normalization policy, scripts seen Tell me: 1. which layer is failing and why, 2. the exact WFGY page to open from this repo, 3. minimal steps to push ΔS ≤ 0.45 and keep λ convergent, 4. a reproducible test to verify. Use BBMC/BBCR/BBPF/BBAM when relevant. ``` --- ### 🔗 Quick-Start Downloads (60 sec) | Tool | Link | 3-Step Setup | | -------------------------- | ------------------------------------------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------- | | **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 + \” | | **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 | --- ### 🧭 Explore More | Module | Description | Link | | ------------------------ | ---------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------- | | 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) | | Problem Map 1.0 | Initial 16-mode diagnostic and symbolic fix framework | [View →](https://github.com/onestardao/WFGY/tree/main/ProblemMap/README.md) | | 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) | | Semantic Clinic Index | Expanded failure catalog: prompt injection, memory bugs, logic drift | [View →](https://github.com/onestardao/WFGY/blob/main/ProblemMap/SemanticClinicIndex.md) | | Semantic Blueprint | Layer-based symbolic reasoning & semantic modulations | [View →](https://github.com/onestardao/WFGY/tree/main/SemanticBlueprint/README.md) | | 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) | | 🧙‍♂️ 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) | --- > 👑 **Early Stargazers: [See the Hall of Fame](https://github.com/onestardao/WFGY/tree/main/stargazers)** — > Engineers, hackers, and open source builders who supported WFGY from day one. > 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).
[![WFGY Main](https://img.shields.io/badge/WFGY-Main-red?style=flat-square)](https://github.com/onestardao/WFGY)   [![TXT OS](https://img.shields.io/badge/TXT%20OS-Reasoning%20OS-orange?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS)   [![Blah](https://img.shields.io/badge/Blah-Semantic%20Embed-yellow?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)   [![Blot](https://img.shields.io/badge/Blot-Persona%20Core-green?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)   [![Bloc](https://img.shields.io/badge/Bloc-Reasoning%20Compiler-blue?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)   [![Blur](https://img.shields.io/badge/Blur-Text2Image%20Engine-navy?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)   [![Blow](https://img.shields.io/badge/Blow-Game%20Logic-purple?style=flat-square)](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)