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133 lines
9.9 KiB
Markdown
133 lines
9.9 KiB
Markdown
# Language & Multilingual — Global Fix Map
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A compact hub to **stabilize cross-lingual retrieval and reasoning**. Use this folder when your corpus or queries span CJK, RTL, Indic, Cyrillic, accented Latin, or when users code-switch.
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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 in one query → [script\_mixing.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/script_mixing.md)
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* Locale drift and normalization → [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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---
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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 remains 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 collapses without clear reason
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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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---
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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, 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 (Problem Map)
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| Symptom | Likely cause | Open this |
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| ------------------------------------------ | ----------------------------------------------- | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
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| Wrong-meaning hits despite high similarity | Embedding not multilingual or pre-norm 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/zh-Hant never co-retrieve | Variant mapping missing | [locale\_drift.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/locale_drift.md) |
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| Thai/CJK recall collapses | Tokenizer mismatch, missing segmenter | [tokenizer\_mismatch.md](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Language/tokenizer_mismatch.md) |
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| Mixed Latin + 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, 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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---
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## Fix in 60 seconds
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1. **Measure ΔS across variants**
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Run question in source language, target language, and a code-switched version. If ΔS improves only after transliteration or segmentation, language handling is the failing layer.
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2. **Probe λ\_observe**
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Hold citations fixed and flip only script or segmentation. If λ flips, lock schema and unify analyzers.
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3. **Apply the smallest change**
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* Unify index and search analyzers, add Thai/CJK segmenters
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* Map zh-Hans ↔ zh-Hant at ingest or store in variant subfields
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* Add alias fields for proper nouns: `native`, `romanized`, `normalized`
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* Normalize digits, punctuation, and diacritics for RTL/Indic consistently
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* Use a multilingual embedding; otherwise add a lexical sidecar and deterministic rerank
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4. **Verify**
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Coverage ≥ 0.70 and ΔS ≤ 0.45 across two languages and one mixed query. λ convergent on two seeds.
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---
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## Store-agnostic quick recipes
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* Elasticsearch/OpenSearch: ICU normalization, width fold, bigram analyzers for CJK, Thai segmenter, keyword subfields for product names.
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* Vector stores: pre-normalize identically for corpus and queries, validate with a bilingual gold set, rerank deterministically if embeddings are monolingual.
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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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