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ProblemMap/GlobalFixMap/Retrieval/checklists/reranker_sanity.md
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ProblemMap/GlobalFixMap/Retrieval/checklists/reranker_sanity.md
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# Reranker Sanity Checklist
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Scope: validate a hybrid pipeline where BM25 and ANN feed a deterministic reranker.
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---
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## Pre checks
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- [ ] Persist BM25 and ANN candidate lists before reranking.
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- [ ] Fix a random seed and record model version for the reranker.
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- [ ] Store per-candidate features needed by the reranker.
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- [ ] Ensure identical tokenization between HyDE prompt and server.
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Refs:
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[Rerankers](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rerankers.md) ·
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[Query parsing split](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_query_parsing_split.md)
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---
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## Baseline health
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- [ ] BM25 top k recall on the gold set ≥ 0.60 at k = 50.
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- [ ] ANN top k recall on the gold set ≥ 0.60 at k = 50.
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- [ ] Overlap Jaccard(BM25, ANN) logged for k = 50 to detect split.
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If overlap < 0.20 and both recalls are good, a query split is likely.
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Route using the split detector or run two paths then merge.
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---
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## Reranker behavior
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- [ ] Uplift over the better baseline ≥ 5 percent recall at k = 10.
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- [ ] Ranking stable across 3 paraphrases. Kendall tau ≥ 0.60.
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- [ ] Tie breaking rule fixed and documented.
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- [ ] Deterministic output given the same candidates and seed.
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---
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## Acceptance targets
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- Coverage ≥ 0.70 on the gold set after reranking at k = 10 or 20.
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- ΔS(question, top1) ≤ 0.45 for at least 70 percent of queries.
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- λ_observe convergent across 3 paraphrases and 2 seeds.
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---
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## Debug sequence
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1. Log both candidate lists and measure overlap.
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2. If split detected, enable the split route or increase k per branch.
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3. Try a simpler deterministic reranker first.
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4. Re-measure uplift and stability.
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Refs:
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[Retrieval playbook](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-playbook.md) ·
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[ΔS probes](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Retrieval/deltaS_probes.md)
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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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