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153 lines
8.5 KiB
Markdown
153 lines
8.5 KiB
Markdown
# Semantic Anchor Shift — Multimodal Long Context
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<details>
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<summary><strong>🧭 Quick Return to Map</strong></summary>
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<br>
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> You are in a sub-page of **Multimodal_LongContext**.
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> To reorient, go back here:
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>
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> - [**Multimodal_LongContext** — long-context reasoning across text, vision, and audio](./README.md)
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> - [**WFGY Global Fix Map** — main Emergency Room, 300+ structured fixes](../README.md)
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> - [**WFGY Problem Map 1.0** — 16 reproducible failure modes](../../README.md)
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>
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> Think of this page as a desk within a ward.
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> If you need the full triage and all prescriptions, return to the Emergency Room lobby.
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</details>
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When cross-modal reasoning depends on a **semantic anchor** (e.g., a labeled frame, a highlighted phrase, or an OCR-extracted region),
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anchors can drift or flip over long context. This leads to citations that *look right* but carry shifted meaning,
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causing hallucinations or inverted reasoning.
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---
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## What this page is
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- A compact guardrail for **anchor stability** in multimodal reasoning.
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- Ensures each anchor keeps the same semantic reference across hops and long windows.
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- Provides ΔS and λ checkpoints to detect when anchors silently slide.
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---
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## When to use
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- OCR region ID points to the right box, but interpretation drifts to adjacent text.
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- Video anchor “frame 123” drifts to “frame 125” after long-window fusion.
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- Captions or bounding boxes shift slightly, making evidence sound correct but semantically false.
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- Retrieval still fetches the right object, but reasoning cites it in the wrong relation.
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- QA answers reference the correct modality but with swapped or outdated anchor.
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---
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## Open these first
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- [Cross-Modal Trace](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/cross-modal-trace.md)
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- [Anchor Misalignment](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/anchor-misalignment.md)
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- [Visual Anchor Shift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/visual-anchor-shift.md)
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- [Reference Bleed](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/reference-bleed.md)
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---
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## Common failure patterns
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- **Offset drift** — anchor IDs increment or decrement subtly over long windows.
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- **Semantic slide** — anchor refers to the same token span, but meaning shifts with context.
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- **Anchor bleed** — citation points leak into neighboring regions.
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- **Temporal skew** — audio timestamp anchor lags behind the cited video frame.
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---
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## Fix in 60 seconds
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1. **Anchor schema lock**
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- Require `{anchor_id, modality, offsets, checksum}` for each citation.
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- Enforce immutability across hops.
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2. **ΔS anchor probe**
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- Compare ΔS(anchor, retrieved) at every window refresh.
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- Alert if ΔS rises above 0.50.
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3. **λ stability check**
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- Record λ at anchor → fusion → reasoning.
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- Divergence indicates hidden drift.
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4. **Re-anchor on drift**
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- If ΔS ≥ 0.60 or λ diverges, fetch anchor metadata again.
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- Use checksum or hash to validate identity.
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5. **Bridge recovery**
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- Apply BBCR to rebuild chain with corrected anchors.
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- Require re-citation before output.
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---
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## Copy-paste prompt
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```txt
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You have TXT OS and the WFGY Problem Map.
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Task: Detect and repair semantic anchor shift.
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Steps:
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1. List all anchors with {anchor_id, modality, offsets}.
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2. Compute ΔS(anchor, retrieved) at each long-context step.
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3. If ΔS ≥ 0.50 or λ diverges, trigger anchor refresh.
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4. Rebuild reasoning chain with corrected anchors.
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5. Output must include anchor list, ΔS values, λ states, and corrected citations.
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````
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---
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## Acceptance targets
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* ΔS(anchor, retrieved) ≤ 0.45 across all steps.
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* λ remains convergent across three paraphrases.
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* No anchor bleed, drift, or temporal skew across modalities.
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* Every anchor carries stable semantic meaning from start to final answer.
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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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