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148 lines
8.2 KiB
Markdown
148 lines
8.2 KiB
Markdown
# Fusion Blindspot — 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 one modality is silently ignored during fusion, the model produces coherent but incomplete answers.
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This is **fusion blindspot** — the audio, visual, or OCR stream is valid, yet the fusion layer drops it or never integrates it.
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---
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## What this page is
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- A guide to detect and repair **missing modality participation** in multimodal fusion.
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- Ensures every input modality contributes evidence to the final reasoning chain.
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- Provides structural probes to confirm no blindspot occurs at joins.
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---
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## When to use
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- Captions mention objects but the visual stream was ignored.
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- Audio transcript exists, but final reasoning never cites it.
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- OCR text valid but skipped during answer generation.
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- One modality has ΔS ≤ 0.40 internally but never appears in the fused output.
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- Answers are fluent but consistently one-dimensional.
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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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- [Reference Bleed](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/reference-bleed.md)
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- [Modality Dropout](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/modality-dropout.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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---
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## Common failure patterns
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- **Silent omission** — one stream absent from the answer, with no error reported.
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- **Over-dominance** — strong text modality overrides weaker OCR or visual input.
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- **Fusion filter** — low-confidence modality is dropped without logging.
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- **Blind alignment** — citations only from one channel, even though others were retrieved.
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---
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## Fix in 60 seconds
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1. **Modality presence check**
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- Require every modality to appear in at least one citation per fused answer.
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- If missing, re-run fusion step.
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2. **ΔS contribution probe**
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- For each modality, compute ΔS vs question.
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- Flag if ΔS ≤ 0.45 but modality unused.
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3. **λ stability test**
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- Log λ across fusion stages.
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- Divergence indicates modality suppression.
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4. **Repair step**
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- Apply BBCR bridge between ignored modality and main reasoning chain.
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- Re-anchor with explicit cite-then-answer.
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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 fix fusion blindspots.
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Steps:
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1. List all modalities available {audio, visual, OCR, text}.
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2. For each, compute ΔS(question, modality).
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3. If ΔS ≤ 0.45 and unused, flag as blindspot.
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4. Insert BBCR bridge and force cite-then-answer with all modalities.
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5. Return fused answer with full citations.
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````
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---
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## Acceptance targets
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* Every modality with ΔS ≤ 0.45 contributes at least once.
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* λ remains convergent across fusion.
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* No single modality suppressed >3 consecutive turns.
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* Trace table shows citations from all streams.
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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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