diff --git a/ProblemMap/GlobalFixMap/Multimodal_LongContext/phantom-visuals.md b/ProblemMap/GlobalFixMap/Multimodal_LongContext/phantom-visuals.md new file mode 100644 index 00000000..2d9a6e18 --- /dev/null +++ b/ProblemMap/GlobalFixMap/Multimodal_LongContext/phantom-visuals.md @@ -0,0 +1,137 @@ +# Phantom Visuals — Multimodal Long Context + +When models hallucinate visual regions that do not exist (ghost bounding boxes, fake diagrams, or nonexistent objects), fusion collapses. +This page explains how to detect and prevent phantom visual generation in long multimodal sessions. + +--- + +## What this page is +- Guardrails for hallucinated visuals in text–image/video pipelines. +- Minimal schema to force grounding in actual frames or regions. +- Acceptance targets to measure and verify stability. + +--- + +## When to use +- The model cites an object not present in any frame. +- Generated captions describe phantom regions or colors. +- Bounding box coordinates are out of range or undefined. +- Answers flip between different “visual evidence” each run. +- Diagrams or charts are invented that were never uploaded. + +--- + +## Open these first +- [Multimodal Fusion Break](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/multimodal-fusion-break.md) +- [Alignment Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/alignment-drift.md) +- [Caption Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/GlobalFixMap/Multimodal_LongContext/caption-collapse.md) +- [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) + +--- + +## Common failure patterns +- **Phantom bounding boxes**: cites `region_id` that was never stamped. +- **Invented objects**: describes entities absent from ground-truth frames. +- **Ghost captions**: text generated about visual details that do not exist. +- **Out-of-bounds references**: coordinates or time stamps not in the source. +- **Visual-plan instability**: repeated runs yield different “phantom” evidence. + +--- + +## Fix in 60 seconds +1. **Require stamped IDs** + - Every visual mention must cite `{frame_id, region_id}` from input. + - Forbid free-text region descriptions without anchors. + +2. **Cross-check ΔS** + - ΔS(text, vision) must be ≤ 0.45. + - If ΔS ≥ 0.60 and no matching anchor exists, stop and reject the claim. + +3. **Schema lock** + - Use `{object | attribute | anchor_id}` schema. + - Missing anchors = invalid response. + +4. **Clamp hallucination variance** + - Apply BBAM when λ flips divergent across runs. + - If phantom persists, bridge with BBCR and force re-alignment. + +5. **Trace visual contract** + - Log all cited `frame_id, region_id`. + - Require reproducibility across three paraphrases. + +--- + +## Copy-paste prompt + +```txt +You have TXT OS and the WFGY Problem Map. + +Task: Detect and block phantom visual hallucinations. + +Protocol: +1. Require every visual claim to cite {frame_id, region_id}. +2. If an object is described without anchor, stop and return “phantom visual”. +3. Report ΔS(text, vision) and λ across 3 paraphrases. +4. Apply BBAM for variance clamp. If collapse persists, insert BBCR bridge. +5. Return: {Anchor Table, ΔS log, λ states, Final Answer}. +```` + +--- + +## Acceptance targets + +* ΔS(text, vision) ≤ 0.45 +* λ remains convergent across three paraphrases +* No phantom bounding boxes or invented regions +* Reproducible evidence across seeds and paraphrases +* Trace log covers all cited regions + +--- + +### 🔗 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) +  + +