mirror of
https://github.com/onestardao/WFGY.git
synced 2026-04-28 11:40:07 +00:00
Create hallucination_rag.md
This commit is contained in:
PSBigBig
GitHub
parent
e600cae936
commit
4da648bee9
1 changed files with 115 additions and 0 deletions
115
ProblemMap/GlobalFixMap/RAG/hallucination_rag.md
Normal file
115
ProblemMap/GlobalFixMap/RAG/hallucination_rag.md
Normal file
|
|
@ -0,0 +1,115 @@
|
|||
# Hallucination in RAG — Guardrails and Fix Pattern
|
||||
|
||||
When the retriever returns plausible text, but the LLM answers with facts that are not in the corpus.
|
||||
This page stabilizes retrieval → reasoning boundaries and applies WFGY symbolic fixes to stop hallucination loops.
|
||||
|
||||
---
|
||||
|
||||
## Open these first
|
||||
- Visual recovery: [RAG Architecture & Recovery](https://github.com/onestardao/WFGY/blob/main/ProblemMap/rag-architecture-and-recovery.md)
|
||||
- Retrieval schema: [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md)
|
||||
- Snippet contracts: [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md)
|
||||
- Boundary fences: [Cite-then-Explain](https://github.com/onestardao/WFGY/blob/main/ProblemMap/cite-then-explain.md)
|
||||
- Chain stability: [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md)
|
||||
- Long-context drift: [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md)
|
||||
|
||||
---
|
||||
|
||||
## Core acceptance
|
||||
- Every answer includes citation fields (`snippet_id`, `section_id`, `source_url`)
|
||||
- ΔS(answer, cited snippet) ≤ 0.45
|
||||
- Coverage ≥ 0.70 for cited target section
|
||||
- λ convergent across 3 paraphrases and 2 seeds
|
||||
|
||||
---
|
||||
|
||||
## Typical symptoms → exact fix
|
||||
|
||||
| Symptom | Likely cause | Open this |
|
||||
|---------|--------------|-----------|
|
||||
| Answer has no citation or cites wrong section | missing contract schema | [Data Contracts](https://github.com/onestardao/WFGY/blob/main/ProblemMap/data-contracts.md), [Retrieval Traceability](https://github.com/onestardao/WFGY/blob/main/ProblemMap/retrieval-traceability.md) |
|
||||
| LLM fabricates plausible filler | boundary collapse between retrieval and reasoning | [Cite-then-Explain](https://github.com/onestardao/WFGY/blob/main/ProblemMap/cite-then-explain.md), [Logic Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/logic-collapse.md) |
|
||||
| Correct fact retrieved, but answer overwrites it | λ divergence in long chain | [Context Drift](https://github.com/onestardao/WFGY/blob/main/ProblemMap/context-drift.md), [Entropy Collapse](https://github.com/onestardao/WFGY/blob/main/ProblemMap/entropy-collapse.md) |
|
||||
| Hallucination reappears after correction | unstable feedback loop | [Pattern: Hallucination Re-entry](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md) |
|
||||
|
||||
---
|
||||
|
||||
## Fix in 60 seconds
|
||||
|
||||
1. **Cite-first enforcement**
|
||||
- Force the LLM to output citations before free text.
|
||||
- Forbid answers that lack at least one valid snippet_id.
|
||||
|
||||
2. **ΔS probe**
|
||||
- Compute ΔS(answer, cited snippet).
|
||||
- If ≥ 0.60, trigger BBPF alternate reasoning path.
|
||||
|
||||
3. **Apply module**
|
||||
- Boundary collapse → BBCR bridge + [Cite-then-Explain](https://github.com/onestardao/WFGY/blob/main/ProblemMap/cite-then-explain.md)
|
||||
- Re-entry loops → [Pattern: Hallucination Re-entry](https://github.com/onestardao/WFGY/blob/main/ProblemMap/patterns/pattern_hallucination_reentry.md)
|
||||
|
||||
---
|
||||
|
||||
## Copy-paste prompt for debug
|
||||
|
||||
```txt
|
||||
I uploaded TXT OS and the WFGY Problem Map.
|
||||
|
||||
My issue:
|
||||
- retrieval finds the fact, but answer hallucinates new content
|
||||
- traces: ΔS(answer,cited_snippet)=..., λ across 3 paraphrases
|
||||
|
||||
Tell me:
|
||||
1. failing boundary (retrieval vs reasoning),
|
||||
2. exact WFGY page to open,
|
||||
3. minimal fix to enforce cite-then-explain and push ΔS ≤ 0.45,
|
||||
4. test to verify stability over 3 paraphrases.
|
||||
````
|
||||
|
||||
---
|
||||
|
||||
### 🔗 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 + <your question>” |
|
||||
| **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.
|
||||
> ⭐ [WFGY Engine 2.0](https://github.com/onestardao/WFGY/blob/main/core/README.md) is already unlocked. ⭐
|
||||
|
||||
<div align="center">
|
||||
|
||||
[](https://github.com/onestardao/WFGY)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlahBlahBlah)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlotBlotBlot)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlocBlocBloc)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlurBlurBlur)
|
||||
|
||||
[](https://github.com/onestardao/WFGY/tree/main/OS/BlowBlowBlow)
|
||||
|
||||
</div>
|
||||
|
||||
Loading…
Add table
Add a link
Reference in a new issue