Wiki Article · Cinematic

Hallucination (Artificial Intelligence)

AI Hallucination tab hota hai jab ek artificial intelligence model — khaskar Large Language Model…

Overview

Hallucination (Artificial Intelligence) — Quick Facts

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Property: Detail

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Full Name: AI Hallucination / Model…

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Category: Artificial Intelligence / Machine…

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Affected Systems: LLMs, Image Generators, Code…

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Infobox

📚 | Property | Detail | |---|---| | Full Name | AI Hallucination / Model Hallucination | |…

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Core Concept

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AI model ek statistical pattern…

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Model ko "samajh" nahi aati — woh…

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Jab model ko kisi topic pe…

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Model kabhi nahi kahega "mujhe…

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Types of AI Hallucinations

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Galat facts generate karna — wrong…

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Example: "Eiffel Tower 1920 me…

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Most common aur most dangerous type

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Non-existent information create…

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Causes — Kyun Hota Hai

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Incomplete coverage — Model ne…

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Outdated data — Training data ka…

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Conflicting data — Training data…

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Biased data — Certain perspectives…

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Hallucination Cause-Effect Flow

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Multiple causes combine hokar…

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Hallucinated output confident…

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Agar detect nahi hota to…

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Detection + human review critical…

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LLM Context — ChatGPT aur Beyond

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ChatGPT ne hallucination ko…

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Users ne dekha ke model fake…

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"Confidently wrong" behavior ne…

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Media me widely reported — "AI…

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Real-World Impact

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Wrong drug dosage recommendations

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Fake medical research references

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Incorrect symptom-disease…

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Risk: Patient harm, misdiagnosis

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Detection Methods

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Expert review — Domain expert…

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Fact-checking — Claims ko reliable…

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Red teaming — Deliberately…

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Confidence scoring — Model ki…

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Mitigation Strategies

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Model ko relevant documents…

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External knowledge base se…

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Hallucination significantly reduce…

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Example: Company ke docs index…

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Hallucination in Different AI Domains

💡 | Domain | Hallucination Type | Example | Severity | Mitigation | |---|---|---|---|---| |…

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Comparison — Hallucination Types

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Limitations of Current Solutions

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RAG bhi hallucinate kar sakta hai…

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Fine-tuning expensive hai aur sab…

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Prompt engineering model-dependent…

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Confidence scores reliable nahi…

Comparison

Comparison — Hallucination Types

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Factual: Wrong facts (dates, numbers,…

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Fabrication: Non-existent…

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Intrinsic: Contradicts given source

Diagram

Visual Flow

📊 Diagram visualization — details in narration

Quiz — Question 1

Hallucination (Artificial Intelligence) ka sabse sahi definition kya hai?

Quick Quiz

Quiz — Question 2

Hallucination (Artificial Intelligence) ka 'Full Name' kya hai?

Complete! 🎉

Hallucination (Artificial Intelligence) Complete!

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