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=== Types of Hallucinations ===
=== Types of Hallucinations ===
There are various forms of hallucinations that can manifest in LLM outputs:
There are various forms of hallucinations that can manifest in LLM outputs:
* **Sentence Contradiction:** When a generated sentence contradicts a previous one within the same context.
*'''Sentence Contradiction:''' When a generated sentence contradicts a previous one within the same context.
* **Prompt Contradiction:** Occurs when the response directly opposes the initial prompt's intent.
*'''Prompt Contradiction:''' Occurs when the response directly opposes the initial prompt's intent.
* **Factual Errors:** These are outright inaccuracies or misrepresentations of verifiable information.
*'''Factual Errors:''' These are outright inaccuracies or misrepresentations of verifiable information.
* **Nonsensical Outputs:** Responses that, while possibly grammatically correct, are irrelevant or absurd in the given context.
*'''Nonsensical Outputs:''' Responses that, while possibly grammatically correct, are irrelevant or absurd in the given context.


== Causes of Hallucinations ==
== Causes of Hallucinations ==
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